MCH ADVISORY EQUITY RESEARCH
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IT SELL REF $203 PW TARGET $129 (-36% vs spot · 12m PWEV) -36% Single-name research · 25 August 2026
Equity ResearchInformation Technology · IT Consulting & Other Services
IT

Gartner Inc (IT)

SELL. 12-month probability-weighted target $129 (-36% vs spot). P/E Multiple explains 51% of Monte Carlo outcome variance.

SELL RESEARCH mature cash generator 25 August 2026
$203 $129 (-36% vs spot · 12m PWEV) -36% 12-month probability-weighted
Expected return (1y)-36.2%
Margin of safety-37.1%
Quality81/100
Upside / downside0.2×
Downside probability+92%
Expected alpha (1y)-42.9%
Forward P/E14.3x
Independent DCF$132
Valuation confidencemedium
Key metric to watchResearch contract value (CV) year-on-year growth
The case. wide moat, mature cash generator
The problem. house in-line consensus; Research contract value (CV) year-on-year growth
What changes our mind. Research contract value (CV) year-on-year growth below 2%

Model history: the direction implied by our targets has been right 43.6% of the time across 480 pre-registered anchors — below a coin flip. Treat the expected return as a distribution estimate, not a point forecast. This name's record ↓ · full record.

Not personalised investment advice · full disclosures in Part 9 below.

Contents
01Investment Decision

Investment Committee Summary

Rating SELL
Internal 5-tier STRONG SELL
Classification · conviction mature cash generator · high
Evidence 8/8 load-bearing inputs sourced
Triangulated fair value $128 (-37% vs spot · triangulated FV)
12-mo scenario PWEV $129 (-36% vs spot · 12m PWEV)
Next catalyst 2026-10-06 — Gartner IT Symposium/Xpo (flagship conference) attendance/bookings read
Primary thesis-break Research contract value (CV) year-on-year growth below 2% (2 consecutive prints)
Decision detail — rating tables & Research OS strip

Rating: SELL

Internal 5-tier: STRONG SELL · mature cash generator · analyst conviction: high

Metric Value
Current Price $203
Triangulated Fair Value $128 (-37% vs spot · triangulated FV)
12-mo Scenario PWEV $129 (-36% vs spot · 12m PWEV)
Forward P/E 14.3x
Market Cap $13B
52-Week Range $124–$264 (high/low reconstructed from the stock's own adjusted-close history — the vendor's recorded range was stale)

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


Methodology: Valuation triangulated across three weighted anchors — an intrinsic DCF, a scenario-weighted PWEV and a Monte Carlo median (Student-t + regime switching). Anchors that share a market multiple are not independent evidence and are weighted as one view. Figures reconciled to Alpha Vantage 2026-08-24. Each chart below sits with the part of the thesis it evidences.

General research for a skeptical institutional reader. Not personalised investment advice; no position sizing or trade instructions. Figures as of the analysis date; verify before acting.

Decision Support — Research OS jump to detail ↓

Research conviction Exp. return (1y) Rules stance Preferred options Next catalyst
61.7/100 (68th pct) -36% 1yr expected Hold Put Debit Spread 42d — Gartner IT Symposium/Xpo (flagship conference) attendance/bookings read

Research rating: SELL · Tactical / decision-rule stance: Hold — the stance is the machine decision-rules layer (hysteresis, kill-switches, freshness); the rating is the valuation verdict. They may diverge and are reconciled in the Decision Rules section below.

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

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

Recommendation: SELL

Defensive: rating SELL; triangulated fair value $128 (-37% 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

At $203 on 25 August 2026 Gartner changes hands near 14x forward earnings, a price that no longer embeds the structural doubt it once did: the tape has re-rated the research-subscription franchise even though the question of whether generative models erode demand for paid human advisory remains open. The engine disputes the re-rating rather than the franchise. Its base path holds contract-value growth at a mid-single-digit pace on a segment operating margin near 17%, keeps the multiple flat rather than assuming further expansion, and anchors the single services segment to observed retention and capital-light economics, with the business consuming very little capital and carrying only net debt of ~$1.6B. Triangulated fair value lands at $128, -37% against spot, so the shares are trading rich to every anchor the engine can build, with a probability-weighted value of $129 and a 12-month target of $128. Only a small minority of simulated paths finish above the current price. The rating is SELL. The single most damaging risk to owning it here is that the substitution is structural rather than cyclical: if wallet retention slips below parity and contract value decelerates, earnings and the multiple compress together, and the structural path, which targets a price below the 52-week low, becomes the operative case.

