MCH ANALYSIS EQUITY RESEARCH
General research — not personal financial advice ← Library
EFX HOLD REF $146 PW TARGET $153 (+5% vs spot · 12m PWEV) +5% Single-name research · 10 October 2026
Equity ResearchIndustrials · Research & Consulting Services
EFX

Equifax Inc (EFX)

HOLD. 12-month probability-weighted target $153 (+5% vs spot). P/E Multiple explains 55% of Monte Carlo outcome variance.

HOLD RESEARCH mature cash generator 10 October 2026
$146 → $153 (+5% vs spot · 12m PWEV) +5% 12-month probability-weighted
Expected return (1y)+5.1%
Fair value vs price-5.8%
Quality63/100
Bull / bear scenario ratio1.7×
Downside probability50%
Expected alpha (1y)-1.0%
Forward P/E17.0x
DCF (exit-multiple terminal)$113 · terminal 75% of EV
Valuation confidencemedium
Key metric to watchUS Mortgage revenue YoY
The case. wide moat, mature cash generator
The problem. house in-line consensus; US Mortgage revenue YoY
What changes our mind. US Mortgage revenue YoY < -15%

Model history: across 478 scored pre-registered anchors (of 480), the direction implied by our targets has been right 55.2% of the time, above the 50% a coin flip would give. Treat the expected return as a distribution estimate, not a point forecast. This name's record ↓ · full record.

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

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

Investment Committee Summary

Rating HOLD
Internal 5-tier HOLD
Classification · conviction mature cash generator · medium
Evidence 8/8 load-bearing inputs sourced
Triangulated fair value $137 (-6% vs spot · triangulated FV)
12-mo scenario PWEV $153 (+5% vs spot · 12m PWEV)
Next catalyst 2026-10-20 — Quarterly earnings
Primary thesis-break US Mortgage revenue YoY < -15% (2 consecutive prints)
Decision detail — rating tables & Research OS strip

Rating: HOLD

Internal 5-tier: HOLD · mature cash generator · analyst conviction: medium

Metric Value
Current Price $146
Triangulated Fair Value $137 (-6% vs spot · triangulated FV)
12-mo Scenario PWEV $153 (+5% vs spot · 12m PWEV)
Forward P/E 17.0x
Market Cap $17B
52-Week Range $137–$239 (intraday high and low over the trailing 52 weeks of the stock's own daily bars)

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


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

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

Decision Support — Research OS jump to detail ↓

Research conviction Exp. return (1y) Rules stance Next catalyst
59.3/100 (56th pct) +7% 1yr expected Hold 10d — Quarterly earnings

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

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

Recommendation: HOLD

Balanced: triangulated fair value $137 (-6% vs spot); the outcome hinges on P/E Multiple. The debate is P/E Multiple — fundamentally a multiple/regime call.

02Thesis, Anti-Thesis & Variant View

Investment Thesis

At $146 (10 October 2026) Equifax trades on roughly 17x forward earnings. Spot implies mid-single-digit volume growth on a recurring data and analytics base, with the market crediting the completed cloud transformation only partially. The engine takes the other side. Triangulation lands at $137, leaving the shares fairly valued against that anchor (-6%); the probability-weighted expected value of $153 and the twelve-month target of $160 sit meaningfully below the current quote, and the rating is HOLD on that gap. The dispersion between anchors is the substance of the call: the capex-bridge discounted-cash-flow read and its Gordon variant both land well below the current price, while peer revenue-multiple and forward-earnings reads point higher, and the scenario blend splits the difference on an operating margin near 18% (reported GAAP, TTM to Jun 2026), with net debt of ~$5.1B leaving limited room to defend earnings through buybacks if volumes soften. The engine's own sanity check flags an unusually low probability of finishing above spot, so the bear weighting deserves scrutiny rather than uncritical acceptance. The single most damaging risk is generative-AI disintermediation of proprietary data: if analytics buyers route around the databases, the base-case margin and the multiple compress together, which is why the structural path sits below the 52-week low.

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

The dashboard below is the whole argument on one page: spot ($146) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The four weighted valuation anchors bracket the <img src=
Integrated dashboard. The four weighted valuation anchors bracket the $146 spot from $113 to $170 — stretched — spot sits above the skeptical blend.

