Investment Committee Summary
| Rating | SELL |
| Internal 5-tier | SELL |
| Classification · conviction | mature cash generator · high |
| Evidence | 8/8 load-bearing inputs sourced |
| Triangulated fair value | ~$237 (≈ -17% vs spot) — precision reflects LOW valuation confidence |
| 12-mo scenario PWEV | ~$232 (≈ -19% vs spot) |
| Next catalyst | 2027-05-15 — Annual client/user-count and buy-side consolidation update |
| Primary thesis-break | Organic ASV growth (year on year) < 0.04 (2 consecutive prints) |
Decision detail — rating tables & Research OS strip
Rating: SELL
Internal 5-tier: SELL · mature cash generator · analyst conviction: high
| Metric | Value |
|---|---|
| Current Price | $287 |
| Triangulated Fair Value | $237 (-17% vs spot · triangulated FV) |
| 12-mo Scenario PWEV | $232 (-19% vs spot · 12m PWEV) |
| Forward P/E | 14.6x |
| Market Cap | $9B |
| 52-Week Range | $185–$320 (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 |
|---|---|---|---|
| 66.2/100 (82nd pct) | -18% 1yr expected | Hold | 217d — Annual client/user-count and buy-side consolidation update |
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 $237 (-17% 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.
Investment Thesis
At $287 on 10 October 2026, roughly 15 times forward earnings, the market prices FactSet as a decelerating subscription business at a persistent discount to its data-and-index peers. Spot embeds mid-single-digit annual-subscription-value growth and no re-rating. The engine agrees the base is mid-cycle — continued recurring growth on a segment operating margin of 28% (reported GAAP, TTM to Aug 2026) against net debt of ~$1.3B — but the triangulation splits: the capital-spending-bridge discounted-cash-flow anchor sits close to the earnings-based view while the peer forward-multiple anchor implies far more, so the probability-weighted target of $233 and the triangulated fair value of $237 lean on the conservative anchors rather than on the peer gap. That gap is a datum, not a conclusion; it reflects lower cyclicality and slower growth than the exchanges, and we do not close it. With the shares trading rich to spot at -17% the rating is SELL, because the price sits above the earnings-anchored fair value while the multiple drives the bulk of Monte Carlo variance. The single most damaging risk is structural: generative-search and low-cost data feeds displacing the buy-side workstation, compressing subscription growth and the multiple together.
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 ($287) against each valuation anchor, the scenario tree, technicals and the options-implied move.
Anti-Thesis (The Real Bear Case)
The highest-probability bear is not a crash but a grind. Buy-side budgets are the binding constraint, and consolidation among asset managers plus in-house and open-source data tooling erode both seat counts and pricing power. In the recession leg, annual subscription value stalls to zero growth while retained headcount and continued platform spend hold the segment margin below 28% (reported GAAP, TTM to Aug 2026), so earnings flatten as capital spending keeps climbing. A workstation priced on subscription durability then de-rates below the 15 times it commands today as investors reprice the growth algorithm, taking the target well beneath the current quote. The mechanism is self-reinforcing: weaker net retention feeds slower subscription growth, which pressures the margin, which invites the multiple compression — no single shock required.
Key Debate
P/E Multiple explains 81% 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 14.6× consensus forward EPS, vs the house DCF terminal 10.0×, and a peer median 19.3×. The house DCF sits 16% below spot, so the market is pricing in more than the house case — roughly 1.6pp of revenue CAGR.
