Theme growth &
expansion outlook

See where demand is building. Find the companies positioned to benefit.

Themes connect economic change to the businesses supplying it. Matterhorn compares company forecasts and industry outlooks to help you find those connections—and recognize when different holdings depend on the same spending cycle. Inspect the companies below, then review their demand drivers, risk exposures and next checkpoints.

Quarterly public editions. Weekly research reviews.
This public report is published quarterly. Between editions, Matterhorn reviews changes in company forecasts and theme developments weekly. Each edition keeps its top three companies per theme open to everyone—no sign-in required.

Theme membership is one research input. These companies do not automatically meet Matterhorn’s full scoring or eligibility requirements.

All 16 themes · reviewed representative companies · estimated calendar 2028 versus 2027 revenue growth · company forecasts saved October 16, 2026 · company-score snapshot October 14 · business connections reviewed October 25.

Theme · public top three	Growth strength / 100	Typical company growth · median	Expansion outlook · checkpoints
AI infrastructure spending Top three: MSFT · NVDA · AVGO	94	36.8%	AI capacity buildout; quarterly spending and monetization checkpoints.
Chipmaking equipment Top three: ASML · LRCX · AMAT	87	18.8%	Growth through 2029; projected 2030 pause, 2031 rebound.
China & Taiwan supply-chain exposure Top three: MU · ASML · LRCX	84	17.2%	Ongoing concentration risk; policy and sourcing checkpoints.
Data center power & cooling Top three: POWL · TT · VRT	77	14.7%	Buildout toward 2030; grid access governs conversion.
Grid equipment & modernization Top three: GEV · ETN · NVT	69	11.9%	Grid investment toward 2030; permitting and delivery gates.
Cybersecurity Top three: FTNT · ZS · GEN	69	10.9%	Recurring security need; renewals and budgets test demand.
Commercial aerospace Top three: CW · GE · HWM	66	8.4%	Production ramps in 2027–2029; aftermarket can extend demand.
Pricing power & fee models Top three: SPGI · MCO · ICE	64	7.4%	Quarterly pricing, volume and margins test fee resilience.
Healthcare procedures & providers Top three: ISRG · SYK · HCA	57	7.2%	Spending outlook to 2034; nearer procedure-volume checkpoints.
Defense equipment & systems Top three: LMT · RTX · GD	51	6.3%	2035 policy commitment; annual appropriations and awards decide.
Interest-rate sensitivity Top three: JPM · NTRS · PNC	46	5.1%	Rate and deposit repricing; earnings direction varies.
Consumer income divide Top three: COST · DG · DLTR	44	5.2%	Quarterly value-versus-premium spending; no uniform direction.
Consumer retail spending Top three: COST · AMZN · WMT	43	4.3%	Monthly real spending and quarterly retailer volumes.
Bank lending & credit demand Top three: JPM · COF · USB	41	5.1%	Quarterly loan demand, standards and credit quality.
Government technology & services Top three: LDOS · CACI · BAH	35	4.5%	Annual budgets and funded awards determine the next phase.
Food commodity-cost exposure Top three: PEP · MDLZ · HSY	15	1.8%	2026–2027 cost scenarios; hedges and pricing delay effects.

AI infrastructure spending

Cloud capacity buyers and the compute/network suppliers serving them. Buyer spending and supplier sales are different economic exposures; whole-company forecasts include other businesses.

Mixed: buyers incur capex; suppliers seek equipment demand.

Typical company growth: 36.8%Growth strength: 94 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
MSFT MICROSOFT CORP	20.9%	21.2%	2.0 pp
NVDA NVIDIA CORP	34.6%	37.2%	-35.7 pp
AVGO Broadcom Inc.	58.4%	58.0%	-5.2 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
AMD ADVANCED MICRO DEVICES INC	38.9%	45.7%	-36.1 pp
ORCL ORACLE CORP	40.9%	39.1%	-0.5 pp
AMZN AMAZON COM INC	16.0%	33.1%	1.3 pp

MSFT · MICROSOFT CORP

Theme connection: Cloud operator and AI infrastructure buyer through Azure; software revenue also material. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 20.9% · forecast-growth percentile 90.1
EPS: 21.2% · positive endpoints
Growth change: 2.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 26
Forecast snapshot: 2026-10-16T01:58:07.531752+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	360,377,985,244
2027	428,681,300,701
2028	518,437,358,370

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

NVDA · NVIDIA CORP

Theme connection: Accelerated-computing, networking and AI infrastructure supplier; gaming and other uses also contribute. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 34.6% · forecast-growth percentile 96.0
EPS: 37.2% · positive endpoints
Growth change: -35.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 38
Forecast snapshot: 2026-10-16T02:16:09.276116+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	396,402,615,494
2027	675,102,635,747
2028	908,827,892,885

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

AVGO · Broadcom Inc.

Theme connection: AI custom accelerators and networking supplier; infrastructure software and other semiconductor markets diversify revenue. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 58.4% · forecast-growth percentile 97.9
EPS: 58.0% · positive endpoints
Growth change: -5.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 21
Forecast snapshot: 2026-10-16T02:04:50.292614+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	117,033,440,868
2027	191,512,569,535
2028	303,409,266,523

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

AMD · ADVANCED MICRO DEVICES INC

Theme connection: Data-center CPUs and AI accelerators; client, gaming and embedded products remain material. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred. 2025 ZT Systems acquisition and manufacturing divestiture affect historical scope; AI role does not imply all revenue is AI.
Revenue growth: 38.9% · forecast-growth percentile 96.5
EPS: 45.7% · positive endpoints
Growth change: -36.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 19
Forecast snapshot: 2026-10-16T02:04:08.018475+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	51,741,831,699
2027	90,549,418,793
2028	125,779,227,472

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

ORCL · ORACLE CORP

Theme connection: OCI cloud infrastructure operator and AI capacity investor; database and application software diversify revenue. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 40.9% · forecast-growth percentile 96.7
EPS: 39.1% · positive endpoints
Growth change: -0.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 27
Forecast snapshot: 2026-10-16T02:16:40.367194+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	80,851,722,776
2027	114,259,873,234
2028	160,947,052,295

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

AMZN · AMAZON COM INC

Theme connection: AWS cloud operator and AI-capacity buyer; Amazon retail and advertising diversify the company. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 16.0% · forecast-growth percentile 84.7
EPS: 33.1% · positive endpoints
Growth change: 1.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 40
Forecast snapshot: 2026-10-16T02:04:15.775603+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	828,714,537,623
2027	950,763,297,622
2028	1,103,068,703,289

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

IEA describes continued large technology-company investment in 2026 and a longer data-center power buildout. Conversion into revenue depends on deployed capacity and paid demand.

Runway assessment & checkpoints

2026 investment checkpoint; energy scenarios extend to 2030. Neither endpoint establishes when the investment cycle ends.

What to watch next: Quarterly capex, cloud utilization, AI service monetization, accelerator/network orders and capacity energization.
What could change the outlook: Power and component bottlenecks, financing costs, weaker AI returns and customer concentration can delay projects.

IEA: Key Questions on Energy and AI — 2026-04-16

Chipmaking equipment

The original eight suppliers of fabrication, process control and test equipment. This is a narrower group than all semiconductor companies.

Potential fab-investment beneficiary; highly cyclical and geographically concentrated.

Typical company growth: 18.8%Growth strength: 87 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 8 / 8 reviewed companies have usable forecasts; 8 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
ASML ASML HOLDING NV	24.3%	33.0%	-5.2 pp
LRCX LAM RESEARCH CORP	17.0%	22.0%	-14.8 pp
AMAT APPLIED MATERIALS INC /DE	19.6%	26.1%	-13.4 pp

Other reviewed companies (5)

Company	Revenue growth	EPS growth	Growth change
KLAC KLA CORP	18.1%	21.9%	-7.9 pp
TER TERADYNE, INC	24.5%	31.5%	3.3 pp
MKSI MKS INC	9.9%	14.3%	-10.5 pp
ONTO ONTO INNOVATION INC.	16.6%	18.7%	-14.3 pp
ACLS AXCELIS TECHNOLOGIES INC	26.0%	56.2%	14.1 pp

ASML · ASML HOLDING NV

Theme connection: Lithography hardware, software and services for chip manufacture. Company business source
Services and installed base accompany tools; not every semiconductor-equipment category or only AI.
Revenue growth: 24.3% · forecast-growth percentile 92.3
EPS: 33.0% · positive endpoints
Growth change: -5.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 26
Forecast snapshot: 2026-10-16T02:04:39.757665+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	43,987,524,451
2027	56,966,944,595
2028	70,804,967,866

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-10-14 · FY2026

total net sales: 44–45 EUR billion · US-GAAP reporting
gross margin: 56 % approximately · US-GAAP reporting

Q4 gross-margin outlook around 57% is below Q3 actual 57.5%; this is a sequential comparison, not proof of a guidance cut.

Original earnings release / filing

AMAT · APPLIED MATERIALS INC /DE

Theme connection: Semiconductor manufacturing/materials engineering systems. Company business source
Display equipment is adjacent, not chipmaking; related services have a different cycle from new systems.
Revenue growth: 19.6% · forecast-growth percentile 88.7
EPS: 26.1% · positive endpoints
Growth change: -13.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 12
Forecast snapshot: 2026-10-16T02:04:05.498555+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	36,596,705,698
2027	48,641,085,195
2028	58,154,288,990

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

LRCX · LAM RESEARCH CORP

Theme connection: Deposition, etch and clean systems plus installed-base support. Company business source
Customer-support revenue includes spares, upgrades and non-leading-edge equipment; not a pure leading-edge/AI order series.
Revenue growth: 17.0% · forecast-growth percentile 86.3
EPS: 22.0% · positive endpoints
Growth change: -14.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:14:04.220593+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	29,246,818,745
2027	38,541,551,450
2028	45,078,515,515

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-10-21 · Quarter ending December 27, 2026

revenue: 8.2–9 USD billion · GAAP and non-GAAP; issuer $8.60bn +/- $0.40bn
gross margin: 51.5–53.5 % · non-GAAP; issuer 52.5% +/- 1 percentage point
operating margin: 39.5–41.5 % · non-GAAP; issuer 40.5% +/- 1 percentage point
diluted eps: 2.18–2.48 USD/share · non-GAAP; issuer $2.33 +/- $0.15

September-quarter China revenue concentration was 35%; this is a concentration fact, not a realized loss.

