MCH ANALYSIS EQUITY RESEARCH
General research — not personal financial advice ← Library
ADI HOLD REF $406 PW TARGET $375 (-8% vs spot · 12m PWEV) -8% Single-name research · 10 October 2026
Equity ResearchInformation Technology · Semiconductors
ADI

Analog Devices Inc (ADI)

HOLD. 12-month probability-weighted target $375 (-8% vs spot). P/E Multiple explains 82% of Monte Carlo outcome variance.

HOLD RESEARCH cyclical compounder 10 October 2026
$406 → $375 (-8% vs spot · 12m PWEV) -8% 12-month probability-weighted
Expected return (1y)-7.7%
Fair value vs price-11.5%
Quality94/100
Bull / bear scenario ratio1.1×
Downside probability64%
Expected alpha (1y)-17.3%
Forward P/E31.5x
DCF (exit-multiple terminal)$354 · terminal 83% of EV
Valuation confidencehigh
Key metric to watchRevenue growth, year-on-year (quarterly print)
The case. wide moat, cyclical compounder
The problem. house in-line consensus; Revenue growth, year-on-year (quarterly print)
What changes our mind. Revenue growth, year-on-year (quarterly print) < 0.05

Model history: across 478 scored pre-registered anchors (of 480), the direction implied by our targets has been right 54.8% of the time, above the 50% a coin flip would give. Treat the expected return as a distribution estimate, not a point forecast. This name's record ↓ · full record.

General research — not personal financial advice · full disclosures in Part 9 below · How to read this card

Contents
FORECAST — estimate, not a result. Performance policy
01Investment Decision

Investment Committee Summary

Rating HOLD
Internal 5-tier HOLD
Classification · conviction cyclical compounder · medium
Evidence 8/8 load-bearing inputs sourced
Triangulated fair value $360 (-11% vs spot · triangulated FV)
12-mo scenario PWEV $375 (-8% vs spot · 12m PWEV)
Next catalyst 2026-11-24 — Quarterly earnings
Primary thesis-break Revenue growth, year-on-year (quarterly print) < 0.05 (2 consecutive prints)
Decision detail — rating tables & Research OS strip

Rating: HOLD

Internal 5-tier: HOLD · cyclical compounder · analyst conviction: medium

Metric Value
Current Price $406
Triangulated Fair Value $360 (-11% vs spot · triangulated FV)
12-mo Scenario PWEV $375 (-8% vs spot · 12m PWEV)
Forward P/E 31.5x
Market Cap $215B
52-Week Range $223–$446 (intraday high and low over the trailing 52 weeks of the stock's own daily bars)

EPS basis for the forward P/E and all scenario multiples: consensus forward EPS (broker-adjusted, non-GAAP).


Methodology: Valuation triangulated across four weighted anchors — an intrinsic DCF, a scenario-weighted PWEV, a Monte Carlo median (Student-t + regime switching) and a peer P/E re-rate. Anchors are blended at fixed declared weights, each counted separately; the Monte Carlo, the scenario PWEV and the DCF's exit-multiple terminal all rest on the same base multiple, so where they agree it is partly by construction — not independent corroboration. Figures reconciled to Alpha Vantage 2026-10-09. Each chart below sits with the part of the thesis it evidences.

General research, published identically to every reader. Not personal financial advice. Figures as of the analysis date; verify before acting.

Decision Support — Research OS jump to detail ↓

Research conviction Exp. return (1y) Rules stance Next catalyst
75.1/100 (99th pct) -6% 1yr expected Hold 45d — Quarterly earnings

Full breakdown — conviction components, probability-return distribution, decision rules, factor & portfolio interaction and the catalyst timeline — in the Decision Support sections below. Model output for research; not personal financial advice.

📎 Download the full model (Excel) — DCF line items, scenarios, sensitivity, assumptions, and extended fundamentals.

Recommendation: HOLD

Balanced: triangulated fair value $360 (-11% vs spot); the outcome hinges on P/E Multiple. The debate is P/E Multiple — fundamentally a multiple/regime call.

02Thesis, Anti-Thesis & Variant View

Investment Thesis

At $406 (10 October 2026) ADI trades on 31 times forward earnings, a clear premium to the semiconductor peer median. The market is paying for a durable mid-cycle recovery, with revenue guided higher, plus a quality premium for analog franchise economics and AI-datacentre power content. The engine is less generous. The probability-weighted value of $375 and the base-path target of $381 sit close to the current price, triangulated fair value of $360 leaves the shares fairly valued against the anchor set, -11% against spot, and only a minority of simulated outcomes finish above the price. The disagreement is not earnings — base-case earnings support company guidance — it is the multiple, which drives the great majority of modelled variance and sits well above the peer median even on a segment operating margin of 36% (reported GAAP, TTM to Jul 2026). Downturn scenarios carry a substantial combined weight and the anchor set as a whole sits beneath spot, so the rating is HOLD: fairly priced quality with no margin of safety, against net debt of ~$5.2B. The most damaging risk is the structural China and export-control scenario, whose target sits beneath the 52-week low.

Narrative drafted 2026-08-16 by claude-opus-5 under supervision; reviewed by Marinus 2026-08-16.