Variant perception: the house view is below-consensus, and the thesis is primarily FCF-driven.
| Metric | Consensus | House | Importance |
|---|---|---|---|
| Revenue | 2.6 | 2.6 | High |
| EPS | 19.6 | 19.7 | Medium |
| Target price | 277.6 | 233.2 | Medium |
Scenario Analysis
The scenario tree spans a structural 'Structural — Volume / Subscription Decline / Competition' downside ($103) to a 'Bull — Re-Rate' bull case ($415); the probability-weighted blend (PWEV $232) is -19% versus spot.
| Scenario | Probability | Target | Return vs spot |
|---|---|---|---|
| Structural — Volume / Subscription Decline / Competition | 20% | $103 | -64% |
| Market-Activity Recession | 17% | $174 | -39% |
| Base — Recurring Data + Volume Growth | 35% | $248 | -14% |
| Growth — New Data / Index / Analytics | 20% | $328 | +14% |
| Bull — Re-Rate | 8% | $415 | +45% |
| Probability-Weighted (PWEV, after SBC dilution) | — | $232 | -19% |
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 $236 to $232 (-1.5%). SBC is charged once, as dilution — never also deducted from FCF.
Scenario rationale — the driver path behind every target:
- Structural — Volume / Subscription Decline / Competition (20%, $103). Structural impairment — volume / subscription decline / competition: earnings AND the multiple compress together. Target sits below the 52-week low by construction.
- Market-Activity Recession (17%, $174). Cyclical downturn — trading volumes + recurring data/index/ratings subscriptions + pricing power weakens for 1–2 years before normalising.
- Base — Recurring Data + Volume Growth (35%, $248). Mid-cycle — normalised trading volumes + recurring data/index/ratings subscriptions + pricing power; disciplined capital allocation; steady returns.
- Growth — New Data / Index / Analytics (20%, $328). Upside — new data / index / analytics lifts earnings above mid-cycle; the multiple expands modestly.
- Bull — Re-Rate (8%, $415). Upside tail — sustained tight conditions or a structural re-rate on new data / index / analytics.
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 | $214 | -26% | 19% (declared 15%) |
| Peer P/E re-rate | multiple | $380 | +32% | 3% (declared 10%) |
| Peer EV/Revenue re-rate | multiple | $640 | +123% | 0% — cross-check only |
| Scenario PWEV | multiple | $232 | -19% | 32% (declared 25%) |
| DCF (5-year + exit-multiple terminal) | cash flow + terminal × | $242 | -16% | 45% (declared 35%) |
| Triangulated (weighted) | — | $237 | -17% | 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 $214 and 22% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (81% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.
DCF — explicit-period cash flows with an exit-multiple terminal
A 5-year cash-flow path discounted at a WACC of 8.5%, plus a terminal value of final-year FCF × 10.0x — a terminal multiple equal to 0.85 × the base multiple that the Monte Carlo and the scenario tree also use → $242. The terminal value is 66% of enterprise value, so this anchor moves with the multiple assumption. The heaviest anchor in this blend (45%); because its terminal is a market multiple, it is not independent of the multiple-driven anchors.
Peer benchmarking — relative value
Against its 4 peers in the same GICS sub-industry, re-rating to their median forward multiple (P/E 19.3x) implies $380. A premium is only justified by superior growth/margins; otherwise it is multiple risk. Weighted just 3% so market sentiment does not set the fair value.
Across all anchors the spread is 176% of the median — wide (genuine disagreement — the blend carries low valuation confidence).