Original earnings release / filing

KLAC · KLA CORP

Theme connection: Inspection, metrology and process control for chip manufacture. Company business source
PCB/component inspection and other electronics adjacencies; not only semiconductor front-end capex.
Revenue growth: 18.1% · forecast-growth percentile 87.3
EPS: 21.9% · positive endpoints
Growth change: -7.9 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 11
Forecast snapshot: 2026-10-16T02:13:14.376465+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	15,874,181,586
2027	20,000,987,300
2028	23,624,644,842

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

TER · TERADYNE, INC

Theme connection: Semiconductor automated testing is equipment in the fabrication/assembly/test chain. Company business source
Robotics and broader product test are non-chip equipment exposures; testing is not lithography/wafer-fab processing.
Revenue growth: 24.5% · forecast-growth percentile 92.5
EPS: 31.5% · positive endpoints
Growth change: 3.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 12
Forecast snapshot: 2026-10-16T02:20:44.905196+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	5,145,478,843
2027	6,240,876,946
2028	7,772,333,012

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

MKSI · MKS INC

Theme connection: Components, subsystems and process technology supplied to semiconductor equipment/manufacturing. Company business source
Photonics, PCB/electronics packaging, specialty chemicals and specialty industrial markets; supplier exposure differs from equipment OEM sales.
Revenue growth: 9.9% · forecast-growth percentile 71.3
EPS: 14.3% · positive endpoints
Growth change: -10.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 5
Forecast snapshot: 2026-10-16T02:14:48.939798+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	5,081,193,236
2027	6,114,409,382
2028	6,718,518,528

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

ONTO · ONTO INNOVATION INC.

Theme connection: Semiconductor inspection, metrology, advanced packaging lithography and software. Company business source
Value-chain mix spans front-end and packaging; company figures cannot isolate every submarket.
Revenue growth: 16.6% · forecast-growth percentile 85.6
EPS: 18.7% · positive endpoints
Growth change: -14.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 10
Forecast snapshot: 2026-10-16T02:16:35.251188+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	1,435,283,135
2027	1,878,535,478
2028	2,189,672,799

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

ACLS · AXCELIS TECHNOLOGIES INC

Theme connection: Ion implantation systems for semiconductor manufacturing. Company business source
Narrow process technology and chip-end-market mix; not a complete proxy for the equipment industry.
Revenue growth: 26.0% · forecast-growth percentile 93.1
EPS: 56.2% · positive endpoints
Growth change: 14.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 1
Forecast snapshot: 2026-10-16T02:02:26.593376+00:00
Coverage notes: One or two revenue analysts in a required period

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	883,522,637
2027	988,774,336
2028	1,246,000,000

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

SEMI's Q3 2026 300mm front-end fab forecast projects spending growth through 2029, a decline in 2030 and a rebound in 2031. The retained analyst base case is 3–5 years of remaining expansion, with 2030 a warning to reassess the broader equipment basket rather than a certain common peak.

Runway assessment & checkpoints

Retained analyst base case: 3–5 years, roughly 2029–2031, with moderate qualitative confidence. The 300mm forecast is narrower than the eight-company equipment basket; the 2030 interruption is a review signal, not a calibrated cycle-end date.

What to watch next: Customer capex, equipment bookings and supplier guidance; reassess if SEMI changes its 2027–2029 path or projected 2030 contraction, or fab deferrals/export controls weaken orders.
What could change the outlook: A narrower 300mm spending series cannot time every supplier. SEMI projects an interruption, and diversified equipment revenue, export rules, customer concentration and excess capacity can change the path.

SEMI 300mm Fab Outlook, Q3 2026 — 2026-Q3
SEMI total equipment forecast — 2026-07-14

Expansion scenarios · original reviewed assessment

Analyst expansion scenario: 3–5 years
Assessment: The present equipment expansion plausibly has several years remaining, with a meaningful cycle interruption around 2030. This is the most explicit potential turning point among the three themes.
Basis: SEMI's Q3 2026 300mm forecast shows spending increases through 2029, a decline in 2030 and a rebound in 2031. From October 2026, a downturn during 2030 is about three to four years away, supporting the common 3–5-year band. The July total-equipment forecast and all eight company forecasts corroborate the nearer expansion. The latest industry series covers only 300mm front-end equipment, so its turning point is a proxy for the broader basket, not a date assigned to every constituent.
Current cycle: Expansion through the late 2020s; 2030 is a forecast warning year, not a certain peak date. Orders can turn before recognized supplier sales; no extra lead/lag adjustment has been calculated.
Longer demand: Demand for more complex chips and technology replacement can persist beyond this cycle; SEMI's projected 2031 rebound supports an interrupted longer opportunity, not uninterrupted growth.
Shorter case · 1–3 years: AI-related customer capex is deferred, export restrictions intensify or excess capacity causes equipment orders to roll over earlier than the SEMI path. Analyst scenario; no probability assigned.
Longer case · 5+ years: Technology transitions, packaging intensity and capacity expansion sustain supplier growth through the expected 2030 pause. Requires stronger order evidence than the base case; not assumed.
Supplier connection: ASML, AMAT, LRCX and KLAC supply wafer-fab tools and process control; TER, ONTO, MKSI and ACLS broaden exposure to test, packaging, components and implantation. The macro proxy does not assign common cyclicality or pure AI exposure to all eight.
Next checkpoints: SEMI revises the 2030 contraction or the 2027–2029 spending path; Multiple equipment suppliers cut bookings or forward revenue guidance; Customer fab deferrals or export restrictions weaken the demand bridge

SEMI 300mm Fab Outlook, Q3 2026 · 2026-Q3
SEMI projects spending growth through 2029, a 6% decline in 2030 and a 9% rebound in 2031.
SEMI total equipment forecast · 2026-07-14
SEMI's July forecast projects total equipment sales rising from $165.9bn in 2026 to $229.5bn in 2028.

China & Taiwan supply-chain exposure

Equipment, chip and device companies with documented China demand or Taiwan/China manufacturing dependencies. This is a concentration-risk group.

Primarily adverse concentration/disruption exposure; not a risk-beneficiary basket.

Typical company growth: 17.2%Growth strength: 84 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
MU MICRON TECHNOLOGY INC	12.0%	13.5%	-53.3 pp
ASML ASML HOLDING NV	24.3%	33.0%	-5.2 pp
LRCX LAM RESEARCH CORP	17.0%	22.0%	-14.8 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
QCOM QUALCOMM INC/DE	17.5%	31.1%	9.8 pp
AAPL Apple Inc.	8.3%	12.3%	-0.9 pp
AMD ADVANCED MICRO DEVICES INC	38.9%	45.7%	-36.1 pp

ASML · ASML HOLDING NV

Theme connection: Lithography shipments and installed-base services to China and Taiwan, with export controls affecting market access. Company business source
Services and installed base accompany tools; not every semiconductor-equipment category or only AI.
Revenue growth: 24.3% · forecast-growth percentile 92.3
EPS: 33.0% · positive endpoints
Growth change: -5.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 26
Forecast snapshot: 2026-10-16T02:04:39.757665+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	43,987,524,451
2027	56,966,944,595
2028	70,804,967,866

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-10-14 · FY2026

total net sales: 44–45 EUR billion · US-GAAP reporting
gross margin: 56 % approximately · US-GAAP reporting

Q4 gross-margin outlook around 57% is below Q3 actual 57.5%; this is a sequential comparison, not proof of a guidance cut.

Original earnings release / filing

LRCX · LAM RESEARCH CORP

Theme connection: China and Taiwan wafer-fab customers; filing explicitly identifies adverse China export-license exposure. Company business source
Customer-support revenue includes spares, upgrades and non-leading-edge equipment; not a pure leading-edge/AI order series.
Revenue growth: 17.0% · forecast-growth percentile 86.3
EPS: 22.0% · positive endpoints
Growth change: -14.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:14:04.220593+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	29,246,818,745
2027	38,541,551,450
2028	45,078,515,515

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-10-21 · Quarter ending December 27, 2026

revenue: 8.2–9 USD billion · GAAP and non-GAAP; issuer $8.60bn +/- $0.40bn
gross margin: 51.5–53.5 % · non-GAAP; issuer 52.5% +/- 1 percentage point
operating margin: 39.5–41.5 % · non-GAAP; issuer 40.5% +/- 1 percentage point
diluted eps: 2.18–2.48 USD/share · non-GAAP; issuer $2.33 +/- $0.15

September-quarter China revenue concentration was 35%; this is a concentration fact, not a realized loss.

Original earnings release / filing

QCOM · QUALCOMM INC/DE

Theme connection: China customer demand plus Taiwan-based foundry/assembly dependence; geographic and policy risk, not a disruption beneficiary. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 17.5% · forecast-growth percentile 86.7
EPS: 31.1% · positive endpoints
Growth change: 9.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 9
Forecast snapshot: 2026-10-16T02:17:57.644764+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	43,527,110,738
2027	46,888,056,186
2028	55,104,290,149

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

AAPL · Apple Inc.

Theme connection: Manufacturing partners and supply chains concentrated partly in China/Taiwan, with Greater China consumer sales. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 8.3% · forecast-growth percentile 64.9
EPS: 12.3% · positive endpoints
Growth change: -0.9 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 3
Forecast snapshot: 2026-10-16T02:01:59.915510+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	489,924,301,553
2027	534,927,790,724
2028	579,103,318,781

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

AMD · ADVANCED MICRO DEVICES INC

Theme connection: TSMC wafer manufacturing and third-party assembly/testing in Taiwan and China; China customer demand also matters. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred. 2025 ZT Systems acquisition and manufacturing divestiture affect historical scope; AI role does not imply all revenue is AI.
Revenue growth: 38.9% · forecast-growth percentile 96.5
EPS: 45.7% · positive endpoints
Growth change: -36.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 19
Forecast snapshot: 2026-10-16T02:04:08.018475+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	51,741,831,699
2027	90,549,418,793
2028	125,779,227,472

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

MU · MICRON TECHNOLOGY INC

Theme connection: Memory manufacturing in Taiwan and regional customer/supply-chain exposure; international diversification does not remove disruption risk. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred. Taiwan Tongluo fab acquired March 2026, adding capacity and geographic concentration; expansion is not current shipments.
Revenue growth: 12.0% · forecast-growth percentile 77.4
EPS: 13.5% · positive endpoints
Growth change: -53.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 16
Forecast snapshot: 2026-10-16T02:15:19.935877+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	176,757,658,753
2027	292,305,310,952
2028	327,463,635,999

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Company filings identify manufacturing, customer and export-control exposure; SEMI expects regional equipment investment to remain important through 2028.

Runway assessment & checkpoints

Ongoing policy and supply-chain exposure; no reliable event date or growth duration can be assigned.

What to watch next: Export-license changes, shipment geography, foundry concentration, site diversification and disruption disclosures.
What could change the outlook: Restrictions or disruption can reduce sales and interrupt production. A high growth score does not mean lower geopolitical risk.

SEMI: Equipment sales forecast through 2028 — 2026-07-14
Lam Research September 2026 quarter filing — 2026-10-22

Data center power & cooling

Electrical equipment, backup power and cooling suppliers supporting data-center capacity. Several members also serve broad utility, industrial or HVAC markets.

Potential demand benefit; connection delays can defer revenue.