Anti-Thesis (The Real Bear Case)

The highest-probability bear is not a crash but a demand-and-pricing reset. Its mechanism is concrete: mortgage and credit-inquiry volumes are the most rate-sensitive lines in the book, and a hiring-and-lending pullback removes both the volume and the pricing that fund operating leverage. Organic growth turns slightly negative, adjusted margin gives back part of the cloud-completion benefit, and the multiple holds at a mid-cycle level rather than re-rating upward. On that combination the recession path prices the shares meaningfully below the current quote. Crucially, the same pullback is where substitution of proprietary data by generative models would first surface, in pricing rather than in a visible loss of contracts, so the cyclical and structural bears reinforce one another instead of offsetting. Against net debt of ~$5.1B, the deleveraging that a slower cycle demands competes directly with the buyback that would otherwise support the shares. The structural path sits below the 52-week low.

Key Debate

P/E Multiple explains 55% 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 17.0× consensus forward EPS, vs the house DCF terminal 16.0×, and a peer median 19.8×. The house DCF sits 22% below spot, so the market is pricing in more than the house case — roughly 1.9pp of revenue CAGR.

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

Metric Consensus House Importance
Revenue 6.8 6.7 High
EPS 8.6 8.6 Medium
Target price 207.1 160.3 Medium
03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — AI / Data-Disintermediation Risk' downside ($87.00) to a 'Bull — Re-Rate' bull case ($243); the probability-weighted blend (PWEV $153) is +5% versus spot.

Scenario Probability Target Return vs spot
Structural — AI / Data-Disintermediation Risk 20% $87.00 -40%
Recession — Hiring / Demand Pullback 17% $129 -11%
Base — Recurring Data + Volume Growth 35% $162 +11%
Growth — Analytics / New-Product Expansion 20% $201 +38%
Bull — Re-Rate 8% $243 +67%
Probability-Weighted (PWEV, after SBC dilution) — $153 +5%

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 ≈ 1% of revenue), trimming the gross PWEV of $156 to $153 (-1.5%). SBC is charged once, as dilution — never also deducted from FCF.

Scenario rationale — the driver path behind every target:

  • Structural — AI / Data-Disintermediation Risk (20%, $87.00). Structural impairment — AI / data-disintermediation risk: earnings AND the multiple compress together. Target sits below the 52-week low by construction.
  • Recession — Hiring / Demand Pullback (17%, $129). Cyclical downturn — recurring data & outsourced-process revenue + client volumes + pricing weakens for 1–2 years before normalising.
  • Base — Recurring Data + Volume Growth (35%, $162). Mid-cycle — normalised recurring data & outsourced-process revenue + client volumes + pricing; disciplined capital allocation; steady returns.
  • Growth — Analytics / New-Product Expansion (20%, $201). Upside — analytics + new-product expansion lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Re-Rate (8%, $243). Upside tail — sustained tight conditions or a structural re-rate on analytics + new-product expansion.
Five-scenario tree. Probability-weighted targets around the <img src=
Five-scenario tree. Probability-weighted targets around the $146 spot; PWEV $153 (+5% vs spot · 12m). the payoff shows modest positive expectancy with material downside mass (range $87.00–$243)

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 $146 +0% 18% (declared 15%)
Peer P/E re-rate multiple $170 +16% 12% (declared 10%)
Peer EV/Revenue re-rate multiple $228 +56% 0% — cross-check only
Scenario PWEV multiple $153 +5% 29% (declared 25%)
DCF (5-year + exit-multiple terminal) cash flow + terminal × $113 -22% 41% (declared 35%)
Triangulated (weighted) — $137 -6% 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 $146 and 50% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (55% 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 $146; P(price > current) 50%. P10–P90: $82.31–$235.

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 × 16.0x — a terminal multiple equal to 0.85 × the base multiple that the Monte Carlo and the scenario tree also use → $113. The terminal value is 75% of enterprise value, so this anchor moves with the multiple assumption. The heaviest anchor in this blend (41%); because its terminal is a market multiple, it is not independent of the multiple-driven anchors.

DCF (exit-multiple terminal). WACC 8.5%, 16.0x terminal → <img src=
DCF (exit-multiple terminal). WACC 8.5%, 16.0x terminal → $113; terminal 75% of EV.

