MCH ANALYSIS EQUITY RESEARCH
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AMD SELL REF $608 PW TARGET $411 (-32% vs spot · 12m PWEV) -32% Single-name research · 10 October 2026
Equity ResearchInformation Technology · Semiconductors
AMD

Advanced Micro Devices Inc (AMD)

SELL. 12-month probability-weighted target $411 (-32% vs spot). P/E Multiple explains 78% of Monte Carlo outcome variance.

SELL RESEARCH cyclical compounder 10 October 2026
$608 → $411 (-32% vs spot · 12m PWEV) -32% 12-month probability-weighted
Expected return (1y)-32.5%
Fair value vs price-48.0%
Quality74/100
Bull / bear scenario ratio0.3×
Downside probability87%
Expected alpha (1y)-46.8%
Forward P/E80.3x
DCF (exit-multiple terminal)$243 · terminal 85% of EV
Valuation confidencemedium
Key metric to watchFY revenue ($B)
The case. narrow moat, cyclical compounder
The problem. house in-line consensus; FY revenue ($B)
What changes our mind. FY revenue ($B) < 39.35

Model history: across 478 scored pre-registered anchors (of 480), the direction implied by our targets has been right 55.2% 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 SELL
Internal 5-tier STRONG SELL
Classification · conviction cyclical compounder · medium
Evidence 7/8 load-bearing inputs sourced — missing: Capex
Triangulated fair value $317 (-48% vs spot · triangulated FV)
12-mo scenario PWEV $411 (-32% vs spot · 12m PWEV)
Next catalyst 2026-11-03 — Quarterly earnings
Primary thesis-break FY revenue ($B) < 39.35 (next reported fiscal year)
Decision detail — rating tables & Research OS strip

Rating: SELL

Internal 5-tier: STRONG SELL · cyclical compounder · analyst conviction: medium

Metric Value
Current Price $608
Triangulated Fair Value $317 (-48% vs spot · triangulated FV)
12-mo Scenario PWEV $411 (-32% vs spot · 12m PWEV)
Forward P/E 80.3x
Market Cap $993B
52-Week Range $188–$659 (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
59.2/100 (57th pct) -32% 1yr expected Hold 24d — Quarterly earnings

Research rating: SELL · Tactical / decision-rule stance: Hold — the stance is what the model's 6 machine-checked decision rules read on this name, held by hysteresis against the last published stance; the rating is the valuation verdict. They may diverge; the rules are set out in the Decision Rules section below.

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: SELL

Defensive: rating SELL; triangulated fair value $317 (-48% vs spot) — the risk/reward is skewed to the downside on P/E Multiple. The debate is P/E Multiple — fundamentally a multiple/regime call.

02Thesis, Anti-Thesis & Variant View

Investment Thesis

The bull case — 'Bull — Supercycle Re-Rate' (8% weight) — targets $764, +26% vs spot. It needs the multiple to hold or expand.

The dashboard below is the whole argument on one page: spot ($608) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The four weighted valuation anchors run from $211 to $411, all below the $608 spot — stretched — spot sits above the skeptical blend.
Integrated dashboard. The four weighted valuation anchors run from $211 to $411, all below the $608 spot — stretched — spot sits above the skeptical blend.

Anti-Thesis (The Real Bear Case)

The structural case — 'Structural — AI-Capex Digestion / China / Export Controls' (20%) — targets $113, -81% vs spot. This sits below the 52-week low — a genuine structural impairment, not a mild pullback.

Key Debate

P/E Multiple explains 78% 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 80.3× consensus forward EPS, vs the house DCF terminal 30.0×, and a peer median 27.8×. The house DCF sits 60% below spot, so the market is pricing in more than the house case — roughly 8.0pp of revenue CAGR.

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

Metric Consensus House Importance
Revenue 50.9 41.2 High
EPS 7.6 7.6 Medium
Target price 619.5 410.5 Medium
03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — AI-Capex Digestion / China / Export Controls' downside ($113) to a 'Bull — Supercycle Re-Rate' bull case ($764); the probability-weighted blend (PWEV $411) is -32% versus spot.