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 ($203) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The three weighted valuation anchors bracket the $203 spot from <img src=
Integrated dashboard. The three weighted valuation anchors bracket the $203 spot from $114 to $132 — stretched — spot sits above the skeptical blend.

Anti-Thesis (The Real Bear Case)

The highest-probability bear mechanism is not a recession but services deflation driven by artificial intelligence. Gartner sells codified human judgement through subscription research; generative models increasingly answer the same questions inside client organisations at near-zero marginal cost. If chief information officers conclude that an internal tool substitutes for a seat licence, wallet retention slips below parity, contract value turns negative, and the operating margin de-leverages from 17% as a fixed sales force chases a shrinking base. The market would then re-rate the shares to a distressed level rather than the growth multiple near 14x it awards today. Revenue falls, contribution margin drops toward the low teens, and the target collapses toward the structural path, which sits below the 52-week low. This is what the structural weight is meant to price, and on the engine's tree it is not a tail.

Key Debate

P/E Multiple explains 51% 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 14.0× consensus forward EPS, vs the house DCF terminal 8.0×, and a peer median 8.5×. The house DCF sits 35% below spot, so the market is pricing in more than the house case — roughly 3.6pp of revenue CAGR.

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

Metric Consensus House Importance
Revenue 6.4 6.8 High
EPS 14.5 14.2 Medium
Target price 185.8 128.0 Medium
03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — AI-Driven Services Deflation' downside ($55.50) to a 'Bull — Re-Rate' bull case ($238); the probability-weighted blend (PWEV $129) is -36% versus spot.

Scenario Probability Target Return vs spot
Structural — AI-Driven Services Deflation 20% $55.50 -73%
IT-Spend Recession 17% $96.10 -53%
Base — Bookings + Utilization 35% $131 -35%
Growth — Digital / AI Transformation Demand 20% $185 -9%
Bull — Re-Rate 8% $238 +18%
Probability-Weighted (PWEV) $129 -36%

Share-count charge: none applied. The probability-weighted value above is the gross per-share figure — no annual dilution is deducted — stock-based compensation runs at 2.4% of revenue; free cash flow net of SBC is $1.02B. SBC is therefore disclosed, not charged: read the per-share figures as before dilution.

Scenario rationale — the driver path behind every target:

  • Structural — AI-Driven Services Deflation (20%, $55.50). Structural impairment — AI-driven price deflation + margin compression: earnings AND the multiple compress together. Target sits below the 52-week low by construction.
  • IT-Spend Recession (17%, $96.10). Cyclical downturn — enterprise IT budgets + bookings/distribution volume + realised margin weakens for 1–2 years before normalising.
  • Base — Bookings + Utilization (35%, $131). Mid-cycle — normalised enterprise IT budgets + bookings/distribution volume + realised margin; disciplined capital allocation; steady returns.
  • Growth — Digital / AI Transformation Demand (20%, $185). Upside — digital / AI transformation demand lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Re-Rate (8%, $238). Upside tail — sustained tight conditions or a structural re-rate on digital / AI transformation demand.
Five-scenario tree. Probability-weighted targets around the $203 spot; PWEV <img src=
Five-scenario tree. Probability-weighted targets around the $203 spot; PWEV $129 (-36% vs spot · 12m). the payoff is skewed to the downside — upside to $238 against downside to $55.50

Valuation Triangulation

Three weighted anchors — an intrinsic dcf, a scenario-weighted pwev and a monte carlo median (student-t + regime switching) — read them with their basis in mind. The Monte Carlo, the DCF terminal and any peer re-rate key off a market multiple, so they are not fully independent; only discounted cash flows themselves are genuinely multiple-free. The discipline is to read the spread and weight the cash-based view, not to treat three numbers as three independent votes.