Peer benchmarking — relative value

Against its 4 peers in the same GICS sub-industry, re-rating to their median forward multiple (P/E 19.8x) implies $170. A premium is only justified by superior growth/margins; otherwise it is multiple risk. Weighted just 12% so market sentiment does not set the fair value.

Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 19.8x → <img src=
Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 19.8x → $170; EV/Rev re-rate → $228.

Across all anchors the spread is 75% of the median — wide (genuine disagreement — the blend carries low valuation confidence).

Sensitivity

DCF/share — WACC × terminal multiple

WACC \ Term× 11.2x 13.6x 16.0x 18.4x 20.8x
6.5% $88.11 $107 $127 $146 $166
7.5% $82.85 $101 $120 $138 $157
8.5% $77.86 $95.49 $113 $131 $148
9.5% $73.12 $89.96 $107 $124 $140
10.5% $68.62 $84.72 $101 $117 $133

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 $74.48 $84.29 $94.09 $104 $114
-1.5pp $82.41 $92.88 $103 $114 $124
+0.0pp $90.79 $102 $113 $124 $135
+1.5pp $99.64 $112 $123 $135 $147
+3.0pp $109 $122 $134 $147 $160

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

Driver Low High Swing
Model op margin ±3pp $91.00 $135 $45.00
Revenue CAGR ±3pp $94.00 $134 $40.00
Terminal × ±15% $95.00 $131 $35.00
Capex intensity ±15% $104 $122 $17.00
WACC ±1pp $107 $120 $13.00

Company lever — value at the base multiple vs Professional & Data Services multiple (base 18.0x)

Multiple 12.6x 15.3x 18.0x 20.7x 23.4x
Value at the base multiple (EBIT × multiple; illustrative, not a blend anchor) $92.00 $121 $150 $180 $209

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
ULS 37.3× 6% 18% broad 25%
TRU 16.5× 6% 20% direct 100%
VRSK 23.1× 6% 45% segment 50%
BAH 12.6× 6% 10% segment 50%

Quality-weighted forward P/E: 19.4× (simple median 19.8×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $137–$239, centre $181 (+24% vs spot); spot sits at the 9th 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) $137 (-6% vs spot · triangulated FV)
Downside to lowest scenario (Structural — AI / Data-Disintermediation Risk) $87.00 (-40% 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) -6%
P(price > spot) — Monte Carlo 50%

That ratio is (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — AI / Data-Disintermediation Risk' target ÷ price). 'Structural — AI / Data-Disintermediation Risk' ($87.00, 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): $243.

04Business & Financial Quality

Company Overview & Business Model

Equifax Inc — INDUSTRIALS · CONSULTING SERVICES. Equifax Inc. is an American multinational consumer credit reporting agency and is one of the three largest consumer credit reporting agencies, along with Experian and TransUnion. In addition to credit and demographic data and services to business, Equifax sells credit monitoring and fraud prevention services directly to consumers.

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
Professional & Data Services 100% +6% 20% recurring data & outsourced-process revenue + client volumes + pricing

† 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): 18.0% for the fiscal year ended 2025-12-31; 17.8% TTM to 2026-06-30 (Alpha Vantage INCOME_STATEMENT).

Edge. Wide moat — The moat is proprietary, hard-to-replicate credit and employment/income data (notably the exclusive TWN payroll records) embedded in regulated lending workflows; that data asset supports a terminal multiple above the market. Falsifiable: if AI-driven alternative data or open-banking rails demonstrably disintermediate bureau pulls and organic revenue growth falls below high-single-digits for consecutive years, the moat narrows and the terminal multiple should compress toward the ~16x market.

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
Professional & Data Services $6.3B 100% 6% 20% $1.3B 18.0x 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 18.0% for the fiscal year ended 2025-12-31; 17.8% TTM to 2026-06-30 (Alpha Vantage INCOME_STATEMENT).