Typical company growth: 14.7%Growth strength: 77 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 8 / 8 reviewed companies have usable forecasts; 8 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
POWL POWELL INDUSTRIES INC	14.5%	18.2%	-7.8 pp
TT Trane Technologies plc	8.9%	15.4%	-1.0 pp
VRT Vertiv Holdings Co	21.1%	26.1%	-9.0 pp

Other reviewed companies (5)

Company	Revenue growth	EPS growth	Growth change
ETN Eaton Corp plc	9.7%	17.2%	-1.5 pp
GEV GE Vernova Inc.	14.8%	41.5%	0.1 pp
NVT nVent Electric plc	14.9%	18.8%	-8.4 pp
HUBB HUBBELL INC	6.3%	11.0%	-4.0 pp
GNRC GENERAC HOLDINGS INC.	17.9%	23.7%	-14.2 pp

VRT · Vertiv Holdings Co

Theme connection: Power, cooling, IT infrastructure and service offerings for data centers. Company business source
Communication networks and commercial/industrial sites; power plus cooling is broader than electricity equipment.
Revenue growth: 21.1% · forecast-growth percentile 90.2
EPS: 26.1% · positive endpoints
Growth change: -9.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 22
Forecast snapshot: 2026-10-16T02:22:26.832963+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	14,004,626,456
2027	18,216,536,808
2028	22,053,397,281

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-07-29 · FY2026

net sales: 13.8–14.2 USD billion · reported
organic net sales growth: 30–32 % YoY · non-GAAP organic
adjusted operating margin: 23.3–24.3 % · non-GAAP adjusted
adjusted diluted eps: 6.65–6.75 USD/share · non-GAAP adjusted

Q2 revenue included timing shifts linked to temporary supply-chain congestion and phased project execution.

Original earnings release / filing

ETN · Eaton Corp plc

Theme connection: Electrical Americas/Global supply data-center and utility power equipment. Company business source
Aerospace, Mobility and many non-data-center electrical end markets; announced Mobility separation is expected Q1 2027.
Revenue growth: 9.7% · forecast-growth percentile 70.9
EPS: 17.2% · positive endpoints
Growth change: -1.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:09:25.473873+00:00
Coverage notes: Previously disclosed business-perimeter uncertainty; retained provider perimeter is not certified

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	32,985,641,290
2027	36,703,622,918
2028	40,279,219,377

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-07-31 · FY2026

organic sales growth: 11–13 % YoY · non-GAAP organic
segment margin: 24.1–24.5 % · issuer segment measure; not company operating margin
gaap eps: 10.36–10.56 USD/share · GAAP
adjusted eps: 13.4–13.6 USD/share · non-GAAP adjusted

Q2 segment margins fell 80 basis points YoY to 23.1%; Mobility organic sales fell 2%.

Original earnings release / filing

GEV · GE Vernova Inc.

Theme connection: Generation and grid/electrification equipment supports electric capacity and distribution. Company business source
Global Power, Wind and Electrification demand is broader than data centers; not a direct readout of AI consumption.
Revenue growth: 14.8% · forecast-growth percentile 82.8
EPS: 41.5% · positive endpoints
Growth change: 0.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 26
Forecast snapshot: 2026-10-16T02:10:45.156432+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	46,328,839,549
2027	53,107,471,154
2028	60,948,237,654

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

NVT · nVent Electric plc

Theme connection: Data-center liquid cooling, electrical connection and protection. Company business source
Industrial enclosure, automation and other electrical-protection markets; whole-company revenue is not data-center revenue.
Revenue growth: 14.9% · forecast-growth percentile 83.0
EPS: 18.8% · positive endpoints
Growth change: -8.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 4
Forecast snapshot: 2026-10-16T02:16:11.787053+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	5,507,013,712
2027	6,790,723,983
2028	7,803,854,983

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

HUBB · HUBBELL INC

Theme connection: Electrical/utility infrastructure with an explicit data-center market. Company business source
Utility grid, gas/water, telecom, industrial and commercial applications dominate a broader perimeter.
Revenue growth: 6.3% · forecast-growth percentile 52.5
EPS: 11.0% · positive endpoints
Growth change: -4.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 8
Forecast snapshot: 2026-10-16T02:12:00.516171+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	6,868,654,395
2027	7,573,785,308
2028	8,048,258,271

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

POWL · POWELL INDUSTRIES INC

Theme connection: Custom electrical-energy management/control/distribution; Aug 3 release documents a data-center order above $400m. Company business source
LNG, oil/gas, petrochemical and utility/industrial projects; orders are not recognized current revenue.
Revenue growth: 14.5% · forecast-growth percentile 82.3
EPS: 18.2% · positive endpoints
Growth change: -7.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 1
Forecast snapshot: 2026-10-16T02:17:34.579394+00:00
Coverage notes: One or two revenue analysts in a required period; Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	1,272,362,728
2027	1,556,335,568
2028	1,782,622,613

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

TT · Trane Technologies plc

Theme connection: Chillers, air handlers, liquid cooling, controls and service solutions for data centers. Company business source
Broad buildings, homes and transport climate markets. LiquidStack/Stellar completed Mar 3/Feb 18; Cancoil deal announced Oct 21 expects year-end close.
Revenue growth: 8.9% · forecast-growth percentile 67.7
EPS: 15.4% · positive endpoints
Growth change: -1.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 17
Forecast snapshot: 2026-10-16T02:21:22.511795+00:00
Coverage notes: Previously disclosed business-perimeter uncertainty; retained provider perimeter is not certified

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	23,776,596,042
2027	26,136,840,024
2028	28,464,465,975

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

GNRC · GENERAC HOLDINGS INC.

Theme connection: Generators and energy solutions have direct backup-power relevance. Company business source
Large residential and broad commercial/industrial/telecom/rental markets; weak proxy for the data-center cycle.
Revenue growth: 17.9% · forecast-growth percentile 87.1
EPS: 23.7% · positive endpoints
Growth change: -14.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:11:02.674949+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	4,935,216,287
2027	6,519,447,557
2028	7,685,366,731

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

IEA projects data-center electricity consumption nearly doubling by 2030; JLL projects substantial capacity additions through 2026–2030. Supplier orders support an active buildout. The retained analyst base case is 3–5 years, conditional on funded projects obtaining power and converting into installations.

Runway assessment & checkpoints

Retained analyst base case: 3–5 years, roughly 2029–2031, with moderate qualitative confidence. The 2030 physical-demand outlook supports the buildout but does not identify a peak in equipment revenue.

What to watch next: Funded project starts, supplier orders, backlog conversion, utility connections and commissioned power/cooling capacity; distinguish delayed projects from cancellations.
What could change the outlook: Grid delays can postpone supplier revenue while extending construction schedules. Planned capacity is not committed spend; financing, AI monetization and broad company exposure remain material.

IEA Key Questions on Energy and AI — 2026-04-16
JLL 2026 Global Data Center Market Outlook — 2026-01-05
Powell FY2026 Q3 results — 2026-08-03

Expansion scenarios · original reviewed assessment

Analyst expansion scenario: 3–5 years
Assessment: A multiyear power-and-cooling buildout is more plausible than a one-year burst. The main uncertainty is how rapidly planned projects become funded, connected and operational capacity.
Basis: IEA projects a near doubling of data-center electricity demand between 2025 and 2030. Independently, JLL models roughly 100 GW of additional capacity in the 2026–2030 buildout and identifies grid-connection delays. Building and fitting out that capacity requires electrical and thermal equipment before operation. Powell's reported data-center order and capacity expansion show that some demand has already reached suppliers. Together these support a 3–5-year base case; no source supplies an exact year of peak power/cooling revenue.
Current cycle: Equipment demand and construction are active now. Long connection queues can extend the buildout while delaying revenue conversion; delay alone does not improve the investment case.
Longer demand: Growth beyond 2030 is plausible if inference adoption, electricity supply and financing expand. It is the conditional longer case, not extra duration credited solely because a report includes 2035.
Shorter case · 1–3 years: Funding or AI monetization disappoints and planned projects are canceled; efficiency gains exceed workload growth or power constraints prevent project starts. Analyst scenario; no probability assigned.
Longer case · 5+ years: Funded new projects replace the current pipeline, grid access improves, and distributed inference plus higher-density computing sustain infrastructure spending beyond 2030.
Supplier connection: VRT and NVT offer direct power/cooling infrastructure; ETN and HUBB span broader electrical systems; GEV generation/grid, POWL custom electrical projects, TT cooling and GNRC backup generation have additional end-market exposure. Physical power demand is not the same metric as these companies' sales.
Next checkpoints: Cancellation or funding status of construction projects changes materially; Equipment orders and backlog conversion weaken across suppliers; IEA demand or JLL installed-capacity outlook changes; distinguish TWh from GW

IEA Key Questions on Energy and AI · 2026-04-16
IEA projects electricity consumption increasing from 485 TWh in 2025 to 950 TWh in 2030, while emphasizing financing and supply bottlenecks.
JLL 2026 Global Data Center Market Outlook · 2026-01-05
JLL forecasts roughly 100 GW of additional data-center capacity in the 2026–2030 buildout, with primary-market grid waits exceeding four years.
Powell FY2026 Q3 results · 2026-08-03
Powell reported a data-center order above $400m and additional capacity plans. It establishes actual supplier activity, not a three-year revenue schedule.

Grid equipment & modernization

Grid hardware, engineering/construction and grid-control suppliers. Emerson supplies automation/software rather than primarily building physical networks.

Potential investment beneficiary, subject to funded projects and execution.

Typical company growth: 11.9%Growth strength: 69 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
GEV GE Vernova Inc.	14.8%	41.5%	0.1 pp
ETN Eaton Corp plc	9.7%	17.2%	-1.5 pp
NVT nVent Electric plc	14.9%	18.8%	-8.4 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
HUBB HUBBELL INC	6.3%	11.0%	-4.0 pp
PWR QUANTA SERVICES, INC.	14.0%	17.9%	-2.2 pp
EMR EMERSON ELECTRIC CO	5.6%	10.9%	0.2 pp

ETN · Eaton Corp plc

Theme connection: Utility and broader electrical power-management equipment; aerospace and other businesses diversify revenue. Company business source
Aerospace, Mobility and many non-data-center electrical end markets; announced Mobility separation is expected Q1 2027.
Revenue growth: 9.7% · forecast-growth percentile 70.9
EPS: 17.2% · positive endpoints
Growth change: -1.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:09:25.473873+00:00
Coverage notes: Previously disclosed business-perimeter uncertainty; retained provider perimeter is not certified

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	32,985,641,290
2027	36,703,622,918
2028	40,279,219,377

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-07-31 · FY2026

organic sales growth: 11–13 % YoY · non-GAAP organic
segment margin: 24.1–24.5 % · issuer segment measure; not company operating margin
gaap eps: 10.36–10.56 USD/share · GAAP
adjusted eps: 13.4–13.6 USD/share · non-GAAP adjusted

Q2 segment margins fell 80 basis points YoY to 23.1%; Mobility organic sales fell 2%.

Original earnings release / filing

HUBB · HUBBELL INC

Theme connection: Utility transmission/distribution components and electrical infrastructure; other industrial/communications markets also contribute. Company business source
Utility grid, gas/water, telecom, industrial and commercial applications dominate a broader perimeter.
Revenue growth: 6.3% · forecast-growth percentile 52.5
EPS: 11.0% · positive endpoints
Growth change: -4.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 8
Forecast snapshot: 2026-10-16T02:12:00.516171+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	6,868,654,395
2027	7,573,785,308
2028	8,048,258,271

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

PWR · QUANTA SERVICES, INC.