Method Basis Fair Value vs Spot Weight in this name's blend
Monte Carlo median (Student-t + regime) multiple $114 -44% 20% (declared 15%)
Peer EV/Revenue re-rate multiple $80.93 -60% 0% — cross-check only
Scenario PWEV multiple $129 -36% 33% (declared 25%)
DCF (5-year + terminal) cash flow + terminal × $132 -35% 47% (declared 35%)
Triangulated (weighted) $128 -37% 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, peer P/E re-rate are not computed, so 25% 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.

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 $114 and 8% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (51% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.

Monte Carlo distribution. Median <img src=
Monte Carlo distribution. Median $114; P(price > current) 8%. P10–P90: $60.34–$194.

DCF — the cash-flow anchor

Independent of the market multiple: a 5-year path, WACC 8.5%, 8.0x terminal FCF multiple → $132. This anchor is deliberately the heaviest (47%): it is the valuation least hostage to the current multiple regime.

Independent DCF. WACC 8.5%, 8.0x terminal → <img src=
Independent DCF. WACC 8.5%, 8.0x terminal → $132.

Peer benchmarking — relative value

Against the peer cohort, re-rating to the peer-median EV/Revenue multiple implies $80.93; the peer-median forward P/E is 8.5x, but the engine carries no P/E-implied price for this name (no forward-EPS basis at the peer step). A premium is only justified by superior growth/margins; otherwise it is multiple risk. Excluded from the weighted blend — shown only as a market cross-check.

Cross-sectional peer benchmarking. Peer-median EV/Rev re-rate → $80.93 (peer-median fwd P/E 8.5x; no P/E-implied price).
Cross-sectional peer benchmarking. Peer-median EV/Rev re-rate → $80.93 (peer-median fwd P/E 8.5x; no P/E-implied price).

Across all anchors the spread is 39% of the median — wide (genuine disagreement — the blend carries low valuation confidence).

Sensitivity

DCF/share — WACC × terminal multiple

WACC \ Term× 5.6x 6.8x 8.0x 9.2x 10.4x
6.5% $114 $129 $145 $160 $176
7.5% $109 $123 $138 $153 $168
8.5% $104 $118 $132 $146 $160
9.5% $99.23 $113 $126 $140 $153
10.5% $94.83 $108 $120 $133 $146

DCF/share — revenue CAGR Δ × op-margin Δ

CAGRΔ \ MgnΔ -3.0pp -1.5pp +0.0pp +1.5pp +3.0pp
-3.0pp $90.33 $102 $114 $126 $137
-1.5pp $97.72 $110 $123 $135 $148
+0.0pp $106 $119 $132 $145 $158
+1.5pp $114 $128 $142 $156 $170
+3.0pp $122 $137 $152 $167 $182

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

Driver Low High Swing
Op margin ±3pp $106 $158 $53.00
Revenue CAGR ±3pp $114 $152 $38.00
Terminal × ±15% $118 $146 $28.00
WACC ±1pp $126 $138 $12.00
Capex intensity ±15% $129 $135 $6.00

Company lever — SoP/share vs IT Services & Distribution multiple (AI re-rating) (base 9.0x)

Multiple 6.3x 7.6x 9.0x 10.3x 11.7x
SoP/share $84.00 $106 $131 $153 $178

Peer Quality & Weighting

Peer Fwd P/E Growth Op margin Quality Weight cap
IBM 20.9× 5% 14% segment 50%
ACN 8.5× 5% 17% segment 50%
CTSH 7.3× 5% 16% segment 50%

Quality-weighted forward P/E: 12.2× (simple median 8.5×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $124–$264, centre $181 (-11% vs spot); spot sits at the 56th 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 $128 (-37% vs spot · triangulated FV)
Downside to bear case (Structural — AI-Driven Services Deflation) $55.50 (-73% 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
Margin of safety (FV vs spot) -59%
P(price > spot) — Monte Carlo 8%

That ratio compares triangulated upside against the probability-weighted bear target, not the extreme tail; with a leg missing it is withheld rather than computed from a magnitude. Bull case (Bull — Re-Rate): $238.