The dashboard below is the whole argument on one page: spot ($406) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The four weighted valuation anchors run from $348 to $375, all below the $406 spot — stretched — spot sits above the skeptical blend.
Integrated dashboard. The four weighted valuation anchors run from $348 to $375, all below the $406 spot — stretched — spot sits above the skeptical blend.

Anti-Thesis (The Real Bear Case)

The structural case needs no recession, only three pressures arriving together. Hyperscalers digest AI capital spending and orders for power-management and connectivity content stall just as the market has capitalised that content at a premium. Washington widens export controls into high-performance analog, or Beijing accelerates domestic substitution, and a meaningful slice of China revenue becomes unrecoverable rather than deferred. The automotive and industrial channel, refilled after the last correction, tips back into inventory destocking, cutting utilisation and compressing the operating margin well below 36% (reported GAAP, TTM to Jul 2026). Earnings power falls sharply while the multiple de-rates from 31 times into the mid-twenties, because the premium was itself a bet on cycle immunity. That combination produces a target beneath the 52-week low, and the engine gives it the heaviest weight of any bear state — not a tail weight.

Key Debate

P/E Multiple explains 82% of Monte Carlo outcome variance — i.e. value is set by the multiple the market will pay, a rate/sentiment regime bet as much as an earnings bet.

What the Market Is Pricing In

At the current price, the market pays 31.5× consensus forward EPS, vs the house DCF terminal 26.0×, and a peer median 27.8×. The house DCF sits 13% below spot, so the market is pricing in more than the house case — roughly 1.4pp of revenue CAGR.

Variant perception: the house view is below-consensus, and the thesis is primarily FCF-driven.

Metric Consensus House Importance
Revenue 15.1 14.0 High
EPS 12.9 12.9 Medium
Target price 470.7 381.1 Medium
03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — AI-Capex Digestion / China / Export Controls' downside ($168) to a 'Bull — Supercycle Re-Rate' bull case ($670); the probability-weighted blend (PWEV $375) is -8% versus spot.

Scenario Probability Target Return vs spot
Structural — AI-Capex Digestion / China / Export Controls 20% $168 -59%
Cyclical Downturn — Inventory Correction 17% $282 -31%
Base — Mid-Cycle + AI Content 35% $396 -3%
Upcycle — AI / Datacenter Demand 20% $534 +31%
Bull — Supercycle Re-Rate 8% $670 +65%
Probability-Weighted (PWEV, after SBC dilution) — $375 -8%

SBC charge: scenario targets are gross per-share prices; the PWEV is reduced by one year of stock-based-compensation dilution (1.5% of shares, on SBC ≈ 3% of revenue), trimming the gross PWEV of $380 to $375 (-1.5%). SBC is charged once, as dilution — never also deducted from FCF.

Scenario rationale — the driver path behind every target:

  • Structural — AI-Capex Digestion / China / Export Controls (20%, $168). Structural impairment — AI-capex digestion / China / export controls: earnings AND the multiple compress together. Target sits below the 52-week low by construction.
  • Cyclical Downturn — Inventory Correction (17%, $282). Cyclical downturn — chip demand (AI/datacenter, auto, mobile) + the semi cycle + China / export controls weakens for 1–2 years before normalising.
  • Base — Mid-Cycle + AI Content (35%, $396). Mid-cycle — normalised chip demand (AI/datacenter, auto, mobile) + the semi cycle + China / export controls; disciplined capital allocation; steady returns.
  • Upcycle — AI / Datacenter Demand (20%, $534). Upside — AI + datacenter demand supercycle lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Supercycle Re-Rate (8%, $670). Upside tail — sustained tight conditions or a structural re-rate on AI + datacenter demand supercycle.
Five-scenario tree. Probability-weighted targets around the $406 spot; PWEV $375 (-8% vs spot · 12m). the payoff shows modest negative expectancy — downside mass dominates (range <img src=
Five-scenario tree. Probability-weighted targets around the $406 spot; PWEV $375 (-8% vs spot · 12m). the payoff shows modest negative expectancy — downside mass dominates (range $168–$670)

Valuation Triangulation

Four weighted anchors — an intrinsic dcf, a scenario-weighted pwev, a monte carlo median (student-t + regime switching) and a peer p/e re-rate — read them with their basis in mind. The Monte Carlo, the scenario PWEV, any DCF's exit-multiple terminal and any peer re-rate key off a market multiple, so they are not independent; only a DCF's explicit-period cash flows are multiple-free, and its terminal usually carries most of its value. The discipline is to read the spread, not to treat four numbers as four independent votes.

Method Basis Fair Value vs Spot Weight in this name's blend
Monte Carlo median (Student-t + regime) multiple $348 -14% 18% (declared 15%)
Peer P/E re-rate multiple $359 -12% 12% (declared 10%)
Peer EV/Revenue re-rate multiple $401 -1% 0% — cross-check only
Scenario PWEV multiple $375 -8% 29% (declared 25%)
DCF (5-year + exit-multiple terminal) cash flow + terminal × $354 -13% 41% (declared 35%)
Triangulated (weighted) — $360 -11% 100%

The house blend DECLARES five anchor weights — DCF 35%, scenario PWEV 25%, Monte Carlo 15%, sum-of-parts 15%, peer re-rate 10%. For this name sum-of-parts is not computed, so 15% of the declared weight is redistributed across the anchors that exist — which is why the weights above differ from the declared ones. The fair value is unaffected by this disclosure; the blend has always worked this way. The company-lever row in the Sensitivity section is an illustrative EBIT × multiple value, not a sum-of-parts anchor.