Theme connection: Electric transmission, distribution and substation engineering/construction; other infrastructure work also contributes. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 14.0% · forecast-growth percentile 81.0
EPS: 17.9% · positive endpoints
Growth change: -2.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:17:55.739392+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	39,558,576,096
2027	45,974,913,064
2028	52,414,020,372

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

GEV · GE Vernova Inc.

Theme connection: Electrification and grid equipment plus generation equipment; Wind and other businesses broaden exposure. Company business source
Global Power, Wind and Electrification demand is broader than data centers; not a direct readout of AI consumption.
Revenue growth: 14.8% · forecast-growth percentile 82.8
EPS: 41.5% · positive endpoints
Growth change: 0.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 26
Forecast snapshot: 2026-10-16T02:10:45.156432+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	46,328,839,549
2027	53,107,471,154
2028	60,948,237,654

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

EMR · EMERSON ELECTRIC CO

Theme connection: Grid-management automation and software through AspenTech; supports grid operation rather than primarily physical construction. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 5.6% · forecast-growth percentile 46.2
EPS: 10.9% · positive endpoints
Growth change: 0.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 4
Forecast snapshot: 2026-10-16T02:09:06.675487+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	19,153,732,338
2027	20,201,203,877
2028	21,337,213,253

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

NVT · nVent Electric plc

Theme connection: Utility bus systems, enclosures, switchgear and electrical protection; also serves data centers and industry. Company business source
Industrial enclosure, automation and other electrical-protection markets; whole-company revenue is not data-center revenue.
Revenue growth: 14.9% · forecast-growth percentile 83.0
EPS: 18.8% · positive endpoints
Growth change: -8.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 4
Forecast snapshot: 2026-10-16T02:16:11.787053+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	5,507,013,712
2027	6,790,723,983
2028	7,803,854,983

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

IEA identifies grid investment and connection bottlenecks through its 2026–2030 electricity outlook; spending depends on permitting and execution.

Runway assessment & checkpoints

Outlook to 2030. Individual project lead times are not a forecast of the duration of company growth.

What to watch next: Utility capital plans, permits, transmission awards, transformer/switchgear lead times and project commissioning.
What could change the outlook: Regulation, labor, procurement and permitting can delay revenue; generation and industrial sales are mixed into several issuers.

IEA Electricity 2026: Grids — 2026-02

Cybersecurity

Companies with explicit network, cloud, identity or consumer cyber-safety products. This basket narrows the software-wide model proxy.

Potential security-spending beneficiary; threats alone do not guarantee vendor revenue.

Typical company growth: 10.9%Growth strength: 69 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
FTNT Fortinet, Inc.	11.1%	13.1%	-0.2 pp
ZS Zscaler, Inc.	16.5%	16.0%	-0.5 pp
GEN Gen Digital Inc.	7.3%	11.6%	-0.6 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
PANW Palo Alto Networks Inc	14.2%	16.3%	-5.1 pp
CHKP CHECK POINT SOFTWARE TECHNOLOGIES LTD	5.0%	11.0%	-0.6 pp
OKTA Okta, Inc.	10.7%	12.4%	0.6 pp

PANW · Palo Alto Networks Inc

Theme connection: Network, cloud and security-operations products and services. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 14.2% · forecast-growth percentile 81.6
EPS: 16.3% · positive endpoints
Growth change: -5.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 23
Forecast snapshot: 2026-10-16T02:16:54.427270+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	12,572,382,791
2027	14,997,070,303
2028	17,130,344,190

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

FTNT · Fortinet, Inc.

Theme connection: Cybersecurity products and services integrating network security. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 11.1% · forecast-growth percentile 74.9
EPS: 13.1% · positive endpoints
Growth change: -0.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 23
Forecast snapshot: 2026-10-16T02:10:26.835869+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	8,120,488,018
2027	9,037,020,336
2028	10,038,777,774

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

ZS · Zscaler, Inc.

Theme connection: Cloud-delivered zero-trust security services. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 16.5% · forecast-growth percentile 85.6
EPS: 16.0% · positive endpoints
Growth change: -0.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 20
Forecast snapshot: 2026-10-16T02:23:39.082383+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	3,581,324,829
2027	4,190,779,607
2028	4,883,641,897

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

CHKP · CHECK POINT SOFTWARE TECHNOLOGIES LTD

Theme connection: Network, cloud and workspace cybersecurity products and services. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 5.0% · forecast-growth percentile 40.3
EPS: 11.0% · positive endpoints
Growth change: -0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 17
Forecast snapshot: 2026-10-16T02:06:47.437214+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	2,801,813,365
2027	2,959,379,538
2028	3,107,191,200

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

OKTA · Okta, Inc.

Theme connection: Identity and access security for workforce and customer applications. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 10.7% · forecast-growth percentile 73.8
EPS: 12.4% · positive endpoints
Growth change: 0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 20
Forecast snapshot: 2026-10-16T02:16:28.011117+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	3,196,494,320
2027	3,516,592,284
2028	3,891,561,242

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

GEN · Gen Digital Inc.

Theme connection: Consumer cyber-safety brands including Norton, Avast and LifeLock; financial-wellness businesses add unrelated exposure. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 7.3% · forecast-growth percentile 59.4
EPS: 11.6% · positive endpoints
Growth change: -0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 2
Forecast snapshot: 2026-10-16T02:10:43.112573+00:00
Coverage notes: One or two revenue analysts in a required period; Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	5,289,787,465
2027	5,710,769,123
2028	6,128,408,292

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Microsoft’s 2026 threat observations support persistent security needs, but vendor telemetry is not a forecast of total industry spending.

Runway assessment & checkpoints

Recurring security need; no primary evidence here establishes a finite cycle end.

What to watch next: Renewals, recurring revenue, bookings, platform consolidation, customer budgets and material incidents.
What could change the outlook: Competition, consolidation and pricing can shift spend between vendors. Gen also includes financial-wellness businesses.

Microsoft Digital Defense Report 2026 — 2026-10-01

Commercial aerospace

The original eight aircraft, engine and component suppliers. Some also serve defense, business aviation or industrial markets.

Potential fleet-production and aftermarket-demand beneficiary; issuer execution differs.

Typical company growth: 8.4%Growth strength: 66 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 8 / 8 reviewed companies have usable forecasts; 8 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
CW CURTISS WRIGHT CORP	8.3%	12.7%	-0.0 pp
GE GENERAL ELECTRIC CO	9.0%	13.8%	-2.0 pp
HWM Howmet Aerospace Inc.	11.5%	17.8%	-2.8 pp

Other reviewed companies (5)

Company	Revenue growth	EPS growth	Growth change
RTX RTX Corp	7.4%	10.4%	-0.3 pp
HEI HEICO CORP	8.5%	13.4%	-2.1 pp
TDG TransDigm Group INC	7.2%	14.7%	-3.1 pp
WWD Woodward, Inc.	8.2%	14.5%	-0.7 pp
BA BOEING CO	10.0%	113.3%	-4.7 pp

GE · GENERAL ELECTRIC CO

Theme connection: Commercial Engines & Services provides commercial-aircraft engines and lifecycle services. Company business source
Defense & Propulsion Technologies means whole-company growth is not exclusively commercial aviation.
Revenue growth: 9.0% · forecast-growth percentile 68.0
EPS: 13.8% · positive endpoints
Growth change: -2.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 11
Forecast snapshot: 2026-10-16T02:10:41.794934+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	50,313,224,486
2027	55,851,475,029
2028	60,874,351,832

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-10-20 · FY2026

adjusted revenue growth: 19–20 % YoY approximately · non-GAAP adjusted
operating profit: 10.9–11 USD billion · non-GAAP
adjusted eps: 8–8.1 USD/share · non-GAAP adjusted
free cash flow: 9.1–9.4 USD billion · non-GAAP

Q3 Commercial Engines & Services margin declined 10 basis points YoY.

Original earnings release / filing

RTX · RTX Corp

Theme connection: Collins and Pratt & Whitney supply commercial aerospace products/services. Company business source
Raytheon defense plus military Collins/Pratt exposure; Q3 backlog $176bn commercial versus $164bn defense is backlog, not revenue share.
Revenue growth: 7.4% · forecast-growth percentile 59.9
EPS: 10.4% · positive endpoints
Growth change: -0.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 16
Forecast snapshot: 2026-10-16T02:18:48.432672+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	96,265,424,856
2027	103,654,233,062
2028	111,294,338,466

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-10-20 · FY2026

adjusted sales: 97–97.5 USD billion · non-GAAP adjusted
organic sales growth: 10–11 % YoY · non-GAAP organic
adjusted eps: 7.65–7.75 USD/share · non-GAAP adjusted
free cash flow: 9–9.2 USD billion · non-GAAP

Q3 adjusted EPS included $0.25 of IEEPA recovery; Pratt commercial OEM sales fell 5%; Pratt reported profit included a $363m customer-bankruptcy charge; Q3 free cash flow fell 47% YoY.

Original earnings release / filing

HWM · Howmet Aerospace Inc.

Theme connection: Engineered aerospace components, engine products, structures and fasteners. Company business source
Defense, industrial gas turbines and transportation/other industrial products.
Revenue growth: 11.5% · forecast-growth percentile 75.9
EPS: 17.8% · positive endpoints
Growth change: -2.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 14
Forecast snapshot: 2026-10-16T02:12:05.614293+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	10,121,646,354
2027	11,575,298,355
2028	12,909,442,387

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

HEI · HEICO CORP

Theme connection: Flight Support supplies airline aftermarket parts and repair solutions. Company business source
Electronic Technologies plus defense/industrial/electronics businesses prevent pure commercial-air-traffic interpretation.
Revenue growth: 8.5% · forecast-growth percentile 65.8
EPS: 13.4% · positive endpoints
Growth change: -2.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 17
Forecast snapshot: 2026-10-16T02:11:33.629091+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	5,507,925,909
2027	6,090,682,255
2028	6,609,596,238

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

TDG · TransDigm Group INC

Theme connection: Proprietary aerospace components for commercial aircraft and aftermarket. Company business source
Also military aircraft; full-company results mix commercial OEM, aftermarket and defense.
Revenue growth: 7.2% · forecast-growth percentile 58.7
EPS: 14.7% · positive endpoints
Growth change: -3.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 3
Forecast snapshot: 2026-10-16T02:20:38.061044+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	10,819,952,730
2027	11,929,066,004
2028	12,784,703,886

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

WWD · Woodward, Inc.