Sensitivity
DCF/share — WACC × terminal multiple
| WACC \ Term× | 7.0x | 8.5x | 10.0x | 11.5x | 13.0x |
|---|---|---|---|---|---|
| 6.5% | $204 | $235 | $266 | $296 | $327 |
| 7.5% | $195 | $224 | $253 | $283 | $312 |
| 8.5% | $186 | $214 | $242 | $270 | $298 |
| 9.5% | $178 | $204 | $231 | $258 | $284 |
| 10.5% | $170 | $195 | $221 | $246 | $272 |
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 | $187 | $198 | $209 | $220 | $230 |
| -1.5pp | $202 | $214 | $225 | $236 | $248 |
| +0.0pp | $218 | $230 | $242 | $254 | $266 |
| +1.5pp | $234 | $247 | $260 | $273 | $286 |
| +3.0pp | $251 | $265 | $279 | $292 | $306 |
Tornado — DCF/share swing by driver (widest first)
| Driver | Low | High | Swing |
|---|---|---|---|
| Revenue CAGR ±3pp | $209 | $279 | $70.00 |
| Terminal × ±15% | $214 | $270 | $56.00 |
| Model op margin ±3pp | $218 | $266 | $49.00 |
| WACC ±1pp | $231 | $253 | $22.00 |
| Capex intensity ±15% | $235 | $249 | $13.00 |
Company lever — value at the base multiple vs Exchanges, Ratings & Market Data multiple (base 11.0x)
| Multiple | 7.7x | 9.3x | 11.0x | 12.6x | 14.3x |
|---|---|---|---|---|---|
| Value at the base multiple (EBIT × multiple; illustrative, not a blend anchor) | $155 | $195 | $238 | $278 | $321 |
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 |
|---|---|---|---|---|---|
| SPGI | 20.2× | 8% | 44% | segment | 50% |
| CME | 18.4× | 8% | 70% | segment | 50% |
| MCO | 26.6× | 8% | 46% | broad | 25% |
| ICE | 18.1× | 8% | 57% | direct | 100% |
Quality-weighted forward P/E: 19.5× (simple median 19.3×). Direct peers count 100%, segment 50%, broad 25%.
Historical-range cross-check: 52-week range $185–$320, centre $244 (-15% vs spot); spot sits at the 75th 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) | $237 (-17% vs spot · triangulated FV) |
| Downside to lowest scenario (Structural — Volume / Subscription Decline / Competition) | $103 (-64% 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) | -21% |
| P(price > spot) — Monte Carlo | 22% |
That ratio is (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — Volume / Subscription Decline / Competition' target ÷ price). 'Structural — Volume / Subscription Decline / Competition' ($103, 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 — Re-Rate): $415.
Company Overview & Business Model
FactSet Research Systems Inc — FINANCIAL SERVICES · FINANCIAL DATA & STOCK EXCHANGES. FactSet Research Systems Inc. provides integrated financial information and analytical applications to investment and corporate communities in the Americas, EMEA, and Asia Pacific. The company is headquartered in Norwalk, Connecticut.
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 |
|---|---|---|---|---|
| Exchanges, Ratings & Market Data | 100% | +8% | 35% | trading volumes + recurring data/index/ratings subscriptions + pricing power |
† 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): 28.3% for the fiscal year ended 2026-08-31; 28.3% TTM to 2026-08-31 (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 |
|---|---|---|---|---|---|---|---|---|
| Exchanges, Ratings & Market Data | $2.4B | 100% | 8% | 35% | $0.8B | 11.0x | 3% | 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 28.3% for the fiscal year ended 2026-08-31; 28.3% TTM to 2026-08-31 (Alpha Vantage INCOME_STATEMENT).
Named Exposures
Demand & pricing cycle (FACT/ESTIMATE)
| Dimension | Assessment |
|---|---|
| driver | trading volumes + recurring data/index/ratings subscriptions + pricing power |
| net_debt_or_cash_b | -1.29 |
Capital intensity & shareholder returns (ESTIMATE)
| Dimension | Assessment |
|---|---|
| capex_pct_revenue | 0.03 |
| div_yield | 0.0203 |
Structural risk vs optionality (INFERENCE)
| Dimension | Assessment |
|---|---|
| downside | volume / subscription decline / competition |
| upside | new data / index / analytics |
Balance Sheet & Liquidity
| Metric | Value |
|---|---|
| Net debt | $1.3B — modestly levered |
| Net debt / EBITDA | 1.45x |
| Interest coverage (EBIT / interest) | 12.7x |
| Current ratio | 0.60x |
| Cash & ST investments | $0.3B |
Balance-sheet data as of 2026-08-31 (Alpha Vantage).