Peer EV/Revenue re-rate — 0% weight: it duplicates the peer-multiple information already carried by the Peer P/E anchor while ignoring margin mix; weighting both would double-count the peer view. Shown as a cross-check.

Monte Carlo — the outcome distribution

10,000 paths, Student-t shocks (fat tails) with a regime-switching overlay. The median lands at $348 and 36% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (82% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.

Monte Carlo distribution. Median $348; P(price > current) 36%. P10–P90: <img src=
Monte Carlo distribution. Median $348; P(price > current) 36%. P10–P90: $198–$579.

DCF — explicit-period cash flows with an exit-multiple terminal

A 5-year cash-flow path discounted at a WACC of 10.0%, plus a terminal value of final-year FCF × 26.0x — a terminal multiple equal to 0.85 × the base multiple that the Monte Carlo and the scenario tree also use → $354. The terminal value is 83% of enterprise value, so this anchor moves with the multiple assumption. The heaviest anchor in this blend (41%); because its terminal is a market multiple, it is not independent of the multiple-driven anchors.

DCF (exit-multiple terminal). WACC 10.0%, 26.0x terminal → $354; terminal 83% of EV.
DCF (exit-multiple terminal). WACC 10.0%, 26.0x terminal → $354; terminal 83% of EV.

Peer benchmarking — relative value

Against its 4 peers in the same GICS sub-industry, re-rating to their median forward multiple (P/E 27.8x) implies $359. A premium is only justified by superior growth/margins; otherwise it is multiple risk. Weighted just 12% so market sentiment does not set the fair value.

Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 27.8x → $359; EV/Rev re-rate → $401.
Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 27.8x → $359; EV/Rev re-rate → $401.

Across all anchors the spread is 15% of the median — tight (the methods corroborate one another).

Sensitivity

DCF/share — WACC × terminal multiple

WACC \ Term× 18.2x 22.1x 26.0x 29.9x 33.8x
8.0% $287 $336 $386 $436 $486
9.0% $275 $322 $370 $417 $464
10.0% $263 $308 $354 $399 $444
11.0% $252 $295 $339 $382 $425
12.0% $242 $283 $324 $366 $407

DCF/share — revenue CAGR Δ × model op-margin Δ (Δ applied to the DCF's house margin path)

CAGRΔ \ MgnΔ -3.0pp -1.5pp +0.0pp +1.5pp +3.0pp
-3.0pp $293 $300 $308 $316 $323
-1.5pp $314 $322 $330 $338 $346
+0.0pp $336 $345 $354 $362 $371
+1.5pp $360 $369 $378 $388 $397
+3.0pp $385 $395 $405 $414 $424

Tornado — DCF/share swing by driver (widest first)

Driver Low High Swing
Revenue CAGR ±3pp $308 $405 $97.00
Terminal × ±15% $308 $399 $91.00
Model op margin ±3pp $336 $371 $34.00
WACC ±1pp $339 $370 $31.00
Capex intensity ±15% $348 $359 $11.00

Company lever — value at the base multiple vs Semiconductors multiple (base 34.0x)

Multiple 23.8x 28.9x 34.0x 39.1x 44.2x
Value at the base multiple (EBIT × multiple; illustrative, not a blend anchor) $280 $342 $404 $466 $528

Illustrative: segment EBIT × multiple, plus net cash, over basic shares — it does not enter the triangulated fair value.

Peer Quality & Weighting

Peer Fwd P/E Growth Op margin Quality Weight cap
NVDA 22.7× 10% 66% segment 50%
AVGO 33.0× 10% 49% direct 100%
MU 10.5× 10% 68% broad 25%
TXN 39.8× 10% 38% segment 50%

Quality-weighted forward P/E: 29.7× (simple median 27.8×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $223–$446, centre $316 (-22% vs spot); spot sits at the 82nd percentile of the range. Low-weight mean-reversion cross-check, not a fundamental anchor.

Risk / Reward & Margin of Safety

Metric Value
Upside to triangulated FV (FV ÷ price − 1) $360 (-11% vs spot · triangulated FV)
Downside to lowest scenario (Structural — AI-Capex Digestion / China / Export Controls) $168 (-59% vs spot · bear scenario)
Reward-to-risk ratio withheld — the triangulated FV is at or below spot, so there is no reward leg to divide by the risk leg
Discount to fair value (1 − price ÷ FV) -13%
P(price > spot) — Monte Carlo 36%

That ratio is (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — AI-Capex Digestion / China / Export Controls' target ÷ price). 'Structural — AI-Capex Digestion / China / Export Controls' ($168, probability 20%) is the lowest-target scenario in the tree, taken gross of SBC dilution. With a leg missing the ratio is withheld rather than computed from a magnitude. Bull case (Bull — Supercycle Re-Rate): $670.