Theme connection: Commercial aircraft OEM and aftermarket control systems/services. Company business source
Defense aerospace plus Industrial segment; Q3 commercial OEM/services sales totaled $502m versus $1,110m combined Aerospace and Industrial segment sales (about 45%).
Revenue growth: 8.2% · forecast-growth percentile 64.8
EPS: 14.5% · positive endpoints
Growth change: -0.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 1
Forecast snapshot: 2026-10-16T02:23:15.743566+00:00
Coverage notes: One or two revenue analysts in a required period; Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	4,433,186,053
2027	4,828,174,133
2028	5,226,425,110

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

CW · CURTISS WRIGHT CORP

Theme connection: Commercial aircraft systems, actuation and components. Company business source
Naval/aerospace/ground defense, nuclear power, process and industrial businesses; weak whole-company commercial-aerospace proxy.
Revenue growth: 8.3% · forecast-growth percentile 64.9
EPS: 12.7% · positive endpoints
Growth change: -0.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 7
Forecast snapshot: 2026-10-16T02:07:59.813259+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	3,798,508,996
2027	4,113,323,827
2028	4,454,090,751

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

BA · BOEING CO

Theme connection: Commercial Airplanes and commercial services. Company business source
Defense, space and government services; manufacturer execution/certification is distinct from traffic demand.
Revenue growth: 10.0% · forecast-growth percentile 71.8
EPS: 113.3% · positive endpoints
Growth change: -4.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 19
Forecast snapshot: 2026-10-16T02:05:01.167706+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	97,572,731,695
2027	111,991,140,173
2028	123,240,446,545

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Airbus production-rate increases center on 2027–2029. Fleet replacement and service demand can continue beyond that ramp. The retained analyst base case is 3–5 years of supplier expansion; replenishment and aftermarket conversion must support the later phase.

Runway assessment & checkpoints

Retained analyst base case: 3–5 years, roughly 2029–2031, with moderate qualitative confidence. The visible production ramp is 2027–2029; the 2045 fleet forecast describes a structural tail, not years of uninterrupted supplier growth.

What to watch next: Production targets and deliveries, cancellations, engine/shop visits, fleet utilization and aftermarket growth; reassess if production plateaus without offsetting service growth.
What could change the outlook: Supply/engine failures, quality issues, airline financing and travel downturns can interrupt expansion. Cirium reduced its delivery total versus its prior rolling outlook; differing windows prevent a clean like-for-like revision percentage.

Airbus H1 2026 results — 2026-07-29
Airbus Global Market Forecast 2026–2045 — 2026 edition; exact page publication date not displayed
Cirium Fleet Forecast — 2026-10-13

Expansion scenarios · original reviewed assessment

Analyst expansion scenario: 3–5 years
Assessment: The visible production ramp and supplier growth support a multiyear expansion. Fleet replacement and recurring service demand offer a longer structural tail, but do not establish five-plus years of uninterrupted supplier growth.
Basis: Airbus reports a large firm backlog and production-rate increases planned through 2027–2029. Airbus and independent Cirium forecasts separately anticipate continuing fleet growth and replacement. The analyst base case places the current supplier expansion in the same 3–5-year band as the other themes, allowing for conversion of the production ramp into deliveries and service activity. A plateau, recession or execution interruption could arrive sooner. Backlog divided by deliveries and a 2045 forecast endpoint are not used as years of growth. Continued aggregate supplier growth beyond the ramp remains the longer scenario.
Current cycle: The visible production ramp centers on 2027–2029. Later growth depends more on replenishment, fleet utilization and aftermarket demand; a plateau or recession could interrupt it before the structural need disappears.
Longer demand: Replacement and servicing can last much longer than the current delivery ramp. The 2045 forecasts describe long-run industry demand, not twenty guaranteed growth years or a holding-period recommendation.
Shorter case · 1–3 years: A travel downturn, airline financing stress, cancellations or production/engine failures interrupt supplier expansion before the ramp completes. A less severe ramp-to-plateau outcome would place the assessment in 3–5 years.
Longer case · 5+ years: Replacement orders and growing aftermarket activity sustain total relevant supplier growth beyond the production ramp. Requires demonstrated replenishment and service conversion; a long-run fleet forecast alone is insufficient.
Supplier connection: GE, RTX, HWM, HEI, TDG, WWD and CW have varying engine/component/service exposure; BA includes new aircraft and services. The basket mixes OEM, aftermarket, defense and industrial business, so the theme-level runway estimate cannot be assigned uniformly to each company.
Next checkpoints: Production targets slip or stabilize without offsetting aftermarket growth; Commercial orders, cancellations and service activity change together; Cirium/Airbus demand revisions show weaker replenishment rather than delivery deferral alone

Airbus H1 2026 results · 2026-07-29
Airbus reported 9,222 commercial aircraft in backlog and production-rate increases planned across 2027–2029; A320 output is expected to stabilize after its ramp.
Airbus Global Market Forecast 2026–2045 · 2026 edition; exact page publication date not displayed
Airbus projects 3.9% annual traffic growth and 42,060 new aircraft through 2045, including 19,820 replacements.
Cirium Fleet Forecast · 2026-10-13
Cirium projects 43,000 deliveries through 2045 and 3.2% annual passenger-fleet growth. Its projected deliveries fell from last year's rolling outlook, while constraints still limit production.

Pricing power & fee models

Payment networks, data/rating providers and exchanges with nominal-volume, subscription or fee models. These mechanisms are candidates for pricing resilience, not evidence of an inflation hedge.

Conditional pricing/fee transmission; not uniformly positive to inflation.

Typical company growth: 7.4%Growth strength: 64 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
SPGI S&P Global Inc.	7.3%	14.6%	1.9 pp
MCO MOODYS CORP /DE/	7.6%	12.4%	0.3 pp
ICE Intercontinental Exchange, Inc.	6.9%	11.9%	0.9 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
V VISA INC.	11.1%	14.0%	0.5 pp
MA Mastercard Inc	11.9%	16.3%	-0.7 pp
CME CME GROUP INC.	6.5%	8.1%	1.6 pp

V · VISA INC.

Theme connection: Payment-network fees linked partly to nominal payment volumes and transactions; candidate pricing/fee exposure, not a proven inflation hedge. Company business source
Primary source supports the fee model; inflation-resistance performance remains unverified.
Revenue growth: 11.1% · forecast-growth percentile 74.9
EPS: 14.0% · positive endpoints
Growth change: 0.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 3
Forecast snapshot: 2026-10-16T02:22:01.939448+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	47,108,560,393
2027	52,100,010,685
2028	57,874,767,485

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

MA · Mastercard Inc

Theme connection: Payment-network assessments, transaction and service revenues; nominal spending can help but volumes, incentives and regulation matter. Company business source
Primary source supports the fee model; inflation-resistance performance remains unverified.
Revenue growth: 11.9% · forecast-growth percentile 77.3
EPS: 16.3% · positive endpoints
Growth change: -0.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 25
Forecast snapshot: 2026-10-16T02:14:18.474715+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	37,272,684,314
2027	41,970,766,929
2028	46,983,846,352

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

SPGI · S&P Global Inc.

Theme connection: Ratings, market data and index businesses with fee/subscription models; pricing power is a hypothesis to monitor, not certified inflation resistance. Company business source
Primary source supports the fee model; inflation-resistance performance remains unverified. Mobility Global separation completed July 1, 2026; recast historical data published July 6. Compare continuing-perimeter forecasts and history.
Revenue growth: 7.3% · forecast-growth percentile 59.2
EPS: 14.6% · positive endpoints
Growth change: 1.9 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:19:53.324916+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	14,835,482,218
2027	15,637,035,206
2028	16,776,264,049

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

MCO · MOODYS CORP /DE/

Theme connection: Credit ratings and analytics/data businesses with recurring and transaction fees; issuance cycles and customer demand remain material. Company business source
Primary source supports the fee model; inflation-resistance performance remains unverified.
Revenue growth: 7.6% · forecast-growth percentile 61.2
EPS: 12.4% · positive endpoints
Growth change: 0.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:14:30.474744+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	8,275,617,565
2027	8,876,048,738
2028	9,547,705,271

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

CME · CME GROUP INC.

Theme connection: Futures/options exchange with published trading and clearing fees; per-contract fees are not automatically inflation-indexed. Company business source
Primary source supports the fee model; inflation-resistance performance remains unverified.
Revenue growth: 6.5% · forecast-growth percentile 54.6
EPS: 8.1% · positive endpoints
Growth change: 1.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 8
Forecast snapshot: 2026-10-16T02:07:04.558169+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	7,051,595,060
2027	7,399,666,542
2028	7,882,089,213

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

ICE · Intercontinental Exchange, Inc.

Theme connection: Exchanges, fixed-income/data services and mortgage technology; recurring and transaction revenues have different demand drivers. Company business source
Primary source supports the fee model; inflation-resistance performance remains unverified.
Revenue growth: 6.9% · forecast-growth percentile 57.2
EPS: 11.9% · positive endpoints
Growth change: 0.9 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 9
Forecast snapshot: 2026-10-16T02:12:11.856483+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	11,104,281,935
2027	11,770,216,185
2028	12,578,301,004

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Company disclosures identify how fees are earned. Inflation resilience must be assessed through actual price realization, volumes, costs and margins.

Runway assessment & checkpoints

Quarterly price/volume and margin checkpoint; no sourced common growth duration.

What to watch next: Realized fee changes, renewal rates, payment/trading volumes, issuance activity, wage costs and margins.
What could change the outlook: Nominal revenue can rise while real demand falls. Competition, regulation and lower issuance/trading can overwhelm pricing; S&P Global has a July 2026 spin-off perimeter change.

Visa FY2025 Form 10-K — 2025
Mastercard FY2025 Form 10-K — 2026-02
CME trading and clearing fee schedules — 2026-10-01

Healthcare procedures & providers

Hospitals and device suppliers connected to patient care and procedures. Insurers are excluded because higher utilization can raise their claims costs.

Generally positive demand connection; margins and reimbursement remain conditional.

Typical company growth: 7.2%Growth strength: 57 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
ISRG INTUITIVE SURGICAL INC	13.1%	12.6%	0.3 pp
SYK STRYKER CORP	7.9%	11.5%	-0.8 pp
HCA HCA Healthcare, Inc.	4.6%	10.0%	0.8 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
BSX BOSTON SCIENTIFIC CORP	6.6%	10.4%	1.7 pp
MDT Medtronic plc	4.5%	8.1%	0.2 pp
EW Edwards Lifesciences Corp	10.5%	12.3%	0.9 pp

HCA · HCA Healthcare, Inc.