04Business & Financial Quality

Company Overview & Business Model

Gartner Inc — TECHNOLOGY · INFORMATION TECHNOLOGY SERVICES. Gartner, Inc, officially known as Gartner, is a global research and advisory firm providing information, advice, and tools for leaders in IT, finance, HR, customer service and support, communications, legal and compliance, marketing, sales, and supply chain functions. Its headquarters are in Stamford, Connecticut, United States.

How it makes money.

Segment Rev mix Growth Op margin Key driver
IT Services & Distribution 100% +5% 17% enterprise IT budgets + bookings/distribution volume + realised margin

Edge. Wide moat — Gartner's core Research franchise is a high-retention subscription with strong renewal and contract-value economics that supports a premium terminal multiple; but at a distressed ~9x forward the market is pricing structural doubt, and the falsifiable question is whether AI-driven services deflation erodes seat demand - if renewal and contract-value hold, the moat justifies a re-rate well above 9x; if they crack, even a wide-moat franchise deserves a de-rated multiple.

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 Op margin EBIT Multiple Capex % Tag
IT Services & Distribution $6.5B 100% 5% 17% $1.1B 9.0x 2% ESTIMATE
EBIT = segment revenue × operating margin (segment EBITDA not shown — per-segment D&A is not separately disclosed).

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Dimension Assessment
driver enterprise IT budgets + bookings/distribution volume + realised margin
net_debt_or_cash_b -1.59

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.02
div_yield

Structural risk vs optionality (INFERENCE)

Dimension Assessment
downside AI-driven price deflation + margin compression
upside digital / AI transformation demand

Balance Sheet & Liquidity

Metric Value
Net debt $1.9B — modestly levered
Net debt / EBITDA 1.37x
Interest coverage (EBIT / interest) 9.2x
Current ratio 1.00x
Lease obligations $0.4B
Cash & ST investments $1.7B

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

Capital Allocation

Metric Value
Free cash flow $1.2B
Buybacks / dividends $2.0B / $0.0B
Total shareholder yield 15.6%
Payout as % of FCF 169.4%
Reinvestment (capex / OCF) 8.9%
SBC as % of FCF 13.3%
Allocation stance returning more than FCF (balance-sheet funded)

Free-Cash-Flow Quality

Metric Value
FCF margin 18.1%
FCF conversion (FCF / net income) 161.2%
FCF yield 9.2%
Capex intensity (capex / revenue) 1.8%
FCF − SBC (diagnostic) $1.0B
Capex split (maint / growth) 80% / 20% — Very capital-light (capex ~2% of revenue); spend is almost entirely maintenance of IT systems and offices, with a small growth slice for platform/technology tooling.

Accounting quality: SBC 1% of revenue; cash conversion (OCF/NI) 177% — cash-backed.

Competitive Moat

Moat sources:

  • Gartner Research subscription with high wallet-retention and contract-value renewal economics
  • Proprietary analyst network and syndicated research library (hard to replicate at scale)
  • Conferences (events) and Consulting franchises leveraging the same research IP
  • Magic Quadrant / Hype Cycle brand authority embedding relationships with enterprise IT decision-makers
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 +0.32 vs analyst floor +0.00delta +0.32 (n=25 mgmt / 14 Q&A; 32nd pctile across the S&P book, z -0.5).

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

Quarter Mgmt Analyst Delta
2026Q2 +0.32 +0.00 +0.32
2026Q1 +0.25 +0.00 +0.25
2025Q4 +0.44 +0.05 +0.39
2025Q3 +0.45 +0.20 +0.25

News (last 365d, 1510 articles): avg ticker sentiment +0.10 (bullish 14% / bearish 16%)

Consensus & Market Expectations

Reference Value
Street target (mean) $186 (-8% vs spot · street)
House target $128 (-31.1% vs street)
Sell-side coverage 15 analysts (SB 0 / B 3 / H 10 / S 1 / SS 1; net score 0.0)
Consensus FY EPS $14.51 (reference only — house values on EV/EBITDA)
Consensus FY revenue $6.4B; house above (+5.8%)

_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

  • 2026-10-06 (~43d) — Gartner IT Symposium/Xpo (flagship conference) attendance/bookings read (authored)
  • 2027-02-15 (~175d) — Capital-return / buyback authorization update (authored)

Forecast Track Record

  • EPS surprise: beat 100% of the last 8 quarters; average surprise +18.0%.
  • Prior-forecast backtest (12 snapshots, 2026-06-27→2026-08-20): directional hit-rate 0%; mean predicted -15.6% vs realised +33.7%. Disconfirming track record is reported, not suppressed.