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Dimension Assessment
driver recurring data & outsourced-process revenue + client volumes + pricing
net_debt_or_cash_b -5.12

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.03
div_yield 0.0131

Structural risk vs optionality (INFERENCE)

Dimension Assessment
downside AI / data-disintermediation risk
upside analytics + new-product expansion

Balance Sheet & Liquidity

Metric Value
Net debt $4.9B — levered
Net debt / EBITDA 2.55x
Interest coverage (EBIT / interest) 5.4x
Current ratio 0.60x
Cash & ST investments $0.2B

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

Capital Allocation

Metric Value
Free cash flow $1.1B
Buybacks / dividends $0.9B / $0.2B
Total shareholder yield 6.8%
Payout as % of FCF 102.4%
Reinvestment (capex / OCF) 29.8%
SBC as % of FCF 6.9%
Allocation stance returns-heavy

Free-Cash-Flow Quality

Metric Value
FCF margin 18.0%
FCF conversion (FCF / net income) 170.8%
FCF yield 6.6%
Capex intensity (capex / revenue) 7.6%
FCF − SBC (diagnostic) $1.1B
Capex split (maint / growth) 65% / 35% — Post cloud-transformation capital intensity steps down; remaining growth capex is software/data-product development rather than heavy infrastructure — capital-light going forward.

Accounting quality: SBC 1% of revenue; cash conversion (OCF/NI) 243% — cash-backed.

Competitive Moat

Moat sources:

  • The Work Number (TWN) exclusive employer-sourced income/employment records
  • Decades of proprietary consumer-credit file coverage
  • Embedded position in regulated underwriting and verification workflows
  • Completed EFX Cloud migration enabling new-product velocity
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 +0.46 vs analyst floor +0.00 → delta +0.46 (n=55 mgmt / 58 Q&A; 60th pctile across the S&P book, z +0.3).

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

Quarter Mgmt Analyst Delta
2026Q2 +0.46 +0.00 +0.46
2026Q1 +0.54 +0.00 +0.54
2025Q4 +0.58 +0.43 +0.15
2025Q3 +0.41 +0.23 +0.17

News (last 365d, 1426 articles): avg ticker sentiment +0.10 (bullish 20% / bearish 8%)

Consensus & Market Expectations

Reference Value
Street target (mean) $207 (+42% vs spot · street)
House target $160 (-22.6% vs street)
Sell-side coverage 24 analysts (SB 6 / B 13 / H 5 / S 0 / SS 0; net score 0.52)
Consensus FY EPS $8.56 (reference only — house values on EV/EBITDA)
Consensus FY revenue $6.8B; 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

  • 2026-10-20 (~11d) — Quarterly earnings — est. EPS $2.21 (AV EARNINGS_CALENDAR)
  • 2026-11-12 (~34d) — Investor day — post-cloud margin and new-product roadmap (authored)
  • 2027-02-15 (~129d) — TWN records-count and verifier-penetration update (authored)

Forecast Track Record

  • EPS surprise: beat 88% of the last 8 quarters; average surprise +4.1%.

Catalyst Timeline

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

When Catalyst Type Importance Confidence
2026-10-14 (in 4d) September CPI macro ●● 0.8
2026-10-20 (in 10d) Quarterly earnings earnings ●●● 0.95
2026-10-28 (in 18d) FOMC rate decision + press conference macro ●● 0.8
2026-11-12 (in 33d) Investor day — post-cloud margin and new-product roadmap authored ● 0.7
2026-12-09 (in 60d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-12-18 (in 69d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-01-27 (in 109d) FOMC rate decision + press conference macro ●● 0.8
2027-02-15 (in 128d) TWN records-count and verifier-penetration update authored ● 0.7
2027-03-17 (in 158d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-03-19 (in 160d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-04-28 (in 200d) FOMC rate decision + press conference macro ●● 0.8
2027-06-09 (in 242d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-06-18 (in 251d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-09-17 (in 342d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0

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

06Risks & Falsification
Issue Probability Valuation sensitivity Horizon
CFPB / FCRA rulemaking on data furnishing, medical debt or pricing of bureau data medium (~40%) medium - constrains pricing/mix ~3-5% of FV 12-24m
Data-breach liability / privacy litigation (2017-breach legacy sensitivity) low (~15%) medium - reputational and remediation tail ~3% of FV 12-24m

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

Scenario Macro & Key Risks

Scenario Macro assumption Key risk
Structural — AI / Data-Disintermediation Risk AI-driven alternative data, open banking and cashflow underwriting erode reliance on bureau pulls and TWN verifications, capping pricing power. Structural volume/pricing erosion in the core data franchise, not a cyclical dip.
Recession — Hiring / Demand Pullback Recession cuts hiring (fewer employment verifications) and lending volumes (fewer credit pulls) simultaneously. Twin cyclical exposure — labor market and credit cycle turn down together.
Base — Recurring Data + Volume Growth Normal credit and labor markets with mid-single-digit volume growth and steady TWN records expansion. Mortgage volumes stay depressed longer than assumed, dragging blended growth.
Growth — Analytics / New-Product Expansion Post-cloud new-product cadence plus a mortgage-volume recovery drive high-single/low-double-digit organic growth. New-product uptake underdelivers versus the cloud-enabled expectation in the multiple.
Bull — Re-Rate Strong lending tape plus a demonstrated AI-as-tailwind narrative re-rates toward the data-analytics peer premium. Re-rate is sentiment-driven and unwinds fast if disintermediation evidence emerges.