04Business & Financial Quality

Company Overview & Business Model

Analog Devices Inc — TECHNOLOGY · SEMICONDUCTORS. Analog Devices, Inc. (ADI), also known simply as Analog, is an American multinational semiconductor company specializing in data conversion, signal processing and power management technology, headquartered in Wilmington, Massachusetts.

Company description as supplied by Alpha Vantage; not checked against the company's filings.

How it makes money.

Segment Rev mix Growth Model op margin† Key driver
Semiconductors 100% +10% 50% chip demand (AI/datacenter, auto, mobile) + the semi cycle + China / export controls

† Model margin = gross margin − the opex ratio calibrated so the Monte Carlo median EPS meets the EPS target; it is not a reported operating margin.

Reported operating margin (GAAP): 26.6% for the fiscal year ended 2025-10-31; 35.5% TTM to 2026-07-31 (Alpha Vantage INCOME_STATEMENT).

Edge. Wide moat. Authored moat rationale withheld pending re-authoring.

Revenue-Segment Breakdown

The company-specific drivers behind the valuation — each segment carries its own growth, margin, multiple and capex intensity. (Tags: FACT reported · ESTIMATE from disclosures · INFERENCE judgment.)

Segment Revenue Mix Growth Model op margin† Model EBIT Multiple Capex % Tag
Semiconductors $12.7B 100% 10% 50% $6.4B 34.0x 10% ESTIMATE
† Model EBIT = revenue × the model margin, i.e. gross margin less the opex ratio the calibration solved for to meet the EPS target — not the company's reported operating income.

For comparison, the company's reported GAAP operating margin was 26.6% for the fiscal year ended 2025-10-31; 35.5% TTM to 2026-07-31 (Alpha Vantage INCOME_STATEMENT).

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Dimension Assessment
driver chip demand (AI/datacenter, auto, mobile) + the semi cycle + China / export controls
net_debt_or_cash_b -5.25

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.1
div_yield 0.0101

Structural risk vs optionality (INFERENCE)

Dimension Assessment
downside AI-capex digestion / China / export controls
upside AI + datacenter demand supercycle

Balance Sheet & Liquidity

Metric Value
Net debt $5.0B — modestly levered
Net debt / EBITDA 0.72x
Interest coverage (EBIT / interest) 9.5x
Current ratio 2.19x
Lease obligations $0.1B
Cash & ST investments $3.7B

Balance-sheet data as of 2025-10-31 (Alpha Vantage).

Capital Allocation

Metric Value
Free cash flow $4.3B
Buybacks / dividends $2.2B / $1.9B
Total shareholder yield 1.9%
Payout as % of FCF 95.6%
Reinvestment (capex / OCF) 11.1%
SBC as % of FCF 7.5%
Allocation stance returns-heavy

Free-Cash-Flow Quality

Metric Value
FCF margin 33.7%
FCF conversion (FCF / net income) 188.8%
FCF yield 2.0%
Capex intensity (capex / revenue) 4.2%
FCF − SBC (diagnostic) $4.0B
Capex split (maint / growth) 55% / 45% — Hybrid-fab model: the FY2022-23 internal-capacity build is complete, so forward capex rebuilds modestly from the FY2025 trough; roughly half maintenance/tooling on existing lines, half incremental capacity and back-end test for AI-power content.

Accounting quality: SBC 3% of revenue; cash conversion (OCF/NI) 212% — cash-backed.

Competitive Moat

Moat sources:

  • 100,000+ SKU catalog with multi-decade product lifecycles (design-win lock-in)
  • 70%+ non-GAAP gross margin through-cycle (pricing power vs commodity logic)
  • Deep automotive/industrial design-in relationships with 7-10yr socket tenure
  • Maxim Integrated acquisition scale in high-performance analog
05Earnings, Consensus & Catalysts

Earnings-Call Disconfirmation & Sentiment

Derived signals from the MCH market-data store (Alpha Vantage transcripts + news). Quantitative tone only — a disconfirmation flag, not a substitute for reading the call.

Management vs analyst tone (2026Q3): management +0.47 vs analyst floor +0.00 → delta +0.47 (n=19 mgmt / 8 Q&A; 63rd pctile across the S&P book, z +0.4).

Flag: TYPICAL — management-vs-analyst tone within the normal cross-sectional range.

Quarter Mgmt Analyst Delta
2026Q3 +0.47 +0.00 +0.47
2026Q2 +0.35 +0.00 +0.35
2026Q1 +0.48 +0.00 +0.48
2025Q4 +0.30 +0.37 -0.07

News (last 365d, 1893 articles): avg ticker sentiment +0.24 (bullish 32% / bearish 2%)

Consensus & Market Expectations

Reference Value
Street target (mean) $471 (+16% vs spot · street)
House target $381 (-19.0% vs street)
Sell-side coverage 34 analysts (SB 6 / B 24 / H 4 / S 0 / SS 0; net score 0.53)
Consensus FY EPS $12.89 (reference only — house values on EV/EBITDA)
Consensus FY revenue $15.1B; house below (-7.5%)

_Consensus figures: Alpha Vantage sell-side aggregates. Where the house view sits materially above or below the street, the divergence is itself a datum — see the thesis.