Catalyst Timeline

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

When Catalyst Type Importance Confidence
2026-09-16 (in 22d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-09-18 (in 24d) Quarterly options-expiry cluster (3rd Friday) opex_cluster 1.0
2026-10-06 (in 42d) Gartner IT Symposium/Xpo (flagship conference) attendance/bookings read authored 0.7
2026-10-14 (in 50d) September CPI macro ●● 0.8
2026-10-28 (in 64d) FOMC rate decision + press conference macro ●● 0.8
2026-12-09 (in 106d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-12-18 (in 115d) Quarterly options-expiry cluster (3rd Friday) opex_cluster 1.0
2027-01-27 (in 155d) FOMC rate decision + press conference macro ●● 0.8
2027-02-15 (in 174d) Capital-return / buyback authorization update authored 0.7
2027-03-17 (in 204d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-03-19 (in 206d) Quarterly options-expiry cluster (3rd Friday) opex_cluster 1.0
2027-04-28 (in 246d) FOMC rate decision + press conference macro ●● 0.8
2027-06-09 (in 288d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-06-18 (in 297d) 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
Minimal direct regulatory exposure; the research-subscription and events model has no material licensing, pricing or antitrust regime governing it low (~15%) low - regulatory outcomes are not a meaningful FV driver; <1-2% of FV 12-24m

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

Scenario Macro & Key Risks

Scenario Macro assumption Key risk
Structural — AI-Driven Services Deflation AI-driven services deflation structurally erodes demand for syndicated IT research and advisory; earnings and multiple compress together Enterprises substitute internal or AI-generated research, cracking Research contract-value renewal
IT-Spend Recession IT-spend recession contracts enterprise research and consulting budgets for 1-2 years New-business bookings slow and wallet-retention dips as clients cut discretionary advisory spend
Base — Bookings + Utilization Steady enterprise IT spending; bookings and utilization support mid-cycle CV growth Research contract-value growth decelerates toward low-single-digits as the base matures
Growth — Digital / AI Transformation Demand Digital and AI-transformation demand drives enterprises to buy more advisory to navigate it The AI tailwind to demand is offset by AI as a substitute for the research product itself
Bull — Re-Rate Sentiment normalizes and the market re-rates the wide-moat subscription off a distressed ~9x multiple The re-rating requires proof that AI is a demand tailwind not a substitute - unproven, so it may not come

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) -36.89 YES
R2-valuation-opportunity expected return vs fair value > 15 (upside_pct) -36.89 no
R3-street-revisions street net rating stance < -0.25 (extended.consensus.street_score) 0.0 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 177.0 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 1.13 no
R6-vol-regime-shift IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) 0.62 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 a portfolio-management signal and does not modify the published research rating.

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:

  • Research contract value (CV) year-on-year growth below 2% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Research client retention (wallet retention) below 100% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Research segment gross contribution margin below 72% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Conferences segment revenue year-on-year below 0% (2 consecutive prints). Conferences is the most discretionary, cycle-sensitive line. A decline for two consecutive quarters is an early read on enterprise budget stress consistent with the IT-Spend Recession state.
  • Full-year adjusted EPS guidance midpoint revision below 12.00 (single event). A guided EPS midpoint cut below the recession-scenario EPS of roughly 12 would mark the base thesis as broken at the source and shift the probability weight decisively toward the bear states.

Fact / Inference / Speculation

  • FACT: Spot $203; 52-week range $124–$264; engine rating SELL; house target $128 (-37%). (source: Alpha Vantage 2026-08-24, 25 August 2026)
  • INFERENCE: Triangulated FV $128 (-37% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core; the cash-flow anchor sits above 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.

61.7/100 (confidence band 46.0–77.4), 68th percentile of 858 covered names (as of 2026-08-24). Weighted composite under config ros-1.19.0 — every component and its inputs below.