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) 9.95 no
R2-valuation-opportunity expected return vs fair value > 15 (upside_pct) 9.95 no
R3-street-revisions street net rating stance < -0.25 (extended.consensus.street_score) 0.52 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 243.4 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 0.81 YES
R6-vol-regime-shift IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) 1.33 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:

  • US Mortgage revenue YoY < -15% (2 consecutive prints). Mortgage is the most rate-sensitive volume line; a sustained double-digit decline signals the cyclical-demand leg of the bear is materialising rather than a single-quarter air pocket.
  • Consolidated organic revenue growth < 2% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Adjusted EBITDA margin < 31% (2 consecutive prints). The thesis leans on cloud-completion operating leverage; margin slipping below the low-30s despite the finished build would indicate pricing or mix erosion consistent with data-disintermediation pressure.
  • Twin (employer records) database growth YoY < 4% (2 consecutive prints). Workforce Solutions' moat is record depth; decelerating records growth removes the structural pricing engine that underpins the mid-cycle base case.
  • Free cash flow conversion of adjusted net income < 80% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)

Fact / Inference / Speculation

  • FACT: Spot $146; 52-week range $137–$239; engine rating HOLD; house target $160 (+10%). (source: Alpha Vantage 2026-10-09, 10 October 2026)
  • INFERENCE: Triangulated FV $137 (-6% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core; the DCF anchor sits below the multiple-discipline core.
  • SPECULATION: At current prices the embedded bet is that the market keeps paying the current multiple through the capex cycle — a regime call the engine cannot verify from fundamentals alone.
07Portfolio & Options

Conviction Score

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

59.3/100 (confidence band 45.8–72.9), 56th 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 63 15% extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct
financial strength 37 10% extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage
valuation 60 15% upside_pct
growth 56 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 88 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 83 10% enrichment.moat.rating
technical trend (heuristic — no validation record; weight change reserved for AM-060) 22 10% technicals.rsi, technicals.sma_50, technicals.sma_200
macro tailwinds — 10% industry_context.house
risk profile 64 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: 56.3 → 58.9 → 59.5 → 59.0 → 58.8 → 59.3 → 58.0 → 59.4.

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 / Data-Disintermediation Risk 20% $87.00 -40.3% -8.1pp
Recession — Hiring / Demand Pullback 17% $129 -11.4% -1.9pp
Base — Recurring Data + Volume Growth 35% $162 +10.8% +3.8pp
Growth — Analytics / New-Product Expansion 20% $201 +38.0% +7.6pp
Bull — Re-Rate 8% $243 +66.9% +5.3pp
Aggregate Value
Expected return (gross, 1y) +6.7%
Expected return net of SBC dilution +5.1%
Outcome dispersion (σ, from MC p10–p90) 40.8%
Expected Sharpe (rf 4%) 0.07
Downside expectation (prob-weighted loss branches) -10.0%

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

Expected Alpha

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

Component Value
Expected return (gross, 1y) 6.7%
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) 0.71 (as of 2026-10-09)
Equity risk premium 4.5%
Required return 7.7%
Expected alpha -1.0%
Alpha per unit risk (EA/σ) -0.02

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

Probability Cross-Checks

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

Cross-check Ours Comparator Reading
Scenario spread vs options market 31.5% (1σ) 38.3% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 63.0% 50.0% 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 $155.58.

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 60 AI 34
Value 45 Cloud 90
Quality 51 Semis 8
Momentum 11 Consumer 67
Low-Vol 32 Rates 91
USD 44
Energy 34

Market interaction: correlation vs SPY +0.42, vs QQQ +0.30 (trailing ~1y daily returns).