Capital Allocation
| Metric | Value |
|---|---|
| Free cash flow | $0.7B |
| Buybacks / dividends | $0.6B / $0.2B |
| Total shareholder yield | 8.5% |
| Payout as % of FCF | 114.3% |
| Reinvestment (capex / OCF) | 14.0% |
| SBC as % of FCF | 11.9% |
| Allocation stance | returning more than FCF (balance-sheet funded) |
Free-Cash-Flow Quality
| Metric | Value |
|---|---|
| FCF margin | 29.5% |
| FCF conversion (FCF / net income) | 132.6% |
| FCF yield | 7.5% |
| Capex intensity (capex / revenue) | 4.8% |
| FCF − SBC (diagnostic) | $0.6B |
| Capex split (maint / growth) | 35% / 65% — Capital-light software/data business (~4-5% of revenue). ~35% maintains data-centre/content infrastructure; ~65% funds growth — data-platform re-architecture and generative-search/AI-analytics build-out, the source of both the ASV-growth opportunity and the value-dilutive-spend risk. |
Accounting quality: SBC 3% of revenue; cash conversion (OCF/NI) 154% — cash-backed.
Competitive Moat
Moat sources:
- Deep workflow integration into buy-side/sell-side analyst desktops (high switching cost, retraining/re-plumbing friction)
- Proprietary connected/symbology content and open-platform data-feed architecture embedded in client models
- Historically mid-90s% ASV retention rate — evidence of the switching cost, and the key falsification metric
- Multi-year enterprise contracts and index/analytics stickiness — durable but under structural threat from generative-search and open-source tooling
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 (2026Q4): management +0.70 vs analyst floor +0.14 → delta +0.57 (n=26 mgmt / 19 Q&A; 82nd pctile across the S&P book, z +1.0).
Flag: TYPICAL — management-vs-analyst tone within the normal cross-sectional range.
| Quarter | Mgmt | Analyst | Delta |
|---|---|---|---|
| 2026Q4 | +0.70 | +0.14 | +0.57 |
| 2026Q3 | +0.64 | +0.04 | +0.60 |
| 2026Q2 | +0.54 | +0.11 | +0.43 |
| 2026Q1 | +0.50 | +0.17 | +0.33 |
News (last 365d, 2837 articles): avg ticker sentiment +0.08 (bullish 2% / bearish 1%)
Consensus & Market Expectations
| Reference | Value |
|---|---|
| Street target (mean) | $278 (-3% vs spot · street) |
| House target | $233 (-16.0% vs street) |
| Sell-side coverage | 18 analysts (SB 0 / B 3 / H 9 / S 4 / SS 2; net score -0.14) |
| Consensus FY EPS | $19.63 (reference only — house values on EV/EBITDA) |
| Consensus FY revenue | $2.6B; house in-line (-0.7%) |
_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
- 2027-05-15 (~218d) — Annual client/user-count and buy-side consolidation update (authored)
Forecast Track Record
- EPS surprise: beat 75% of the last 8 quarters; average surprise +1.7%.
Catalyst Timeline
4 catalysts in the next 90 days (of 12 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 |
| 2026-12-09 (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 |
| 2027-01-27 (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 |
| 2027-05-15 (in 217d) | Annual client/user-count and buy-side consolidation update | authored | ● | 0.7 |
| 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/
Regulatory & Legal Risk
| Issue | Probability | Valuation sensitivity | Horizon |
|---|---|---|---|
| Market-data licensing/redistribution, exchange-data cost pass-through, and data-privacy (GDPR/CCPA) governing content sourcing | low (~20%) | low - affects content COGS and product terms at the margin, not the core subscription; <5% of FV | 12-24m |
Probabilities and sensitivities are analyst estimates, not market-implied.