Scenario Probability Target Return vs spot
Structural — AI-Capex Digestion / China / Export Controls 20% $113 -81%
Cyclical Downturn — Inventory Correction 17% $323 -47%
Base — Mid-Cycle + AI Content 35% $448 -26%
Upcycle — AI / Datacenter Demand 20% $605 -0%
Bull — Supercycle Re-Rate 8% $764 +26%
Probability-Weighted (PWEV, after SBC dilution) — $411 -32%

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 ≈ 5% of revenue), trimming the gross PWEV of $417 to $411 (-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%, $113). 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%, $323). 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%, $448). 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%, $605). Upside — AI + datacenter demand supercycle lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Supercycle Re-Rate (8%, $764). Upside tail — sustained tight conditions or a structural re-rate on AI + datacenter demand supercycle.
Five-scenario tree. Probability-weighted targets around the $608 spot; PWEV $411 (-32% vs spot · 12m). the payoff is skewed to the downside — upside to $764 against downside to <img src=
Five-scenario tree. Probability-weighted targets around the $608 spot; PWEV $411 (-32% vs spot · 12m). the payoff is skewed to the downside — upside to $764 against downside to $113

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 $377 -38% 18% (declared 15%)
Peer P/E re-rate multiple $211 -65% 9% (declared 10%)
Peer EV/Revenue re-rate multiple $398 -35% 0% — cross-check only
Scenario PWEV multiple $411 -32% 31% (declared 25%)
DCF (5-year + exit-multiple terminal) cash flow + terminal × $243 -60% 42% (declared 35%)
Triangulated (weighted) — $317 -48% 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 $377 and 13% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (78% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.

Monte Carlo distribution. Median $377; P(price > current) 13%. P10–P90: $209–$643.
Monte Carlo distribution. Median $377; P(price > current) 13%. P10–P90: $209–$643.

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 × 30.0x — a terminal multiple equal to 0.85 × the base multiple that the Monte Carlo and the scenario tree also use → $243. The terminal value is 85% of enterprise value, so this anchor moves with the multiple assumption. The heaviest anchor in this blend (42%); because its terminal is a market multiple, it is not independent of the multiple-driven anchors.

DCF (exit-multiple terminal). WACC 10.0%, 30.0x terminal → $243; terminal 85% of EV.
DCF (exit-multiple terminal). WACC 10.0%, 30.0x terminal → $243; terminal 85% 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 $211. A premium is only justified by superior growth/margins; otherwise it is multiple risk. Weighted just 9% so market sentiment does not set the fair value.

Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 27.8x → $211; EV/Rev re-rate → $398.
Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 27.8x → $211; EV/Rev re-rate → $398.

Across all anchors the spread is 53% of the median — wide (genuine disagreement — the blend carries low valuation confidence).

Sensitivity

DCF/share — WACC × terminal multiple

WACC \ Term× 21.0x 25.5x 30.0x 34.5x 39.0x
8.0% $198 $231 $264 $297 $331
9.0% $190 $222 $253 $285 $317
10.0% $182 $213 $243 $273 $303
11.0% $175 $204 $233 $262 $291
12.0% $168 $196 $224 $251 $279

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 $201 $209 $217 $225 $233
-1.5pp $212 $221 $229 $238 $247
+0.0pp $224 $234 $243 $252 $261
+1.5pp $237 $247 $257 $267 $277
+3.0pp $251 $261 $272 $282 $293

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

Driver Low High Swing
Terminal × ±15% $213 $273 $61.00
Revenue CAGR ±3pp $217 $272 $55.00
Model op margin ±3pp $224 $261 $37.00
Capex intensity ±15% $232 $254 $22.00
WACC ±1pp $233 $253 $20.00

Company lever — value at the base multiple vs Semiconductors multiple (base 55.0x)

Multiple 38.5x 46.8x 55.0x 63.2x 71.5x
Value at the base multiple (EBIT × multiple; illustrative, not a blend anchor) $298 $361 $423 $485 $548

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% broad 25%
AVGO 33.0× 10% 49% segment 50%
MU 10.5× 10% 68% broad 25%
TXN 39.8× 10% 38% segment 50%

Quality-weighted forward P/E: 29.8× (simple median 27.8×). Direct peers count 100%, segment 50%, broad 25%.