Catalyst Calendar

  • 2026-11-24 (~46d) — Quarterly earnings — est. EPS $3.87 (AV EARNINGS_CALENDAR)
  • 2026-11-24 (~46d) — FY2026 Q4 / full-year results with FY2027 industrial and auto recovery guide (authored)
  • 2027-01-15 (~98d) — China export-control / entity-list review milestone (authored)

Forecast Track Record

  • EPS surprise: beat 100% of the last 8 quarters; average surprise +5.0%.

Catalyst Timeline

6 catalysts in the next 90 days (of 14 tracked). Importance 1–3; confidence 0–1.

When Catalyst Type Importance Confidence
2026-10-14 (in 4d) September CPI macro ●● 0.8
2026-10-28 (in 18d) FOMC rate decision + press conference macro ●● 0.8
2026-11-24 (in 45d) Quarterly earnings earnings ●●● 0.95
2026-11-24 (in 45d) FY2026 Q4 / full-year results with FY2027 industrial and auto recovery guide authored ● 0.7
2026-12-09 (in 60d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-12-18 (in 69d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-01-15 (in 97d) China export-control / entity-list review milestone authored ● 0.7
2027-01-27 (in 109d) FOMC rate decision + press conference macro ●● 0.8
2027-03-17 (in 158d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-03-19 (in 160d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-04-28 (in 200d) FOMC rate decision + press conference macro ●● 0.8
2027-06-09 (in 242d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-06-18 (in 251d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-09-17 (in 342d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0

_Sources: extended.catalysts, data/catalysts/.json, data/catalysts/macro.json, AV DIVIDENDS, opex 3rd-Friday calc.

06Risks & Falsification
Issue Probability Valuation sensitivity Horizon
US-China export controls extending to analog/mixed-signal content sold into China industrial and comms end-markets medium (~35%) medium - China ~20% of revenue; a partial cut-off is ~5-8% of FV 12-24m
CHIPS Act / tariff shifts on domestic fab economics and grant clawbacks low (~20%) low - ADI is fab-lite/hybrid; <3% of FV 12-24m

Probabilities and sensitivities are analyst estimates, not market-implied.

Scenario Macro & Key Risks

Scenario Macro assumption Key risk
Structural — AI-Capex Digestion / China / Export Controls AI-datacenter capex digests after a build burst while China industrial demand is structurally curtailed by export controls; analog content growth stalls and the quality multiple de-rates. Permanent loss of China industrial/comms share plus a re-rating toward commodity-semi multiples.
Upcycle — AI / Datacenter Demand Synchronized industrial recovery plus an accelerating AI-datacenter power-content ramp lifts utilization, pricing and mix simultaneously. Content-per-rack claims prove smaller than marketed, so the upcycle is real but shallower than the multiple assumes.
Bull — Supercycle Re-Rate A broad semiconductor supercycle re-rates high-quality analog names as scarcity and AI-power demand converge; ADI captures both volume and multiple expansion. Supercycle multiples are the least durable input; a fast unwind leaves the stock badly exposed.

Scenario-macro rows withheld pending re-authoring: 2 carrying another cluster's vocabulary or a frozen figure — recorded in the narrative quarantine ledger.

Decision Rules (Machine-Checked)

Stance: Hold — 0 bullish / 0 bearish / 0 caution rules triggered of 6 evaluable (0 lacked data).

Rule Condition Observed Triggered
R1-valuation-stretch expected return vs fair value < -12 (upside_pct) -6.17 no
R2-valuation-opportunity expected return vs fair value > 15 (upside_pct) -6.17 no
R3-street-revisions street net rating stance < -0.25 (extended.consensus.street_score) 0.53 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 212.3 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 1.12 no
R6-vol-regime-shift IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) 1.3 no

Machine-checked rules over disclosed inputs. The authored falsification triggers elsewhere in this report are analyst judgment and are NOT evaluated here. The stance is what the model's own rules read on this name; it does not modify the published research rating, and it is not personal financial advice.

Reasons the Thesis Could Fail (Falsifiable)

Pre-registered signals that would break the thesis — each polices a specific scenario boundary and is checked at every earnings update:

  • Revenue growth, year-on-year (quarterly print) < 0.05 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Adjusted operating margin (quarterly print) < 0.48 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • US or Chinese export-control / procurement restriction that materially covers ADI's high-performance analog shipments into China occurs one announced restriction with named product scope (single event). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Trailing-twelve-month free cash flow margin (operating cash flow minus capex, over revenue) < 0.28 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Book-to-bill as characterised by management at the earnings print < 1.0 (2 consecutive prints). Orders lead revenue in analog by two to three quarters. Two consecutive sub-parity prints historically precede the inventory-correction pattern the cyclical scenario describes.

Fact / Inference / Speculation

  • FACT: Spot $406; 52-week range $223–$446; engine rating HOLD; house target $381 (-6%). (source: Alpha Vantage 2026-10-09, 10 October 2026)
  • INFERENCE: Triangulated FV $360 (-11% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core; the DCF anchor sits below the multiple-discipline core.
  • SPECULATION: At current prices the embedded bet is that the market keeps paying the current multiple through the capex cycle — a regime call the engine cannot verify from fundamentals alone.
07Portfolio & Options

Conviction Score

Research Conviction measures the strength and quality of the research setup — input coverage, financial quality, valuation support, process agreement. It is NOT the probability that the recommendation succeeds; the forecast track record section is the evidence on that.