Scenario Macro & Key Risks
| Scenario | Macro assumption | Key risk |
|---|---|---|
| Structural — Volume / Subscription Decline / Competition | Generative-search and low-cost/open-source data feeds displace the buy-side workstation; terminal ASV decline and seat losses | ASV growth and the multiple compress together toward the ~7x impairment level — the moat proves narrow, not wide |
| Bull — Re-Rate | Sustained ASV acceleration plus a durable quality re-rate toward the data-and-index peer band | The re-rate is multiple-carried — any ASV deceleration removes the premium quickly |
Scenario-macro rows withheld pending re-authoring: 3 carrying another cluster's vocabulary or a frozen figure — recorded in the narrative quarantine ledger.
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) |
-18.8 | YES |
| R2-valuation-opportunity | expected return vs fair value > 15 (upside_pct) |
-18.8 | no |
| R3-street-revisions | street net rating stance < -0.25 (extended.consensus.street_score) |
-0.14 | no |
| R4-earnings-quality | cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) |
154.2 | no |
| R5-technical-breakdown | price vs 200-day SMA < 0.85 (technicals.sma_200) |
1.16 | no |
| R6-vol-regime-shift | IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) |
1.01 | 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:
- Organic ASV growth (year on year) < 0.04 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
- Adjusted operating margin < 0.32 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
- Client (end-user) count net change < 0 (2 consecutive prints). Net seat losses for two quarters would confirm buy-side displacement and competitive share loss rather than temporary budget delay.
- Annual subscription value retention rate < 0.94 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
- Capital expenditure as a share of revenue > 0.055 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
Fact / Inference / Speculation
- FACT: Spot $287; 52-week range $185–$320; engine rating SELL; house target $233 (-19%). (source: Alpha Vantage 2026-10-09, 10 October 2026)
- INFERENCE: Triangulated FV $237 (-17% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core; the DCF 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.
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.
66.2/100 (confidence band 53.4–78.9), 82nd 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 | 88 | 15% | extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct |
| financial strength | 63 | 10% | extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage |
| valuation | 31 | 15% | upside_pct |
| growth | 61 | 10% | reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions |
| earnings visibility | 75 | 10% | extended.forecast_accuracy.eps_surprise.beat_rate_pct |
| moat | 89 | 10% | enrichment.moat.rating |
| technical trend (heuristic — no validation record; weight change reserved for AM-060) | 81 | 10% | technicals.rsi, technicals.sma_50, technicals.sma_200 |
| macro tailwinds | — | 10% | industry_context.house |
| risk profile | 48 | 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: 64.1 → 65.9 → 64.5 → 64.7 → 64.4 → 64.2 → 63.2 → 66.2.
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 — Volume / Subscription Decline / Competition | 20% | $103 | -64.0% | -12.8pp |
| Market-Activity Recession | 17% | $174 | -39.5% | -6.7pp |
| Base — Recurring Data + Volume Growth | 35% | $248 | -13.6% | -4.8pp |
| Growth — New Data / Index / Analytics | 20% | $328 | +14.2% | +2.9pp |
| Bull — Re-Rate | 8% | $415 | +44.6% | +3.6pp |
| Aggregate | Value |
|---|---|
| Expected return (gross, 1y) | -17.9% |
| Expected return net of SBC dilution | -19.1% |
| Outcome dispersion (σ, from MC p10–p90) | 28.9% |
| Expected Sharpe (rf 4%) | -0.76 |
| Downside expectation (prob-weighted loss branches) | -24.3% |
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) | -17.9% |
| 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) | 0.38 (as of 2026-10-09) |
| Equity risk premium | 4.5% |
| Size/liquidity premium | +100bp |
| Required return | 7.2% |
| Expected alpha | -25.1% |
| Alpha per unit risk (EA/σ) | -0.87 |
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 | 32.1% (1σ) | 35.4% implied | broadly consistent with the market's implied uncertainty |
| Mass above spot: scenarios vs our own MC | 28.0% | 21.5% | 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 $235.88.