Theme connection: Hospital and ambulatory-care operator; greater use can support revenue but labor, payer mix and reimbursement affect margins. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.6% · forecast-growth percentile 36.5
EPS: 10.0% · positive endpoints
Growth change: 0.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 17
Forecast snapshot: 2026-10-16T02:11:29.871026+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	78,496,485,552
2027	81,521,766,322
2028	85,310,958,806

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

ISRG · INTUITIVE SURGICAL INC

Theme connection: Robotic surgical systems, instruments and service; procedure volumes are relevant but equipment purchases differ from utilization. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 13.1% · forecast-growth percentile 79.7
EPS: 12.6% · positive endpoints
Growth change: 0.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 24
Forecast snapshot: 2026-10-16T02:12:45.899352+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	11,760,315,126
2027	13,274,012,668
2028	15,018,539,687

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

BSX · BOSTON SCIENTIFIC CORP

Theme connection: Medical devices used in minimally invasive procedures across several specialties. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 6.6% · forecast-growth percentile 55.0
EPS: 10.4% · positive endpoints
Growth change: 1.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 20
Forecast snapshot: 2026-10-16T02:05:56.191063+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	21,190,196,986
2027	22,215,403,979
2028	23,674,290,231

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

MDT · Medtronic plc

Theme connection: Diversified medical technologies and devices used across procedure and chronic-care markets. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.5% · forecast-growth percentile 35.2
EPS: 8.1% · positive endpoints
Growth change: 0.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:14:34.279737+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	38,171,353,342
2027	39,805,058,860
2028	41,600,654,263

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

SYK · STRYKER CORP

Theme connection: Orthopedics, medical-surgical and neurotechnology products linked to procedure and hospital demand. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 7.9% · forecast-growth percentile 62.8
EPS: 11.5% · positive endpoints
Growth change: -0.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 20
Forecast snapshot: 2026-10-16T02:20:25.141983+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	27,187,757,411
2027	29,535,913,850
2028	31,862,633,009

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

EW · Edwards Lifesciences Corp

Theme connection: Structural-heart devices and therapies; procedure demand is relevant, with product and regulatory risks. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 10.5% · forecast-growth percentile 73.2
EPS: 12.3% · positive endpoints
Growth change: 0.9 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 20
Forecast snapshot: 2026-10-16T02:09:31.886607+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	6,770,115,201
2027	7,420,121,204
2028	8,199,454,545

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

CMS projects national health expenditure through 2034. Spending includes prices, coverage and service mix, so it is not a pure procedure-volume forecast.

Runway assessment & checkpoints

CMS spending horizon: 2034; quarterly utilization determines the nearer company checkpoint.

What to watch next: Admissions, surgeries, device procedures, payer mix, reimbursement, labor cost and utilization capacity.
What could change the outlook: Higher use does not ensure higher margins; reimbursement, staffing and product-specific competition can offset demand.

CMS: National health expenditure projections 2025–2034 — 2026-06-24

Defense equipment & systems

Defense platforms, electronics, shipbuilding and mission-systems suppliers. RTX and General Dynamics also have civil aerospace businesses.

Potential funded-defense-demand beneficiary; award and execution dependent.

Typical company growth: 6.3%Growth strength: 51 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
LMT LOCKHEED MARTIN CORP	6.1%	6.9%	-0.0 pp
RTX RTX Corp	7.4%	10.4%	-0.3 pp
GD GENERAL DYNAMICS CORP	4.4%	8.0%	-0.6 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
NOC NORTHROP GRUMMAN CORP /DE/	6.1%	8.1%	-0.7 pp
LHX L3HARRIS TECHNOLOGIES, INC. /DE/	7.4%	14.8%	-0.0 pp
HII HUNTINGTON INGALLS INDUSTRIES, INC.	6.4%	16.3%	-0.1 pp

LMT · LOCKHEED MARTIN CORP

Theme connection: Defense aircraft, missiles, space and mission systems supplier. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 6.1% · forecast-growth percentile 50.3
EPS: 6.9% · positive endpoints
Growth change: -0.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:13:56.856620+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	80,956,439,257
2027	85,875,102,504
2028	91,070,970,352

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

RTX · RTX Corp

Theme connection: Raytheon defense systems and military aerospace content; Collins and Pratt & Whitney also have major commercial exposure. Company business source
Raytheon defense plus military Collins/Pratt exposure; Q3 backlog $176bn commercial versus $164bn defense is backlog, not revenue share.
Revenue growth: 7.4% · forecast-growth percentile 59.9
EPS: 10.4% · positive endpoints
Growth change: -0.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 16
Forecast snapshot: 2026-10-16T02:18:48.432672+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	96,265,424,856
2027	103,654,233,062
2028	111,294,338,466

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Reviewed management guidance · 2026-10-20 · FY2026

adjusted sales: 97–97.5 USD billion · non-GAAP adjusted
organic sales growth: 10–11 % YoY · non-GAAP organic
adjusted eps: 7.65–7.75 USD/share · non-GAAP adjusted
free cash flow: 9–9.2 USD billion · non-GAAP

Q3 adjusted EPS included $0.25 of IEEPA recovery; Pratt commercial OEM sales fell 5%; Pratt reported profit included a $363m customer-bankruptcy charge; Q3 free cash flow fell 47% YoY.

Original earnings release / filing

NOC · NORTHROP GRUMMAN CORP /DE/

Theme connection: Aeronautics, defense, mission and space systems supplier. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 6.1% · forecast-growth percentile 51.2
EPS: 8.1% · positive endpoints
Growth change: -0.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 17
Forecast snapshot: 2026-10-16T02:15:52.706111+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	44,064,649,643
2027	47,077,799,864
2028	49,969,089,903

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

GD · GENERAL DYNAMICS CORP

Theme connection: Defense platforms and government IT services alongside Gulfstream business aviation; not all government or defense revenue. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.4% · forecast-growth percentile 34.1
EPS: 8.0% · positive endpoints
Growth change: -0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 17
Forecast snapshot: 2026-10-16T02:10:38.879821+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	55,962,958,102
2027	58,753,271,832
2028	61,335,442,150

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

LHX · L3HARRIS TECHNOLOGIES, INC. /DE/

Theme connection: Defense communications, sensors, electronic systems and space capabilities. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 7.4% · forecast-growth percentile 60.2
EPS: 14.8% · positive endpoints
Growth change: -0.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 13
Forecast snapshot: 2026-10-16T02:13:48.058560+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	23,543,888,331
2027	25,296,859,812
2028	27,174,136,813

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

HII · HUNTINGTON INGALLS INDUSTRIES, INC.

Theme connection: Naval shipbuilding and mission technologies tied to defense procurement. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 6.4% · forecast-growth percentile 53.2
EPS: 16.3% · positive endpoints
Growth change: -0.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 10
Forecast snapshot: 2026-10-16T02:11:37.666068+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	13,413,943,289
2027	14,276,083,888
2028	15,185,711,685

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

NATO’s 2035 spending commitment supports a long planning horizon, but national appropriations and contract awards determine funded demand.

Runway assessment & checkpoints

Policy target: 2035, with review in 2029. A commitment is not a funded backlog or guaranteed sales runway.

What to watch next: Appropriations, funded orders, program starts, production rates, export approvals and backlog execution.
What could change the outlook: Budget shifts, procurement delays, cost overruns and fixed-price contracts can impair returns despite higher budgets.

NATO: Defence expenditure and 2035 commitment — 2026-06-29
GAO: FY2025 government-wide contracting — 2026-05-05

Interest-rate sensitivity

Banks and a brokerage-bank exposed to asset yields, deposit pricing, client cash and securities values. This is a rate-sensitivity group, not a single growth industry.

Mixed and company-specific; not a basket of rate-cut beneficiaries.

Typical company growth: 5.1%Growth strength: 46 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
JPM JPMORGAN CHASE & CO	5.2%	7.8%	1.4 pp
NTRS NORTHERN TRUST CORP	5.8%	11.9%	5.6 pp
PNC PNC FINANCIAL SERVICES GROUP, INC.	4.9%	11.4%	-0.4 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
BAC BANK OF AMERICA CORP /DE/	4.9%	12.7%	-1.1 pp
SCHW SCHWAB CHARLES CORP	9.7%	17.5%	-5.2 pp
STT STATE STREET CORP	4.8%	13.8%	-0.8 pp

JPM · JPMORGAN CHASE & CO

Theme connection: Diversified consumer and commercial bank; loans, deposits and securities create both lending and interest-rate sensitivity. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 5.2% · forecast-growth percentile 42.7
EPS: 7.8% · positive endpoints
Growth change: 1.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 7
Forecast snapshot: 2026-10-16T02:13:02.385401+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	207,916,427,797
2027	215,878,045,783
2028	227,176,585,243

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

BAC · BANK OF AMERICA CORP /DE/

Theme connection: Diversified consumer and commercial bank; asset yields, deposit costs and credit losses affect earnings in different directions. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.9% · forecast-growth percentile 39.3
EPS: 12.7% · positive endpoints
Growth change: -1.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 5
Forecast snapshot: 2026-10-16T02:05:02.195812+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	123,171,534,456
2027	130,512,428,398
2028	136,909,178,311

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

SCHW · SCHWAB CHARLES CORP

Theme connection: Brokerage and bank with client cash, interest-earning assets and funding costs; rate cuts are not uniformly beneficial. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 9.7% · forecast-growth percentile 70.9
EPS: 17.5% · positive endpoints
Growth change: -5.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 13
Forecast snapshot: 2026-10-16T02:19:05.567798+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	28,236,843,766
2027	32,467,900,068
2028	35,632,458,899

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

PNC · PNC FINANCIAL SERVICES GROUP, INC.

Theme connection: Retail and commercial lending, deposits and asset management; deposit repricing and asset yields determine rate effects. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred. FirstBank acquisition completed January 5, 2026; historical comparisons may include acquired growth.
Revenue growth: 4.9% · forecast-growth percentile 39.2
EPS: 11.4% · positive endpoints
Growth change: -0.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 4
Forecast snapshot: 2026-10-16T02:17:29.925366+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	26,310,497,750
2027	27,712,899,326
2028	29,066,633,621

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

NTRS · NORTHERN TRUST CORP

Theme connection: Asset-servicing and wealth-management bank with deposits and interest-earning assets; fee income is also material. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 5.8% · forecast-growth percentile 47.4
EPS: 11.9% · positive endpoints
Growth change: 5.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 6
Forecast snapshot: 2026-10-16T02:16:06.038138+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	9,475,442,474
2027	9,489,361,461
2028	10,036,443,315

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

STT · STATE STREET CORP

Theme connection: Institutional custody and asset-management bank with material net interest income and rate sensitivity. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.8% · forecast-growth percentile 38.3
EPS: 13.8% · positive endpoints
Growth change: -0.8 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 6
Forecast snapshot: 2026-10-16T02:20:14.489030+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	15,930,456,688
2027	16,826,546,102
2028	17,633,623,986

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

Federal Reserve projections frame possible policy paths. Each company’s balance sheet and deposit behavior determine the earnings direction.

Runway assessment & checkpoints

Next policy and quarterly balance-sheet checkpoints; no common growth duration.

What to watch next: Net interest income sensitivity, deposit beta/mix, reinvestment yields, loan demand and credit losses.
What could change the outlook: A lower policy rate can reduce asset income while easing funding costs. Rate direction alone cannot identify winners.

Federal Reserve: September economic projections — 2026-09-16

Consumer income divide

A comparison of value retailers and premium card spending. Customers span income groups, so the basket does not assign every company to a single income tier.

Mixed: value positioning and premium spending have different drivers; not six uniform beneficiaries.