Valuation-anchor screen: DCF (Gordon) (excluded (>3× or <0.3× spot)). Anchor median 242.8. Extreme/excluded anchors carry no headline weight.

Historical-range cross-check: 52-week range $188–$659, centre $352 (-42% vs spot); spot sits at the 89th 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) $317 (-48% vs spot · triangulated FV)
Downside to lowest scenario (Structural — AI-Capex Digestion / China / Export Controls) $113 (-81% 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) -92%
P(price > spot) — Monte Carlo 13%

That ratio is (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — AI-Capex Digestion / China / Export Controls' target ÷ price). 'Structural — AI-Capex Digestion / China / Export Controls' ($113, 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): $764.

04Business & Financial Quality

Company Overview & Business Model

Advanced Micro Devices Inc — TECHNOLOGY · SEMICONDUCTORS. Advanced Micro Devices, Inc. (AMD) is an American multinational semiconductor company based in Santa Clara, California, that develops computer processors and related technologies for business and consumer markets. AMD's main products include microprocessors, motherboard chipsets, embedded processors and graphics processors for servers, workstations, personal computers and embedded system applications.

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% 33% 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): 10.7% for the fiscal year ended 2025-12-31; 15.7% TTM to 2026-06-30 (Alpha Vantage INCOME_STATEMENT).

Edge. Narrow 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 $37.5B 100% 10% 33% $12.3B 55.0x 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 10.7% for the fiscal year ended 2025-12-31; 15.7% TTM to 2026-06-30 (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 8.48

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.1
div_yield —

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 $-6.1B — net cash
Net debt / EBITDA -0.64x
Interest coverage (EBIT / interest) 32.6x
Current ratio 2.85x
Lease obligations $0.6B
Cash & ST investments $10.6B

Balance-sheet data as of 2025-12-31 (Alpha Vantage).

Capital Allocation

Metric Value
Free cash flow $6.7B
Buybacks / dividends $1.3B / $0.0B
Total shareholder yield 0.1%
Payout as % of FCF 19.7%
Reinvestment (capex / OCF) 13.1%
SBC as % of FCF 24.5%
Allocation stance reinvesting

Free-Cash-Flow Quality

Metric Value
FCF margin 17.9%
FCF conversion (FCF / net income) 156.9%
FCF yield 0.7%
Capex intensity (capex / revenue) 2.7%
FCF − SBC (diagnostic) $5.1B
Capex split (maint / growth) 30% / 70% — Fabless (no wafer fabs), but capex ~10% of revenue skews to growth: test/packaging capacity, CoWoS/HBM supply commitments, and datacenter validation infrastructure for the AI ramp.

Accounting quality: SBC 5% of revenue; cash conversion (OCF/NI) 181% — cash-backed.

Competitive Moat

Moat sources:

  • FACT: x86 architecture license (AMD/Intel duopoly) protecting server and PC CPU economics
  • FACT: chiplet/packaging IP lead giving cost/yield advantage on EPYC vs monolithic parts
  • INFERENCE: WEAK software moat - CUDA ecosystem lock-in remains the binding constraint on data-center GPU share
  • INFERENCE: no fab ownership (TSMC-dependent) means no manufacturing moat
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 (2026Q2): management +0.65 vs analyst floor +0.00 → delta +0.65 (n=26 mgmt / 19 Q&A; 92nd pctile across the S&P book, z +1.5).

Flag: ELEVATED — management unusually upbeat vs the analyst floor relative to peers (disconfirmation watch).