Component Score (0–100) Weight Inputs
business quality 81 15% extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct
financial strength 59 10% extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage
valuation 13 15% upside_pct
growth 52 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 100 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 82 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 36 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: 63.4 → 63.4 → 61.8 → 63.1 → 63.1 → 62.7 → 62.7 → 62.7.

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-Driven Services Deflation 20% $55.50 -72.6% -14.5pp
IT-Spend Recession 17% $96.10 -52.6% -8.9pp
Base — Bookings + Utilization 35% $131 -35.4% -12.4pp
Growth — Digital / AI Transformation Demand 20% $185 -8.9% -1.8pp
Bull — Re-Rate 8% $238 +17.6% +1.4pp
Aggregate Value
Expected return (gross, 1y) -36.2%
Expected return net of SBC dilution -36.2%
Outcome dispersion (σ, from MC p10–p90) 25.6%
Expected Sharpe (rf 4%) -1.57
Downside expectation (prob-weighted loss branches) -37.6%

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) -36.2%
Risk-free rate 4.01% (1y proxy (3m/2y midpoint; AV lacks a 1y tenor), as of 2026-08-13)
Beta (shrunk, 1y vs SPY) 0.60 (as of 2026-08-24)
Equity risk premium 4.5%
Required return 6.7%
Expected alpha -42.9%
Alpha per unit risk (EA/σ) -1.67

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 26.3% (1σ) 36.7% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 8.0% 8.0% the two expressions of our own view agree
Realised scenario frequency 23 dated anchors 23 dated anchors available; realised-vs-prior comparison is now meaningful.

Authored set: 5 scenarios, probabilities summing to 1.0, mean target $129.33.

Factor Exposures

Cross-sectional percentiles over 858 covered names (style scores sector-demeaned; thematic = return-beta to the theme's proxy ETF). 50 = estate median.

Style Percentile Theme Percentile
Growth 3 AI 40
Value 4 Cloud 97
Quality 70 Semis 5
Momentum 1 Consumer 52
Low-Vol 11 Rates 9
USD 90
Energy 80

Market interaction: correlation vs SPY +0.31, vs QQQ +0.25 (trailing ~1y daily returns).

Options Intelligence

Preferred structure: Put Debit Spread. The selector reads the equity view (direction) and the volatility surface — nothing here re-prices the chain.

  • bearish with cheap options — buy defined-risk downside
  • Direction bearish from the overlay conviction/rating (read-only input).
  • IV/RV at the 4th percentile of the cross-section → low vol bucket. This is the measure that selects the structure above: it ranks how rich this name's implied vol is against its own realised vol, relative to other names.
  • Reported alongside and not used to select: this name's own ATM IV sits at the 62nd percentile of its own month-end history (decile 7). The two measures disagree here — vol is high for this name by its own history while its options are not unusually rich against its realised vol. Where they diverge, the cross-sectional measure is the one acting.
  • IV term structure is in contango (longer-dated richer, slope +4.8pp) — favour longer-dated ownership (LEAPS) or calendars that are long the cheaper front.

IV term structure (contango, slope +4.8pp): 25-DTE 46% · 116-DTE 50% · 207-DTE 51%

Priced structure Value
Legs Long 200 P, Short 140 P
Expiry 2027-03-19
Max loss $21.10
Max profit $38.90
Net debit $21.10
Return on risk 184.0%
Breakeven $179

Economics copied verbatim from the options overlay (priced from the listed chain (EOD marks)); the selector does not re-price.

Alternatives: Protective Put. IV rank shown via the name's own monthly IV history (advisory); structure selected on the cross-sectional IV/RV percentile. Model output for research and education only — not individualised investment advice. Position-sizing and stance figures are mechanical outputs of the disclosed rules and inputs; they do not consider any person's objectives, financial situation, or tax status.

Position Sizing Framework

research rating is SELL-tier — the model carries no long position.