Typical company growth: 5.2%Growth strength: 44 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 5 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
COST COSTCO WHOLESALE CORP /NEW	7.4%	9.9%	-0.7 pp
DG DOLLAR GENERAL CORP	4.0%	10.1%	-0.0 pp
DLTR DOLLAR TREE, INC.	5.9%	9.5%	-0.1 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
AXP AMERICAN EXPRESS CO	8.3%	14.6%	-0.6 pp
WMT Walmart Inc.	4.5%	12.1%	0.0 pp
TGT TARGET CORP	3.2%	6.1%	-0.2 pp

DG · DOLLAR GENERAL CORP

Theme connection: Value retailer with customers sensitive to disposable-income pressure; trade-down opportunities can coexist with weaker spending. Company business source
Representative business-model exposure only; primary sources do not certify a single customer-income tier.
Revenue growth: 4.0% · forecast-growth percentile 30.8
EPS: 10.1% · positive endpoints
Growth change: -0.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 16
Forecast snapshot: 2026-10-16T02:08:21.737307+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	44,377,268,997
2027	46,181,558,296
2028	48,039,666,882

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

AXP · AMERICAN EXPRESS CO

Theme connection: Premium card and travel-spending exposure with a higher-credit-quality customer base; still bears consumer credit risk. Company business source
Representative business-model exposure only; primary sources do not certify a single customer-income tier.
Revenue growth: 8.3% · forecast-growth percentile 65.4
EPS: 14.6% · positive endpoints
Growth change: -0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 15
Forecast snapshot: 2026-10-16T02:04:55.653703+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	79,472,116,088
2027	86,586,824,777
2028	93,804,474,794

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

WMT · Walmart Inc.

Theme connection: Broad value-oriented general-merchandise, grocery and e-commerce retailer serving multiple income groups. Company business source
Representative business-model exposure only; primary sources do not certify a single customer-income tier.
Revenue growth: 4.5% · forecast-growth percentile 35.4
EPS: 12.1% · positive endpoints
Growth change: 0.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 16
Forecast snapshot: 2026-10-16T02:23:01.218624+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	749,228,374,939
2027	782,837,216,910
2028	818,246,823,676

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

DLTR · DOLLAR TREE, INC.

Theme connection: Value retailer under Dollar Tree and Dollar Tree Canada; Family Dollar was sold, so current exposure excludes that banner. Company business source
Representative business-model exposure only; primary sources do not certify a single customer-income tier. Family Dollar sold in 2025; current company description and forecasts should represent continuing Dollar Tree business.
Revenue growth: 5.9% · forecast-growth percentile 48.9
EPS: 9.5% · positive endpoints
Growth change: -0.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 12
Forecast snapshot: 2026-10-16T02:08:29.941361+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	20,579,164,612
2027	21,812,417,730
2028	23,099,381,761

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

TGT · TARGET CORP

Theme connection: General-merchandise retailer with discretionary and essential categories; value proposition does not imply a single-income customer base. Company business source
Representative business-model exposure only; primary sources do not certify a single customer-income tier.
Revenue growth: 3.2% · forecast-growth percentile 23.1
EPS: 6.1% · positive endpoints
Growth change: -0.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 19
Forecast snapshot: 2026-10-16T02:20:48.831815+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	109,675,912,080
2027	113,474,610,827
2028	117,136,978,550

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

COST · COSTCO WHOLESALE CORP /NEW

Theme connection: Membership warehouse retailer; membership fees and value positioning accompany merchandise sales across income groups. Company business source
Representative business-model exposure only; primary sources do not certify a single customer-income tier.
Revenue growth: 7.4% · forecast-growth percentile 60.1
EPS: 9.9% · positive endpoints
Growth change: -0.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 12
Forecast snapshot: 2026-10-16T02:07:24.933398+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	311,909,327,735
2027	337,140,123,305
2028	362,146,525,221

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

The Fed household survey documents differing financial well-being across groups. Company category, customer and credit data provide the nearer test of divergence.

Runway assessment & checkpoints

Quarterly consumer and company checkpoint; no finite or uniform demand runway.

What to watch next: Customer mix, traffic, trade-down, discretionary purchases, premium card spending and delinquencies.
What could change the outlook: Financial pressure can reduce spending even at value retailers; affluent spending can soften too. A single basket average hides opposing exposures.

Federal Reserve: Household well-being in 2025 — 2026-05-13

Consumer retail spending

Large merchandise retailers spanning essentials, membership/value shopping and home improvement. Amazon also has a large cloud business.

Consumer demand exposure with varying category and income sensitivity.

Typical company growth: 4.3%Growth strength: 43 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
COST COSTCO WHOLESALE CORP /NEW	7.4%	9.9%	-0.7 pp
AMZN AMAZON COM INC	16.0%	33.1%	1.3 pp
WMT Walmart Inc.	4.5%	12.1%	0.0 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
HD HOME DEPOT, INC.	4.1%	8.5%	0.6 pp
LOW LOWES COMPANIES INC	3.4%	8.9%	0.6 pp
TGT TARGET CORP	3.2%	6.1%	-0.2 pp

WMT · Walmart Inc.

Theme connection: Broad value-oriented general-merchandise, grocery and e-commerce retailer serving multiple income groups. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.5% · forecast-growth percentile 35.4
EPS: 12.1% · positive endpoints
Growth change: 0.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 16
Forecast snapshot: 2026-10-16T02:23:01.218624+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	749,228,374,939
2027	782,837,216,910
2028	818,246,823,676

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

COST · COSTCO WHOLESALE CORP /NEW

Theme connection: Membership warehouse retailer; membership fees and value positioning accompany merchandise sales across income groups. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 7.4% · forecast-growth percentile 60.1
EPS: 9.9% · positive endpoints
Growth change: -0.7 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 12
Forecast snapshot: 2026-10-16T02:07:24.933398+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	311,909,327,735
2027	337,140,123,305
2028	362,146,525,221

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

AMZN · AMAZON COM INC

Theme connection: Online and physical retail marketplace/merchandise exposure; AWS cloud and advertising diversify revenue. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 16.0% · forecast-growth percentile 84.7
EPS: 33.1% · positive endpoints
Growth change: 1.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 40
Forecast snapshot: 2026-10-16T02:04:15.775603+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	828,714,537,623
2027	950,763,297,622
2028	1,103,068,703,289

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

HD · HOME DEPOT, INC.

Theme connection: Home-improvement retailer serving both DIY consumers and professional customers; housing activity also matters. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.1% · forecast-growth percentile 31.7
EPS: 8.5% · positive endpoints
Growth change: 0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 21
Forecast snapshot: 2026-10-16T02:11:32.356138+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	170,997,188,362
2027	176,942,506,617
2028	184,228,140,103

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

LOW · LOWES COMPANIES INC

Theme connection: Home-improvement retailer with consumer and professional demand; a housing-related spending exposure. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 3.4% · forecast-growth percentile 24.4
EPS: 8.9% · positive endpoints
Growth change: 0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 21
Forecast snapshot: 2026-10-16T02:14:02.053612+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	91,691,816,900
2027	94,242,168,143
2028	97,400,593,572

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

TGT · TARGET CORP

Theme connection: General-merchandise retailer with discretionary and essential categories; value proposition does not imply a single-income customer base. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 3.2% · forecast-growth percentile 23.1
EPS: 6.1% · positive endpoints
Growth change: -0.2 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 19
Forecast snapshot: 2026-10-16T02:20:48.831815+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	109,675,912,080
2027	113,474,610,827
2028	117,136,978,550

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

BEA personal-consumption data provide a monthly check on aggregate spending; category mix and real volumes matter more than nominal spending alone.

Runway assessment & checkpoints

Monthly macro and quarterly retailer checkpoints; no sourced finite growth runway.

What to watch next: Real consumption, comparable sales, transaction counts, basket size, discretionary mix and household income.
What could change the outlook: Higher prices can lift nominal revenue while volumes weaken; housing cycles and trade-down affect these retailers differently.

BEA: Consumer spending, latest August 2026 release — 2026-09-30

Bank lending & credit demand

Banks and card lenders supplying consumer and business credit. Loan expansion creates income opportunities alongside default risk.

Potential benefit from sound credit growth; adverse exposure to deteriorating underwriting or defaults.

Typical company growth: 5.1%Growth strength: 41 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
JPM JPMORGAN CHASE & CO	5.2%	7.8%	1.4 pp
COF CAPITAL ONE FINANCIAL CORP	5.6%	15.7%	-0.5 pp
USB US BANCORP \DE\	5.5%	10.0%	-1.5 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
BAC BANK OF AMERICA CORP /DE/	4.9%	12.7%	-1.1 pp
C CITIGROUP INC	4.5%	15.6%	0.4 pp
PNC PNC FINANCIAL SERVICES GROUP, INC.	4.9%	11.4%	-0.4 pp

JPM · JPMORGAN CHASE & CO

Theme connection: Diversified consumer and commercial bank; loans, deposits and securities create both lending and interest-rate sensitivity. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 5.2% · forecast-growth percentile 42.7
EPS: 7.8% · positive endpoints
Growth change: 1.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 7
Forecast snapshot: 2026-10-16T02:13:02.385401+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	207,916,427,797
2027	215,878,045,783
2028	227,176,585,243

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

BAC · BANK OF AMERICA CORP /DE/

Theme connection: Diversified consumer and commercial bank; asset yields, deposit costs and credit losses affect earnings in different directions. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.9% · forecast-growth percentile 39.3
EPS: 12.7% · positive endpoints
Growth change: -1.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 5
Forecast snapshot: 2026-10-16T02:05:02.195812+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	123,171,534,456
2027	130,512,428,398
2028	136,909,178,311

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

COF · CAPITAL ONE FINANCIAL CORP

Theme connection: Consumer and commercial credit, especially cards; completed Discover acquisition changes the historical comparison perimeter. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred. Discover acquisition completed May 18, 2025; acquired scope affects historical growth comparisons.
Revenue growth: 5.6% · forecast-growth percentile 45.5
EPS: 15.7% · positive endpoints
Growth change: -0.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 10
Forecast snapshot: 2026-10-16T02:07:17.431702+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	63,901,677,011
2027	67,745,658,941
2028	71,506,883,024

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

C · CITIGROUP INC

Theme connection: Consumer cards and installment lending plus commercial and institutional banking; diversified global operations. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.5% · forecast-growth percentile 35.0
EPS: 15.6% · positive endpoints
Growth change: 0.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 12
Forecast snapshot: 2026-10-16T02:06:09.510938+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	95,948,388,127
2027	99,858,932,329
2028	104,347,146,963

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

USB · US BANCORP \DE\

Theme connection: Banking, mortgage, trust, investment and payment services for consumers, businesses and institutions. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 5.5% · forecast-growth percentile 45.0
EPS: 10.0% · positive endpoints
Growth change: -1.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 10
Forecast snapshot: 2026-10-16T02:21:54.413613+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	31,082,422,893
2027	33,236,031,679
2028	35,055,354,232

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

PNC · PNC FINANCIAL SERVICES GROUP, INC.