75.1/100 (confidence band 62.5–87.8), 99th percentile of 893 covered names (as of 2026-10-09). Weighted composite under config ros-1.20.0 — every component and its inputs below.

Component Score (0–100) Weight Inputs
business quality 94 15% extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct
financial strength 68 10% extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage
valuation 44 15% upside_pct
growth 66 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 100 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 95 10% enrichment.moat.rating
technical trend (heuristic — no validation record; weight change reserved for AM-060) 86 10% technicals.rsi, technicals.sma_50, technicals.sma_200
macro tailwinds — 10% industry_context.house
risk profile 54 10% monte_carlo.prob_above_current, monte_carlo.p10, monte_carlo.p90, monte_carlo.median

Missing inputs (macro tailwinds) are excluded and the remaining weights renormalised; the confidence band widens accordingly.

Score history: 75.7 → 75.5 → 75.6 → 75.3 → 75.4 → 75.4 → 75.4 → 75.6.

Probability-Weighted Return Profile

Horizon: 1 year — at this horizon CAGR equals total return by definition. Expected values are the probability-weighted sums over the full scenario set below.

Scenario Probability Target Total return Contribution
Structural — AI-Capex Digestion / China / Export Controls 20% $168 -58.8% -11.8pp
Cyclical Downturn — Inventory Correction 17% $282 -30.7% -5.2pp
Base — Mid-Cycle + AI Content 35% $396 -2.5% -0.9pp
Upcycle — AI / Datacenter Demand 20% $534 +31.5% +6.3pp
Bull — Supercycle Re-Rate 8% $670 +64.9% +5.2pp
Aggregate Value
Expected return (gross, 1y) -6.3%
Expected return net of SBC dilution -7.7%
Outcome dispersion (σ, from MC p10–p90) 36.6%
Expected Sharpe (rf 4%) -0.28
Downside expectation (prob-weighted loss branches) -17.9%

The gross expected return is the probability-weighted scenario return (it reconciles to the gross PWEV); the diluted figure applies the SBC share-count charge and matches the published PWEV-based target.

Expected Alpha

Expected return minus the return this name is REQUIRED to deliver for its risk (1-year horizon). Constants are pre-registered (preregistered-static (amendment #2, 2026-07-29); not fitted to MCH outcomes).

Component Value
Expected return (gross, 1y) -6.3%
Risk-free rate 4.49% (1y proxy (3m/2y midpoint; AV lacks a 1y tenor), as of 2026-10-08)
Beta (shrunk, 1y vs SPY) 1.44 (as of 2026-10-09)
Equity risk premium 4.5%
Required return 11.0%
Expected alpha -17.3%
Alpha per unit risk (EA/σ) -0.47

A negative expected alpha does not change the rating — it says the expected return does not clear the risk-adjusted hurdle at today's price. Rating mechanics are unchanged by this section.

Probability Cross-Checks

Not authoritative. The scenario probabilities in this report are AUTHORED — a judgement about how the world might go, not a measurement. Nothing below modifies them, the target, the rating or any position size. These checks ask only whether anything outside our own model agrees with us; where it does not, that is information for the reader, not a correction we have quietly applied.

Cross-check Ours Comparator Reading
Scenario spread vs options market 36.7% (1σ) 30.9% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 28.0% 35.7% the two expressions of our own view agree
Realised scenario frequency 57 dated anchors — 57 dated anchors available; realised-vs-prior comparison is now meaningful.

Authored set: 5 scenarios, probabilities summing to 1.0, mean target $380.37.

Factor Exposures

Cross-sectional percentiles over 893 covered names (style scores sector-demeaned; thematic = return-beta to the theme's proxy ETF). 50 = estate median.

Style Percentile Theme Percentile
Growth 67 AI 89
Value 64 Cloud 29
Quality 91 Semis 92
Momentum 74 Consumer 78
Low-Vol 99 Rates 58
USD 21
Energy 35

Portfolio Interaction (Focus Book)

This name is in the top-conviction focus book. Equal-weight book vol 8.1%; diversification benefit 78.7% vs the gross-weighted average single-name vol — combining correlation, the short leg hedging the long leg, and net exposure below 1.0; not diversification alone.

Interaction Value
Contribution to book risk (component) 0.42pp
Correlation vs SPY +0.69
Correlation vs QQQ +0.69
Correlation vs XLK +0.68
Correlation vs IWM +0.62
Correlation vs VIXY -0.55 (VIXY proxies VIX — roll decay)
Correlation vs GLD +0.16
Correlation vs UUP -0.06
08Model Transparency

Rating Bridge

Rating = HOLD because:

  • Probability-weighted scenario value implies -8% vs spot
  • Monte Carlo median implies -14% vs spot
  • DCF fair value (exit-multiple terminal) implies -13% vs spot — but this is terminal-value sensitive (exit-multiple $354 vs Gordon $210, 41% apart), so it carries less weight
  • Bear case (Structural — AI-Capex Digestion / China / Export Controls) downside is -59% vs spot
  • Net: the valuation anchor itself sits 11.5% below spot, so there is no reward leg to weigh against the bear case and the reward-to-risk ratio is withheld rather than computed off a negative upside. The rating is not asymmetric enough for a Buy and not impaired enough for a Sell — hence Hold.