Quarter Mgmt Analyst Delta
2026Q2 +0.65 +0.00 +0.65
2026Q1 +0.70 +0.00 +0.70
2025Q4 +0.52 +0.20 +0.32
2025Q3 +0.47 +0.31 +0.16

News (last 365d, 4325 articles): avg ticker sentiment +0.17 (bullish 8% / bearish 1%)

Consensus & Market Expectations

Reference Value
Street target (mean) $620 (+2% vs spot · street)
House target $411 (-33.7% vs street)
Sell-side coverage 55 analysts (SB 5 / B 39 / H 11 / S 0 / SS 0; net score 0.45)
Consensus FY EPS $7.58 (reference only — house values on EV/EBITDA)
Consensus FY revenue $50.9B; house below (-19.1%)

_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

  • 2026-11-03 (~25d) — Quarterly earnings — est. EPS $1.64 (AV EARNINGS_CALENDAR)
  • 2027-01-14 (~97d) — U.S. export-control review on AI-accelerator shipments to China (authored)

Forecast Track Record

  • EPS surprise: beat 62% of the last 8 quarters; average surprise +6.4%.

Catalyst Timeline

5 catalysts in the next 90 days (of 13 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
2026-11-03 (in 24d) Quarterly earnings earnings ●●● 0.95
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
2027-01-14 (in 96d) U.S. export-control review on AI-accelerator shipments to China 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
U.S. export controls blocking advanced AI accelerators to China high (~65%) medium - ~5-8% of FV given China is a smaller mix than NVIDIA's 12-24m
Antitrust/FTC scrutiny of AI-chip market concentration (secondary read-through) low (~20%) low - <3% of FV 12-24m

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

Decision Rules (Machine-Checked)

Stance: Hold — 0 bullish / 1 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) -32.49 YES
R2-valuation-opportunity expected return vs fair value > 15 (upside_pct) -32.49 no
R3-street-revisions street net rating stance < -0.25 (extended.consensus.street_score) 0.45 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 180.6 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 1.58 no
R6-vol-regime-shift IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) 1.04 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:

  • FY revenue ($B) < 39.35 (next reported fiscal year). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Probability-weighted fair value (PWEV) at the next re-run < 608.1 (any scheduled re-run). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Share price (close) < 113.47 (5 consecutive sessions). (rationale withheld pending re-authoring — frozen figure or verdict)

Fact / Inference / Speculation

  • FACT: Spot $608; 52-week range $188–$659; engine rating SELL; house target $411 (-32%). (source: Alpha Vantage 2026-10-09, 10 October 2026)
  • INFERENCE: Triangulated FV $317 (-48% 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.

59.2/100 (confidence band 44.7–73.7), 57th 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 74 15% extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct
financial strength 92 10% extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage
valuation 18 15% upside_pct
growth 65 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 62 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 58 10% enrichment.moat.rating
technical trend (heuristic — no validation record; weight change reserved for AM-060) 79 10% technicals.rsi, technicals.sma_50, technicals.sma_200
macro tailwinds — 10% industry_context.house
risk profile 39 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: 59.2 → 59.2 → 59.0 → 59.2 → 59.3 → 60.2 → 59.7 → 59.7.

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% $113 -81.3% -16.3pp
Cyclical Downturn — Inventory Correction 17% $323 -46.9% -8.0pp
Base — Mid-Cycle + AI Content 35% $448 -26.3% -9.2pp
Upcycle — AI / Datacenter Demand 20% $605 -0.5% -0.1pp
Bull — Supercycle Re-Rate 8% $764 +25.7% +2.1pp
Aggregate Value
Expected return (gross, 1y) -31.5%
Expected return net of SBC dilution -32.5%
Outcome dispersion (σ, from MC p10–p90) 27.9%
Expected Sharpe (rf 4%) -1.27
Downside expectation (prob-weighted loss branches) -33.5%

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) -31.5%
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) 2.40 (as of 2026-10-09)
Equity risk premium 4.5%
Required return 15.3%
Expected alpha -46.8%
Alpha per unit risk (EA/σ) -1.68

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 31.6% (1σ) 43.7% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 8.0% 12.7% the two expressions of our own view agree
Realised scenario frequency 30 dated anchors — 30 dated anchors available; realised-vs-prior comparison is now meaningful.

Authored set: 5 scenarios, probabilities summing to 1.0, mean target $416.67.