08Model Transparency

Rating Bridge

Rating = HOLD because:

  • Probability-weighted scenario value implies +5% vs spot
  • Monte Carlo median implies +0% vs spot
  • DCF fair value (exit-multiple terminal) implies -22% vs spot
  • Bear case (Structural — AI / Data-Disintermediation Risk) downside is -40% vs spot
  • Net: the valuation anchor itself sits 5.8% below spot, so there is no reward leg to weigh against the bear case and the reward-to-risk ratio is withheld rather than computed off a negative upside. The rating is not asymmetric enough for a Buy and not impaired enough for a Sell — hence Hold.

Model Appendix

DCF — line items

Year Revenue Op income (house path) − Capex + D&A FCF PV(FCF)
FY+1 $7B $1B $0B $0B $1B $1B
FY+2 $7B $1B $0B $0B $1B $1B
FY+3 $7B $2B $0B $0B $1B $1B
FY+4 $8B $2B $0B $0B $1B $1B
FY+5 $8B $2B $0B $0B $1B $1B
Terminal — — — — $1B × 16.0x $14B

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) $5B + PV(terminal) $14B = EV $18B; − net debt $5.1B → equity $13B ÷ diluted shares $0.12B = $113/share (exit-multiple terminal).

  • Gordon terminal → $121/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 ≈ 11% vs WACC 8.5% → above WACC — the build is value-creative.

Peer set

Peer EV/Rev Fwd P/E Growth Op margin
ULS 5.8x 37.3x 6% 18%
TRU 4.3x 16.5x 6% 20%
VRSK 8.8x 23.1x 6% 45%
BAH 1.0x 12.6x 6% 10%
Median 5.0x 19.8x — —

Implied prices at the peer medians: same-sub-industry median fwd P/E → $170; EV/Rev → $228.

Weighted fair-value math

Anchor Value Weight Contribution
DCF $113 41% $46.58
Scenario PWEV $153 29% $45.08
Monte Carlo median $146 18% $25.73
Peer P/E $170 12% $19.97
Triangulated — 100% $137

Assumption Register

Assumption Value Used in Source
WACC 8.5% DCF discount rate estimate (CAPM)
Terminal multiple 16× 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): Model op margin ±3pp (45.0); Revenue CAGR ±3pp (40.0); Terminal × ±15% (35.0); Capex intensity ±15% (17.0); WACC ±1pp (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 $6.3B reported fact 10-K/10-Q via AV High Forecast base, EV/Rev
FY+1 guided revenue $6.7B company guidance Company guidance Medium Forecast, SoP
FY+1 guided EPS $8.5625 company guidance Company guidance Medium Forward P/E, scenarios
Consensus FY EPS $8.5571 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 0.117B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $4.912B 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 16× 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 16×, FY+5 revenue $8B. Triangulation leans 41% on DCF, 29% on PWEV, 18% on the Monte Carlo median, 12% on peer-implied value.

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

Source Log

Source Type Date Used for Reference
Alpha Vantage — GLOBAL_QUOTE / OVERVIEW market data 2026-10-09 Price, market cap, EV, forward P/E Alpha Vantage 2026-10-09
MCH engine — trailing 52 weeks of daily bars derived 2026-10-09 52-week range (intraday high and low over the trailing year of the stock's own daily bars) trailing 52 weeks of own daily bars (intraday high/low, 2025-10-10 to 2026-10-08, 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.

Forecast record. Across 478 scored pre-registered anchors (of 480), the direction implied by our targets has been right 55.2% of the time, above the 50% a coin flip would give, by more than sampling noise at this sample size. Read as probabilities, the targets score worse than a coin flip: a proxy Brier score of 0.253 against 0.25 (lower is better); the probabilities are reconstructed from the price targets, because the engine only began publishing its own on 2026-08-04. By published rating, against each name’s sector ETF (a BUY counts as a hit when it beats it, a SELL when it trails it, a HOLD when it ends within 5 points of it): BUY: 60.0% hits, average alpha +9.6% on 5 scored; HOLD: 31.6%, −1.9% on 418; SELL: 61.4%, −0.5% on 44; STRONG SELL: 33.3%, +0.5% on 6. STRONG BUY: none of its 2 anchors could be scored. Read this page’s price target with that in mind, and see the full accuracy record. Samples are thin and windows short; nothing here is settled in either direction.

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

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