Parameter Value
Initial position 0.00% NAV
Maximum position 0.00% NAV
Risk budget 0.00% NAV
Annualized outcome σ (MC) 25.6%
Indicative holding period 3–12 months
Liquidity high, ~$283M ADV (adv usd 21 (split-adjusted 21d average, AM-046))
Rebalancing trigger position drifts ±25% from target weight, or the decision-rules stance changes

Model output for research and education only — not individualised investment advice. Position-sizing and stance figures are mechanical outputs of the disclosed rules and inputs; they do not consider any person's objectives, financial situation, or tax status.

Options Overlay

A defined-risk way to express the SELL equity view. Chain as of 2026-08-24 — end-of-day marks — indicative, not executable quotes.

Market signals — ATM IV 46.4% (subdued regime) · expected move ±9.6% (2026-09-18) · put/call OI 0.56 · ATM Δ 0.58 / Θ -0.21 / ν 0.21. Direction: SHORT/HEDGE (implied return -37.1% to triangulated fair value $127.51).

Bear Put Spread (Bearish) — Long 200 P / Short 140 P · 2027-03-19 · net debit $21.1 · max profit $38.90 · breakeven $178.90 · RoR 184.0% · max loss $21.10 · priced from the listed chain (EOD marks)

Defined-risk downside expression: the debit caps the loss, with the position gaining as the stock falls toward the lower strike — a way to act on a bearish view without shorting stock. Subdued implied volatility currently lowers the premium paid. Illustrative — no outcome is implied or guaranteed.

Protective Put (if held) (Hedge) — Long 200 P · 2027-03-19 · premium $27.35 · floor -1.0% · max loss $27.35 · priced from the listed chain (EOD marks)

Insurance for an existing holding — a known premium buys a floor while leaving the upside intact. A way to hold through a binary event or volatility with defined downside.

Protective Collar (if held) (Hedge) — Long 185 P / Short 220 C · 2027-03-19 · net $4.7 · floor -9.0% · cap +8.0% · priced from the listed chain (EOD marks)

For a holder who wants to stay invested but cap risk: the sold call funds most of the protective put, fencing the position into a band — a way to ride out a de-rating without selling.

Indicative options structures — a defined-risk expression of the equity view, model-and-market illustrated from the last-close chain. NOT personalised advice or an executable quote; premiums, IV and greeks move intraday. Options carry the risk of total loss of premium. Not a registered financial adviser.

08Model Transparency

Rating Bridge

Rating = SELL because:

  • Probability-weighted scenario value implies -36% vs spot
  • Monte Carlo median implies -44% vs spot
  • DCF fair value implies -35% vs spot — but this is terminal-value sensitive (exit-multiple $132 vs Gordon $238, 81% apart), so it carries less weight
  • Bear case (Structural — AI-Driven Services Deflation) downside is -73% vs spot
  • Net: the valuation anchor itself sits 37.1% 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 − Capex + D&A FCF PV(FCF)
FY+1 $7B $1B $0B $0B $1B $1B
FY+2 $7B $1B $0B $0B $1B $1B
FY+3 $7B $1B $0B $0B $1B $1B
FY+4 $8B $1B $0B $0B $1B $1B
FY+5 $8B $1B $0B $0B $1B $1B
Terminal $1B × 8.0x $6B

FCF is bridged: NOPAT + D&A − Capex − ΔNWC (capex intensity 2% of revenue, weighted from the segments) — not a single conversion fudge.

WACC 8.5% · Σ PV(FCF) $4B + PV(terminal) $6B = EV $10B; − net debt $1.6B → equity $8B ÷ diluted shares $0.06B = $132/share (exit-multiple terminal).

  • Gordon terminal at 2.5% → $238/share — a genuinely non-multiple, cash-based cross-check; the exit-multiple and Gordon values bracket the terminal-value risk.
  • Incremental ROIC on the forecast capex ≈ 31% vs WACC 8.5% → above WACC — the build is value-creative.

Peer set

Peer EV/Rev Fwd P/E Growth Op margin
IBM 4.4x 20.9x 5% 14%
ACN 1.0x 8.5x 5% 17%
CTSH 0.9x 7.3x 5% 16%
Median 1.0x 8.5x

Implied prices at the peer medians: EV/Rev → $80.93 (no P/E-implied price — no forward-EPS basis at the peer step).