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 61 AI 99
Value 3 Cloud 84
Quality 48 Semis 98
Momentum 97 Consumer 95
Low-Vol 23 Rates 83
USD 2
Energy 4

Market interaction: correlation vs SPY +0.60, vs QQQ +0.70 (trailing ~1y daily returns).

08Model Transparency

Rating Bridge

Rating = SELL because:

  • Probability-weighted scenario value implies -32% vs spot
  • Monte Carlo median implies -38% vs spot
  • DCF fair value (exit-multiple terminal) implies -60% vs spot — but this is terminal-value sensitive (exit-multiple $243 vs Gordon $133, 45% apart), so it carries less weight
  • Bear case (Structural — AI-Capex Digestion / China / Export Controls) downside is -81% vs spot
  • Net: the valuation anchor itself sits 48.0% 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 warrants a Sell.

Model Appendix

DCF — line items

Year Revenue Op income (house path) − Capex + D&A FCF PV(FCF)
FY+1 $41B $16B $4B $4B $13B $12B
FY+2 $45B $17B $4B $4B $15B $12B
FY+3 $48B $19B $5B $4B $16B $12B
FY+4 $51B $21B $5B $4B $17B $12B
FY+5 $54B $22B $5B $5B $18B $11B
Terminal — — — — $18B × 30.0x $329B

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) $59B + PV(terminal) $329B = EV $388B; + net cash $8.5B → equity $397B ÷ diluted shares $1.63B = $243/share (exit-multiple terminal).

  • Gordon terminal → $133/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 ≈ 21% 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 → $211; EV/Rev → $398.

Weighted fair-value math

Anchor Value Weight Contribution
DCF $243 42% (part weight ×0.97 — DCF sits 40%–70% from the Monte-Carlo/PWEV core) $102
Scenario PWEV $411 31% $126
Monte Carlo median $377 18% $69.70
Peer P/E $211 9% (part weight ×0.71 — peer sits 40%–70% from the Monte-Carlo/PWEV core) $18.52
Triangulated — 100% $317

Model Calibration Caveats

Raised by the model's own checks on its run of 10 October 2026 (prices as of 2026-10-09). They concern how the model was calibrated, not the company; read the figures they touch with them in mind.

  • The Monte Carlo gives only a 13% probability of the price finishing above today's; the house treats readings under 30% as a sign the downside assumptions may be too severe.

Assumption Register

Assumption Value Used in Source
WACC 10.0% DCF discount rate estimate (CAPM)
Terminal multiple 30× 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): Terminal × ±15% (61.0); Revenue CAGR ±3pp (55.0); Model op margin ±3pp (37.0); Capex intensity ±15% (22.0); WACC ±1pp (20.0).

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 $37.5B reported fact 10-K/10-Q via AV High Forecast base, EV/Rev
FY+1 guided revenue $41.2B company guidance Company guidance Medium Forecast, SoP
FY+1 guided EPS $7.5758 company guidance Company guidance Medium Forward P/E, scenarios
Consensus FY EPS $7.5768 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 1.633B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $-6.08B 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 30× 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 MCH engine — systematic generation, drafted 2026-07-06
Human review engine output reviewed at the estate level, not name-by-name
Evidence 7/8 load-bearing inputs sourced; 12/14 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

The stock-based-compensation charge sits on a step boundary. SBC is 4.73% of filed revenue — 0.27pp below the 5% threshold where the authoring rule changes step. The 1.5%/yr dilution it carries reduces the published target by about 1.5%; the other side of that threshold would carry roughly 2.0%/yr. This input is a step, not a measurement, and a modest revision to either the SBC or the revenue figure would move it.

DCF: WACC 10.0%, terminal multiple 30×, FY+5 revenue $54B. Triangulation leans 42% on DCF, 31% on PWEV, 18% on the Monte Carlo median, 9% 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: 12/14 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 55.2% 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 0.253 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 +9.6% on 5 scored; HOLD: 31.6%, −1.9% on 418; SELL: 61.4%, −0.5% on 44; STRONG SELL: 33.3%, +0.5% 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.