Model Appendix

DCF — line items

Year Revenue Op income (house path) − Capex + D&A FCF PV(FCF)
FY+1 $14B $9B $1B $1B $7B $7B
FY+2 $15B $10B $1B $1B $8B $7B
FY+3 $16B $11B $1B $1B $9B $7B
FY+4 $17B $11B $1B $1B $9B $6B
FY+5 $18B $12B $1B $1B $10B $6B
Terminal — — — — $10B × 26.0x $160B

FCF is bridged: NOPAT + D&A − Capex − ΔNWC (capex intensity 10% of revenue, weighted from the segments) — not a single conversion fudge.

WACC 10.0% · Σ PV(FCF) $32B + PV(terminal) $160B = EV $192B; − net debt $5.2B → equity $187B ÷ diluted shares $0.53B = $354/share (exit-multiple terminal).

  • Gordon terminal → $210/share — a single-point perpetual-growth cross-check at g = 2.5% (one growth rate, not a range; it is not in the blend).
  • Incremental ROIC on the forecast capex ≈ 62% vs WACC 10.0% → above WACC — the build is value-creative.

Peer set

Peer EV/Rev Fwd P/E Growth Op margin
NVDA 18.8x 22.7x 10% 66%
AVGO 24.7x 33.0x 10% 49%
MU 15.0x 10.5x 10% 68%
TXN 15.4x 39.8x 10% 38%
Median 17.1x 27.8x — —

Implied prices at the peer medians: same-sub-industry median fwd P/E → $359; EV/Rev → $401.

Weighted fair-value math

Anchor Value Weight Contribution
DCF $354 41% $146
Scenario PWEV $375 29% $110
Monte Carlo median $348 18% $61.47
Peer P/E $359 12% $42.23
Triangulated — 100% $360

Assumption Register

Assumption Value Used in Source
WACC 10.0% DCF discount rate estimate (CAPM)
Terminal multiple 26× DCF exit value house rule (0.85 × base multiple)
Terminal growth 2.5% Gordon cross-check (single point) estimate
SBC dilution 1.5%/yr PWEV, MC, DCF (charged once) estimate (from SBC/rev)
EPS basis consensus forward EPS (broker-adjusted, non-GAAP) all forward P/E & scenario multiples definition

Sensitivity-ranked drivers (widest fair-value swing first): Revenue CAGR ±3pp (97.0); Terminal × ±15% (91.0); Model op margin ±3pp (34.0); WACC ±1pp (31.0); Capex intensity ±15% (11.0).

Inputs, Sources & Confidence

Every load-bearing input, labelled by type and confidence. (reported fact · company guidance · consensus estimate · market data · house estimate · inference.)

Input Value Type Source Confidence Used in
Revenue TTM $12.7B reported fact 10-K/10-Q via AV High Forecast base, EV/Rev
FY+1 guided revenue $14.0B company guidance Company guidance Medium Forecast, SoP
FY+1 guided EPS $12.895 company guidance Company guidance Medium Forward P/E, scenarios
Consensus FY EPS $12.895 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 0.529B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $5.013B reported fact Balance sheet via AV High EV, DCF equity bridge
WACC 10.0% house estimate CAPM (beta/rf) Medium DCF discount rate
Terminal multiple 26× house estimate House rule: 0.85 × the base multiple (shared with the Monte Carlo) Medium DCF exit value
Terminal growth 2.5% house estimate Long-run GDP+ Medium Gordon cross-check (single point, not in the blend)
SBC dilution 1.5%/yr house estimate From SBC/revenue Medium PWEV, MC, DCF (charged once)

Research Provenance

Field Value
Quantitative engine mch_stock_engine v2.0
Research OS config ros-1.20.0
Analysis as-of 2026-10-10 (prices 2026-10-09)
Narrative authorship claude-opus-5 · Claude Code, supervised, drafted 2026-08-16
Human review Marinus 2026-08-16
Evidence 8/8 load-bearing inputs sourced; 13/14 mandated claims cited
QA scanned post-emit by the document-QA layer; the publication label (Draft / Research / Decision-level) is stamped on the published page, not authored here

Load-Bearing Assumptions

DCF: WACC 10.0%, terminal multiple 26×, FY+5 revenue $18B. Triangulation leans 41% on DCF, 29% on PWEV, 18% on the Monte Carlo median, 12% on peer-implied value.