Theme connection: Retail and commercial lending, deposits and asset management; deposit repricing and asset yields determine rate effects. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred. FirstBank acquisition completed January 5, 2026; historical comparisons may include acquired growth.
Revenue growth: 4.9% · forecast-growth percentile 39.2
EPS: 11.4% · positive endpoints
Growth change: -0.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 4
Forecast snapshot: 2026-10-16T02:17:29.925366+00:00
Coverage notes: Financial-company revenue; not an industrial-output measure

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	26,310,497,750
2027	27,712,899,326
2028	29,066,633,621

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

The Fed’s lending survey tracks demand and underwriting standards by loan type; volumes need to be interpreted with credit quality.

Runway assessment & checkpoints

Quarterly lending survey and bank reporting cycle; no stable finite runway.

What to watch next: Loan growth, approvals, lending standards, delinquency, charge-offs, reserves and capital requirements.
What could change the outlook: Faster lending can precede losses. Securities, payments and other fee businesses diversify these issuers.

Federal Reserve: July 2026 bank lending survey — 2026-08

Government technology & services

Contractors delivering government technology, engineering and mission services. The basket spans civilian and national-security work.

Potential demand benefit from awarded and funded government work; not every budget increase reaches these firms.

Typical company growth: 4.5%Growth strength: 35 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
LDOS Leidos Holdings, Inc.	4.5%	9.4%	0.4 pp
CACI CACI INTERNATIONAL INC /DE/	6.4%	12.5%	-3.0 pp
BAH Booz Allen Hamilton Holding Corp	4.4%	8.8%	0.9 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
SAIC Science Applications International Corp	2.3%	13.3%	1.1 pp
GD GENERAL DYNAMICS CORP	4.4%	8.0%	-0.6 pp
KBR KBR, INC.	4.8%	-4.1%	-0.9 pp

LDOS · Leidos Holdings, Inc.

Theme connection: Technology and mission services for defense, intelligence, civil and health government customers; some commercial business. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.5% · forecast-growth percentile 35.1
EPS: 9.4% · positive endpoints
Growth change: 0.4 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 11
Forecast snapshot: 2026-10-16T02:13:39.840541+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	18,308,107,717
2027	19,065,213,764
2028	19,923,045,145

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

BAH · Booz Allen Hamilton Holding Corp

Theme connection: Technology and consulting services for government defense, intelligence and civilian missions. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.4% · forecast-growth percentile 34.5
EPS: 8.8% · positive endpoints
Growth change: 0.9 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 8
Forecast snapshot: 2026-10-16T02:05:02.624699+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	11,393,283,513
2027	11,799,540,958
2028	12,323,172,961

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

CACI · CACI INTERNATIONAL INC /DE/

Theme connection: Technology and expertise supporting government national-security and enterprise missions. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 6.4% · forecast-growth percentile 53.3
EPS: 12.5% · positive endpoints
Growth change: -3.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 7
Forecast snapshot: 2026-10-16T02:06:12.130996+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	10,169,241,690
2027	11,122,548,355
2028	11,832,294,262

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

SAIC · Science Applications International Corp

Theme connection: Technology integration and mission services for US government customers. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 2.3% · forecast-growth percentile 16.3
EPS: 13.3% · positive endpoints
Growth change: 1.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 6
Forecast snapshot: 2026-10-16T02:18:58.000788+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	7,302,503,356
2027	7,390,492,423
2028	7,558,112,902

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

GD · GENERAL DYNAMICS CORP

Theme connection: Defense platforms and government IT services alongside Gulfstream business aviation; not all government or defense revenue. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 4.4% · forecast-growth percentile 34.1
EPS: 8.0% · positive endpoints
Growth change: -0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 17
Forecast snapshot: 2026-10-16T02:10:38.879821+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	55,962,958,102
2027	58,753,271,832
2028	61,335,442,150

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

KBR · KBR, INC.

Theme connection: Current Mission Technology Solutions serves national-security, defense and space customers; separation planned for January 2027. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred. Pending MTS/Trinzic separation expected January 2027; current exposure is supported, but CY2027–2028 provider perimeter needs qualification. Announcement dated September 30, 2026.
Revenue growth: 4.8% · forecast-growth percentile 38.1
EPS: -4.1% · positive endpoints
Growth change: -0.9 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 3
Forecast snapshot: 2026-10-16T02:13:05.376476+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	8,046,980,858
2027	8,504,763,510
2028	8,911,926,061

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

GAO documents a substantial federal contracting base, but historical obligations do not guarantee new awards. Company funded backlog and budget execution provide the nearer checkpoints.

Runway assessment & checkpoints

Annual appropriations and contract renewals; no defensible common expiry date.

What to watch next: Funded backlog, award protests, contract starts, recompetes, continuing resolutions and the planned KBR separation.
What could change the outlook: Budget reprioritization, funding delays and fixed-price execution risk; KBR plans to separate MTS in January 2027.

GAO: FY2025 government-wide contracting — 2026-05-05

Food commodity-cost exposure

Packaged-food and beverage producers buying agricultural inputs, packaging and energy. These firms face commodity costs rather than produce the underlying commodities.

Adverse to rising input costs; potential benefit from cost relief, subject to pricing and hedge lags.

Typical company growth: 1.8%Growth strength: 15 / 100

Top three companies · open to everyone

Selected from the saved October 14, 2026 Matterhorn evidence-adjusted ranking within this reviewed basket. 6 / 6 reviewed companies have usable forecasts; 6 have saved rankable company scores.

Company	Revenue growth	EPS growth	Growth change
PEP PEPSICO INC	3.1%	5.5%	0.6 pp
MDLZ Mondelez International, Inc.	3.3%	7.5%	0.5 pp
HSY HERSHEY CO	2.6%	6.5%	0.1 pp

Other reviewed companies (3)

Company	Revenue growth	EPS growth	Growth change
GIS GENERAL MILLS INC	1.1%	4.6%	2.0 pp
CAG CONAGRA BRANDS INC.	0.6%	4.6%	2.1 pp
CPB CAMPBELL'S Co	0.2%	6.0%	2.3 pp

PEP · PEPSICO INC

Theme connection: Packaged foods and beverages consume agricultural inputs, energy and packaging; rising input prices can pressure margins. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 3.1% · forecast-growth percentile 22.1
EPS: 5.5% · positive endpoints
Growth change: 0.6 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 9
Forecast snapshot: 2026-10-16T02:17:10.217244+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	99,316,920,186
2027	101,813,769,113
2028	104,997,361,910

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

GIS · GENERAL MILLS INC

Theme connection: Packaged-food manufacturer exposed to commodity costs, hedges and pricing/volume tradeoffs. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 1.1% · forecast-growth percentile 10.7
EPS: 4.6% · positive endpoints
Growth change: 2.0 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 13
Forecast snapshot: 2026-10-16T02:10:53.675070+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	17,866,676,219
2027	17,708,019,762
2028	17,903,339,800

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

CAG · CONAGRA BRANDS INC.

Theme connection: Packaged-food manufacturer exposed to ingredients, packaging, energy and commodity hedging. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 0.6% · forecast-growth percentile 9.6
EPS: 4.6% · positive endpoints
Growth change: 2.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 11
Forecast snapshot: 2026-10-16T02:06:12.972122+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	10,942,266,100
2027	10,786,111,156
2028	10,856,214,668

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

CPB · CAMPBELL'S Co

Theme connection: Packaged meals, beverages and snacks consume agricultural and packaging inputs; a cost exposure, not a commodity producer. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 0.2% · forecast-growth percentile 8.5
EPS: 6.0% · positive endpoints
Growth change: 2.3 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 10
Forecast snapshot: 2026-10-16T02:07:27.827214+00:00
Coverage notes: Annual fiscal forecasts allocated by overlap days; uniform within-year rate assumed

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	9,650,767,573
2027	9,442,154,647
2028	9,457,403,146

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

MDLZ · Mondelez International, Inc.

Theme connection: Snacking manufacturer exposed to cocoa and other raw-material costs; price increases can reduce volumes. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 3.3% · forecast-growth percentile 23.9
EPS: 7.5% · positive endpoints
Growth change: 0.5 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 13
Forecast snapshot: 2026-10-16T02:14:33.862923+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	40,184,654,810
2027	41,328,043,306
2028	42,691,484,707

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

HSY · HERSHEY CO

Theme connection: Chocolate and snacks producer with cocoa and other input-cost exposure; pricing and hedging do not eliminate margin risk. Company business source
Business connection supported; whole-company revenue includes other activities. No revenue percentage inferred.
Revenue growth: 2.6% · forecast-growth percentile 18.0
EPS: 6.5% · positive endpoints
Growth change: 0.1 percentage points · next forecast growth rate minus prior forecast growth rate
Revenue analysts: 13
Forecast snapshot: 2026-10-16T02:11:57.155421+00:00
Coverage notes: Required forecast periods available

Forecast inputs & calculation

Calendar year	Forecast revenue · provider reporting units
2026	12,293,637,214
2027	12,599,975,273
2028	12,923,186,459

Revenue growth = (2028 forecast revenue ÷ 2027 forecast revenue − 1) × 100. Fiscal forecasts are allocated by overlapping days; no cross-company dollar totals are added.

World Bank’s April 2026 outlook supplies a near-term commodity scenario. Company hedges, purchase timing and consumer price elasticity govern earnings transmission.

Runway assessment & checkpoints

2026–2027 commodity outlook; a conditional cost scenario, not a growth runway.

What to watch next: Cocoa, grains, edible oils, dairy, energy and packaging costs; hedge roll-offs; pricing versus volume; gross margins.
What could change the outlook: Higher input prices usually pressure margins until offset. Price increases may hurt volumes, and falling spot prices may arrive after hedge lags.

World Bank: Commodity Markets Outlook, April 2026 — 2026-04

How the comparison works

Growth strength averages company forecast-revenue-growth percentiles against one common retained reference. Typical company growth is the median. The saved evidence-adjusted ranking determines the public shortlist. Numerical Company scores are available inside Matterhorn; Growth Strength measures the theme separately.

Each theme uses a business-fit basket selected before the new growth calculations. The shortlist ranks the reviewed, scored members—not every company in the market. Shared companies can appear in multiple themes.

Forecast revenue follows the provider’s company-specific definition. Banks’ interest and fee revenue is different from manufacturers’ sales. Risk and cost themes describe exposure and transmission, not a uniformly positive demand cycle.

Calendar-year estimates allocate annual fiscal forecasts by overlapping days. Growth change compares successive forecast growth rates; it is not an analyst estimate revision. EPS growth uses positive earnings endpoints; loss-to-profit transitions remain separate.

The reference contains 2,386 usable forecasts from 2,751 inventoried companies. Missing forecasts stay in the coverage ledger. Saved company scores use the same October 14 score snapshot; they are not a current production ranking. The original three theme growth percentages are unchanged; their normalized strength values change because the comparison reference is now broader.

Business-change checks

Company omitted for check	Theme strength before → after	Median growth before → after
KBR	35.2 → 34.7	4.5% → 4.4%
SPGI	64.1 → 65.0	7.4% → 7.6%
DLTR	43.9 → 42.9	5.2% → 4.5%

These post-review checks keep the same reference and add no replacement companies. The published basket remains intact; company details identify the relevant separations and business changes.