FactSet Research Systems Inc (FDS)

Investment Committee Summary

Investment Thesis

At $305 on 25 August 2026, roughly 14 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 35% 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 $234 and the triangulated fair value of $235 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 -23% 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 ($305) 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 35%, so earnings flatten as capital spending keeps climbing. A workstation priced on subscription durability then de-rates below the 14 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 82% of Monte Carlo outcome variance — i.e. value is set by the multiple the market will pay, a rate/sentiment regime bet as much as an earnings bet.

What the Market Is Pricing In

At the current price, the market pays 17.1× consensus forward EPS, vs the house DCF terminal 9.0×, and a peer median 19.3×. The house DCF sits 20% below spot, so the market is pricing in more than the house case — roughly 2.1pp of revenue CAGR.

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

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 $236) is -23% versus spot.

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 2.5% of revenue; free cash flow net of SBC is $0.56B. SBC is therefore disclosed, not charged: read the per-share figures as before dilution.

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

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.

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 $211 and 16% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (82% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.

DCF — the cash-flow anchor

Independent of the market multiple: a 5-year path, WACC 8.5%, 9.0x terminal FCF multiple → $244. This anchor is deliberately the heaviest (47%): it is the valuation least hostage to the current multiple regime.

Peer benchmarking — relative value

Against the peer cohort, re-rating to the peer-median EV/Revenue multiple implies $640; the peer-median forward P/E is 19.3x, 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.

Across all anchors the spread is 175% of the median — wide (genuine disagreement — the blend carries low valuation confidence).

Sensitivity

DCF/share — WACC × terminal multiple

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

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

Company lever — SoP/share vs Exchanges, Ratings & Market Data multiple (AI re-rating) (base 11.0x)

Peer Quality & Weighting

Quality-weighted forward P/E: 20.0× (simple median 19.3×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $183–$446, centre $286 (-6% vs spot); spot sits at the 47th percentile of the range. Low-weight mean-reversion cross-check, not a fundamental anchor.

Risk / Reward & Margin of Safety

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): $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.

How it makes money.

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.)

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Capital intensity & shareholder returns (ESTIMATE)

Structural risk vs optionality (INFERENCE)

Balance Sheet & Liquidity

Balance-sheet data as of 2025-08-31 (Alpha Vantage).

Capital Allocation

Free-Cash-Flow Quality

Accounting quality: SBC 1% of revenue; cash conversion (OCF/NI) 122% — 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 (2026Q3): management +0.64 vs analyst floor +0.04 → delta +0.60 (n=20 mgmt / 12 Q&A; 87th pctile across the S&P book, z +1.2).

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

News (last 365d, 2376 articles): avg ticker sentiment +0.07 (bullish 2% / bearish 1%)

Consensus & Market Expectations

_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

• 2026-09-17 (~24d) — Quarterly earnings — est. EPS $4.30 (AV EARNINGS_CALENDAR)
• 2026-09-24 (~31d) — Fiscal-Q4 + FY2027 ASV/margin guidance (authored)
• 2027-05-15 (~264d) — Annual client/user-count and buy-side consolidation update (authored)

Forecast Track Record

• EPS surprise: beat 75% of the last 8 quarters; average surprise +1.6%.
• Prior-forecast backtest (12 snapshots, 2026-06-27→2026-08-20): directional hit-rate 8%; mean predicted -10.9% vs realised +16.2%. Disconfirming track record is reported, not suppressed.

Catalyst Timeline

6 catalysts in the next 90 days (of 15 tracked). Importance 1–3; confidence 0–1.

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

Regulatory & Legal Risk

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

Scenario Macro & Key Risks

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).

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:

• 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 $305; 52-week range $183–$446; engine rating SELL; house target $234 (-23%). (source: Alpha Vantage 2026-08-24, 25 August 2026)
• INFERENCE: Triangulated FV $235 (-23% 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.

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 53.0–79.4), 81st percentile of 858 covered names (as of 2026-08-24). Weighted composite under config ros-1.19.0 — every component and its inputs below.

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

Score history: 67.1 → 67.1 → 67.5 → 66.3 → 66.3 → 66.6 → 66.5 → 66.5.

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.

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).

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.

Authored set: 5 scenarios, probabilities summing to 1.0, mean target $235.88.

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.

Market interaction: correlation vs SPY +0.22, vs QQQ +0.12 (trailing ~1y daily returns).

Options Intelligence

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

• bearish/holder — hedge the position; a collar finances the put by capping upside
• Direction bearish from the overlay conviction/rating (read-only input).
• IV/RV at the 48th percentile of the cross-section → mid 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 75th percentile of its own month-end history (decile 8). 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 (flat, slope +0.9pp): 25-DTE 46% · 88-DTE 47% · 207-DTE 47%

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

Alternatives: Collar, Put Debit Spread. 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.

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% (moderate regime) · expected move ±9.9% (2026-09-18) · put/call OI 2.68 · ATM Δ 0.48 / Θ -0.30 / ν 0.32 · next earnings 2026-09-17. Direction: SHORT/HEDGE (implied return -23.0% to triangulated fair value $235.01).

Bear Put Spread (Bearish) — Long 310 P / Short 240 P · 2027-02-19 · net debit $27.85 · max profit $42.15 · breakeven $282.15 · RoR 151.0% · max loss $27.85 · 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. Illustrative — no outcome is implied or guaranteed.

Protective Put (if held) (Hedge) — Long 310 P · 2027-02-19 · premium $40.7 · floor 2.0% · max loss $40.70 · 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 270 P / Short 340 C · 2027-02-19 · net $5.4 · floor -12.0% · cap +11.0% · 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.

Rating Bridge

Rating = SELL because:

• Probability-weighted scenario value implies -23% vs spot
• Monte Carlo median implies -31% vs spot
• DCF fair value implies -20% vs spot — but this is terminal-value sensitive (exit-multiple $244 vs Gordon $407, 66% apart), so it carries less weight
• Bear case (Structural — Volume / Subscription Decline / Competition) downside is -66% vs spot
• Net: the valuation anchor itself sits 23.0% 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

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 = $244/share (exit-multiple terminal).

• Gordon terminal at 2.5% → $407/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 ≈ 41% vs WACC 8.5% → above WACC — the build is value-creative.

Peer set

Implied prices at the peer medians: EV/Rev → $640 (no P/E-implied price — no forward-EPS basis at the peer step).

Weighted fair-value math

Assumption Register

Sensitivity-ranked drivers (widest fair-value swing first): Revenue CAGR ±3pp (69.0); Terminal × ±15% (54.0); Op margin ±3pp (45.0); WACC ±1pp (22.0); Capex intensity ±15% (12.0).

Inputs, Sources & Confidence

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

Research Provenance

Load-Bearing Assumptions

DCF: WACC 8.5%, terminal multiple 9×, FY+5 revenue $3B. Triangulation leans 47% on DCF, 33% on PWEV, 20% on the Monte Carlo median.