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 | 85 | AI | 16 | |
| Value | 17 | Cloud | 96 | |
| Quality | 76 | Semis | 0 | |
| Momentum | 29 | Consumer | 34 | |
| Low-Vol | 7 | Rates | 30 | |
| USD | 96 | |||
| Energy | 67 |
Market interaction: correlation vs SPY +0.22, vs QQQ +0.11 (trailing ~1y daily returns).
Rating Bridge
Rating = SELL because:
- Probability-weighted scenario value implies -19% vs spot
- Monte Carlo median implies -26% vs spot
- DCF fair value (exit-multiple terminal) implies -16% vs spot — but this is terminal-value sensitive (exit-multiple $242 vs Gordon $373, 54% apart), so it carries less weight
- Bear case (Structural — Volume / Subscription Decline / Competition) downside is -64% vs spot
- Net: the valuation anchor itself sits 17.4% 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 | $3B | $1B | $0B | $0B | $1B | $1B |
| FY+2 | $3B | $1B | $0B | $0B | $1B | $1B |
| FY+3 | $3B | $1B | $0B | $0B | $1B | $1B |
| FY+4 | $3B | $1B | $0B | $0B | $1B | $1B |
| FY+5 | $3B | $1B | $0B | $0B | $1B | $1B |
| Terminal | — | — | — | — | $1B × 10.0x | $6B |
FCF is bridged: NOPAT + D&A − Capex − ΔNWC (capex intensity 3% of revenue, weighted from the segments) — not a single conversion fudge.
WACC 8.5% · Σ PV(FCF) $3B + PV(terminal) $6B = EV $9B; − net debt $1.3B → equity $8B ÷ diluted shares $0.03B = $242/share (exit-multiple terminal).
- Gordon terminal → $373/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 ≈ 38% vs WACC 8.5% → above WACC — the build is value-creative.
Peer set
| Peer | EV/Rev | Fwd P/E | Growth | Op margin |
|---|---|---|---|---|
| SPGI | 8.2x | 20.2x | 8% | 44% |
| CME | 12.2x | 18.4x | 8% | 70% |
| MCO | 10.5x | 26.6x | 8% | 46% |
| ICE | 6.7x | 18.1x | 8% | 57% |
| Median | 9.3x | 19.3x | — | — |
Implied prices at the peer medians: same-sub-industry median fwd P/E → $380; EV/Rev → $640.
Weighted fair-value math
| Anchor | Value | Weight | Contribution |
|---|---|---|---|
| DCF | $242 | 45% | $110 |
| Scenario PWEV | $232 | 32% | $75.31 |
| Monte Carlo median | $214 | 19% | $41.55 |
| Peer P/E | $380 | 3% (part weight ×0.21 — peer sits 40%–70% from the Monte-Carlo/PWEV core) | $10.58 |
| Triangulated | — | 100% | $237 |
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 22% 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 | 8.5% | DCF discount rate | estimate (CAPM) |
| Terminal multiple | 10× | 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 (70.0); Terminal × ±15% (56.0); Model op margin ±3pp (49.0); WACC ±1pp (22.0); Capex intensity ±15% (13.0).
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 | $2.4B | reported fact | 10-K/10-Q via AV | High | Forecast base, EV/Rev |
| FY+1 guided revenue | $2.6B | company guidance | Company guidance | Medium | Forecast, SoP |
| FY+1 guided EPS | $19.7249 | company guidance | Company guidance | Medium | Forward P/E, scenarios |
| Consensus FY EPS | $19.6258 | consensus estimate | Sell-side consensus via AV | Medium | Variant perception |
| Diluted shares | 0.033B | reported fact | 10-K via AV | High | Market cap, per-share |
| Net debt / cash | $1.277B | 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 | 10× | 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 8.5%, terminal multiple 10×, FY+5 revenue $3B. Triangulation leans 45% on DCF, 32% on PWEV, 19% on the Monte Carlo median, 3% on peer-implied value.
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 2026-10-08, 250 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.