Weighted fair-value math

Anchor Value Weight Contribution
DCF $132 47% $61.59
Scenario PWEV $129 33% $43.11
Monte Carlo median $114 20% $22.82
Triangulated 100% $128

Assumption Register

Assumption Value Used in Source
WACC 8.5% DCF discount rate estimate (CAPM)
Terminal multiple DCF exit value estimate (peer-anchored)
Terminal growth 2.5% DCF Gordon terminal estimate
SBC dilution 0.0%/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): Op margin ±3pp (53.0); Revenue CAGR ±3pp (38.0); Terminal × ±15% (28.0); WACC ±1pp (12.0); Capex intensity ±15% (6.0).

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 $6.5B reported fact 10-K/10-Q via AV High Forecast base, EV/Rev
FY+1 guided revenue $6.8B company guidance Company guidance Medium Forecast, SoP
Consensus FY EPS $14.5144 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 0.063B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $1.895B reported fact Balance sheet via AV High EV, DCF equity bridge
WACC 8.5% house estimate CAPM (beta/rf) Medium DCF discount rate
Terminal multiple house estimate Peer/historical range Medium DCF exit value
Terminal growth 2.5% house estimate Long-run GDP+ Medium DCF Gordon terminal

Research Provenance

Field Value
Quantitative engine mch_stock_engine v2.0
Research OS config ros-1.19.0
Analysis as-of 2026-08-25 (prices 2026-08-24)
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 8.5%, terminal multiple 8×, FY+5 revenue $8B. Triangulation leans 47% on DCF, 33% on PWEV, 20% on the Monte Carlo median.

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 2026-08-24 Price, market cap, EV, forward P/E Alpha Vantage 2026-08-24
MCH engine — trailing 252 adjusted closes derived 2026-08-24 52-week range (vendor's recorded range was stale and was replaced) trailing 252 sessions of own adjusted close history; the recorded 2025-06-12 predates the 52-week window (D-36)
Company income statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-08-24 Revenue, gross/operating margin, EBIT, interest expense INCOME_STATEMENT / latest annual
Company balance sheet (10-K / 10-Q) via Alpha Vantage reported fact 2026-08-24 Cash, debt, net debt, leases, equity, coverage BALANCE_SHEET / latest annual
Company cash-flow statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-08-24 Operating cash flow, capex, FCF, buybacks, dividends, SBC CASH_FLOW / latest annual
Company earnings releases via Alpha Vantage reported fact 2026-08-24 Reported EPS, surprise history EARNINGS / quarterly
Sell-side consensus via Alpha Vantage consensus estimate 2026-08-24 Forward revenue/EPS consensus, analyst count EARNINGS_ESTIMATES
Earnings calendar via Alpha Vantage market data 2026-08-24 Next earnings date, catalyst timing EARNINGS_CALENDAR
Company guidance company guidance 2026-08-24 FY guided revenue / non-GAAP EPS basis company guidance / earnings call
MCH segment model (from filings & disclosures) house estimate 2026-08-24 Segment revenue, margins, multiples, AI decomposition company_context (authored, tagged)
MCH qualitative analysis inference 2026-08-24 Moat, regulatory risk, scenario macro, catalysts company_context enrichment (authored)
MCH investment thesis & falsification triggers house estimate 2026-08-24 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 personalised investment 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 Advisory 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 480 pre-registered anchors, the direction implied by our targets has been right 43.6% of the time — below the 50% a coin flip would give, with a Brier score of 0.268 against 0.25 for that same coin flip (lower is better). The tier-level picture is mixed: sector-relative alpha on SELL calls excludes zero, on BUY calls it does not, and the flattering aggregate is carried by HOLD, which counts as a hit merely for tracking its benchmark. Read the target below with that in mind — and see the full accuracy record. Samples are thin and windows short; nothing here is settled in either direction.

Disclosures. This document is produced by MCH Advisory Services for informational and quantitative-research purposes only. It does not constitute investment, financial, legal or tax advice, nor an offer or solicitation to buy or sell any security. Price targets and probabilities are model outputs, not guarantees; past performance and backtested/simulated figures are not reliable indicators of future results. The author may hold positions in instruments mentioned and is not a registered financial adviser. Conduct your own due diligence and consult a qualified, registered adviser before making any investment decision.