09Appendix & Audit Trail
Appendix & audit trail — source log, data provenance, disclosures

Source Log

Source Type Date Used for Reference
Alpha Vantage — GLOBAL_QUOTE / OVERVIEW market data 2026-10-09 Price, market cap, EV, forward P/E Alpha Vantage 2026-10-09
MCH engine — trailing 52 weeks of daily bars derived 2026-10-09 52-week range (intraday high and low over the trailing year of the stock's own daily bars) trailing 52 weeks of own daily bars (intraday high/low, 2025-10-10 to 2026-10-09, 251 sessions)
Company income statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-10-09 Revenue, gross/operating margin, EBIT, interest expense INCOME_STATEMENT / latest annual
Company balance sheet (10-K / 10-Q) via Alpha Vantage reported fact 2026-10-09 Cash, debt, net debt, leases, equity, coverage BALANCE_SHEET / latest annual
Company cash-flow statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-10-09 Operating cash flow, capex, FCF, buybacks, dividends, SBC CASH_FLOW / latest annual
Company earnings releases via Alpha Vantage reported fact 2026-10-09 Reported EPS, surprise history EARNINGS / quarterly
Sell-side consensus via Alpha Vantage consensus estimate 2026-10-09 Forward revenue/EPS consensus, analyst count EARNINGS_ESTIMATES
Earnings calendar via Alpha Vantage market data 2026-10-09 Next earnings date, catalyst timing EARNINGS_CALENDAR
Company guidance company guidance 2026-10-09 FY guided revenue / non-GAAP EPS basis company guidance / earnings call
MCH segment model (from filings & disclosures) house estimate 2026-10-09 Segment revenue and multiple; model margin = gross margin − the calibrated opex ratio (not a reported margin) company_context (authored, tagged)
MCH qualitative analysis inference 2026-10-09 Moat, regulatory risk, scenario macro, catalysts company_context enrichment (authored)
MCH investment thesis & falsification triggers house estimate 2026-10-09 Thesis, anti-thesis, thesis-break signals authored §5.3

Citation coverage: 13/14 mandated claims sourced. Filing URLs are not available via the market-data provider; company statements are cited as 10-K/10-Q via Alpha Vantage.

Data Sources

  • Prices, fundamentals, options chain, earnings — Alpha Vantage.
  • Company filings (10-K / 10-Q) — SEC filings via EDGAR.

Disclosures & Limitations

This report is for informational and research purposes only. It is not personal financial advice and does not consider any investor's objectives, financial situation, risk tolerance, tax position, or liquidity needs.

  • This report is produced by the MCH Analysis quantitative research engine — valuation, scenarios, Monte Carlo and the decision layer are generated systematically from the disclosed inputs and the archetype/industry driver sets, and reviewed rather than written name-by-name. Every figure reconciles to the appendix and every score exposes its inputs.
  • No suitability assessment has been performed for any individual.
  • Market data may be delayed or inaccurate; figures are as of the analysis date.
  • Model outputs (fair values, targets, scenario probabilities) are estimates and may be wrong.
  • Forecasts are uncertain; past performance is not indicative of future returns.
  • The author or publisher may hold positions in securities mentioned.
  • Users should verify information against primary sources (company filings) before acting.
  • Investing involves risk of loss; there is no guarantee any target price is achieved.
  • Ratings follow a defined research methodology (12-month expected-return thresholds), not individual circumstances.

Forecast record. Across 478 scored pre-registered anchors (of 480), the direction implied by our targets has been right 54.8% of the time, above the 50% a coin flip would give, by more than sampling noise at this sample size. Read as probabilities, the targets score worse than a coin flip: a proxy Brier score of 0.251 against 0.25 (lower is better); the probabilities are reconstructed from the price targets, because the engine only began publishing its own on 2026-08-04. By published rating, against each name’s sector ETF (a BUY counts as a hit when it beats it, a SELL when it trails it, a HOLD when it ends within 5 points of it): BUY: 60.0% hits, average alpha +10.2% on 5 scored; HOLD: 32.8%, −2.2% on 418; SELL: 59.1%, −0.8% on 44; STRONG SELL: 50.0%, −3.8% on 6. STRONG BUY: none of its 2 anchors could be scored. Read this page’s price target with that in mind, and see the full accuracy record. Samples are thin and windows short; nothing here is settled in either direction.

General and impersonal investment research. Not personal financial advice. Forecasts, valuations and model outputs are estimates and may be wrong. See Investment Disclaimer.

Disclosures. This report is published by MCH Analysis, a general investment-research publication of MCH Advisory (Pty) Ltd, for informational and quantitative-research purposes only. It is not personal financial advice, legal or tax advice, nor an offer or solicitation to buy or sell any security. Price targets and probabilities are model estimates, not promises; past performance and back-tested or simulated figures do not predict future results. MCH is not a licensed financial services provider or a registered investment adviser; MCH-related persons may hold positions in instruments mentioned (see MCH Interests below).MCH Interests: MCH-related persons and/or associated investment vehicles may hold a financial interest in securities discussed. See Conflicts Policy. Conflicts Policy.Provenance: published 10 October 2026 · Research Standard v4 (decision-level) · Research OS ros-1.20.0 · US-listed · corrections under the Corrections Policy.This report is general research published identically to the relevant readership and is not a recommendation that any transaction is suitable for you. Ratings, fair values and expected returns are estimates as at 9 October 2026 under methodology version ros-1.20.0. MCH Interests: MCH-related persons and/or associated investment vehicles may hold a financial interest in securities discussed. See Conflicts Policy. © 2026 MCH Advisory (Pty) Ltd. Redistribution prohibited.