MCH ADVISORY EQUITY RESEARCH
Institutional research — not investment advice ← Library
VRSK HOLD REF $190 PW TARGET $180 (-5% vs spot · 12m PWEV) -5% Single-name research · 25 August 2026
Equity ResearchIndustrials · Research & Consulting Services
VRSK

Verisk Analytics Inc (VRSK)

HOLD. 12-month probability-weighted target $180 (-5% vs spot). P/E Multiple explains 80% of Monte Carlo outcome variance.

HOLD RESEARCH mature cash generator 25 August 2026
$190 $180 (-5% vs spot · 12m PWEV) -5% 12-month probability-weighted
Expected return (1y)-4.9%
Margin of safety-17.8%
Quality80/100
Upside / downside0.9×
Downside probability+68%
Expected alpha (1y)-9.4%
Forward P/E24.1x
Independent DCF$135
Valuation confidencemedium
Key metric to watchOrganic revenue growth (constant-currency)
The case. wide moat, mature cash generator
The problem. house in-line consensus; Organic revenue growth (constant-currency)
What changes our mind. Organic revenue growth (constant-currency) < 0.03

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

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

Contents
01Investment Decision

Investment Committee Summary

Rating HOLD
Internal 5-tier HOLD
Classification · conviction mature cash generator · medium
Evidence 8/8 load-bearing inputs sourced
Triangulated fair value $156 (-18% vs spot · triangulated FV)
12-mo scenario PWEV $180 (-5% vs spot · 12m PWEV)
Next catalyst 2026-09-15 — Ex-dividend $0.50/sh
Primary thesis-break Organic revenue growth (constant-currency) < 0.03 (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 $190
Triangulated Fair Value $156 (-18% vs spot · triangulated FV)
12-mo Scenario PWEV $180 (-5% vs spot · 12m PWEV)
Forward P/E 24.1x
Market Cap $24B
52-Week Range $156–$312

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


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

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

Decision Support — Research OS jump to detail ↓

Research conviction Exp. return (1y) Rules stance Preferred options Next catalyst
66.5/100 (71st pct) -5% 1yr expected Hold Covered Call 21d — Ex-dividend $0.50/sh

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

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

Recommendation: HOLD

Balanced: triangulated fair value $156 (-18% 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 $190 on 25 August 2026, Verisk is rated at roughly 24x forward earnings as a mission-critical data franchise: recurring insurance and analytics subscriptions that renew contractually, mid-single-digit organic growth, and an operating margin of 39% maintained through the cycle. That is a premium to services comparators such as EFX on enterprise value to revenue, and it assumes the proprietary-data moat resists commoditisation. We accept the base but do not extend it. The shares are trading rich to the triangulated fair value of $156, a gap of -18%, with the probability-weighted expected value at $180 and the twelve-month target at $181. The structural and recession weights pull the distribution down about as hard as the expansion states pull it up, so the blend lands close to the price. The multiple, not the earnings, drives most of the Monte Carlo variance — the debate is re-rating risk, not next year's numbers. The discounted cash-flow anchor sits well inside the market rating, which is the flag: the multiple is doing the heavy lifting, against net debt of ~$4.1B. Hence HOLD. The single most damaging risk is data disintermediation — if analytics buyers substitute in-house or cheaper generative tooling, revenue and the multiple compress 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 ($190) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The three weighted valuation anchors bracket the <img src=
Integrated dashboard. The three weighted valuation anchors bracket the $190 spot from $135 to $180 — stretched — spot sits above the skeptical blend.

Anti-Thesis (The Real Bear Case)

The bear mechanism is data disintermediation, and it is not a token hedge. Verisk's premium rests entirely on the assumption that its data and analytics are irreplaceable. Generative and large-language-model tooling lowers the cost of building comparable analytics in-house, and lets smaller vendors approximate outputs that once required Verisk's scale and history. If even a minority of subscribers churn or renegotiate on price, net retention slips, organic growth turns negative, and the operating margin de-levers off a high fixed-cost base — the economics that make the business wonderful in the good state make it fragile in the bad one. Critically, the same shock hits the multiple: a data monopoly re-rates toward a commoditised-vendor level. Earnings and the multiple compress together, which is why the structural path targets a level below the 52-week low rather than a shallow discount.

Key Debate

P/E Multiple explains 80% 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 24.6× consensus forward EPS, vs the house DCF terminal 20.0×, and a peer median 24.8×. The house DCF sits 29% below spot, so the market is pricing in more than the house case — roughly 2.6pp of revenue CAGR.

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

Metric Consensus House Importance
Revenue 3.2 3.3 High
EPS 7.7 7.9 Medium
Target price 237.7 181.0 Medium
03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — AI / Data-Disintermediation Risk' downside ($95.20) to a 'Bull — Re-Rate' bull case ($278); the probability-weighted blend (PWEV $180) is -5% versus spot.

Scenario Probability Target Return vs spot
Structural — AI / Data-Disintermediation Risk 20% $95.20 -50%
Recession — Hiring / Demand Pullback 17% $147 -22%
Base — Recurring Data + Volume Growth 35% $189 -0%
Growth — Analytics / New-Product Expansion 20% $238 +26%
Bull — Re-Rate 8% $278 +47%
Probability-Weighted (PWEV) $180 -5%

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 1.7% of revenue; free cash flow net of SBC is $1.14B. SBC is therefore disclosed, not charged: read the per-share figures as before dilution.

Scenario rationale — the driver path behind every target:

  • Structural — AI / Data-Disintermediation Risk (20%, $95.20). 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%, $147). Cyclical downturn — recurring data & outsourced-process revenue + client volumes + pricing weakens for 1–2 years before normalising.
  • Base — Recurring Data + Volume Growth (35%, $189). Mid-cycle — normalised recurring data & outsourced-process revenue + client volumes + pricing; disciplined capital allocation; steady returns.
  • Growth — Analytics / New-Product Expansion (20%, $238). Upside — analytics + new-product expansion lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Re-Rate (8%, $278). 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 $190 spot; PWEV $180 (-5% vs spot · 12m). the payoff shows modest negative expectancy — downside mass dominates (range $95.20–$278)

Valuation Triangulation

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

Method Basis Fair Value vs Spot Weight in this name's blend
Monte Carlo median (Student-t + regime) multiple $163 -14% 20% (declared 15%)
Peer EV/Revenue re-rate multiple $30.15 -84% 0% — cross-check only
Scenario PWEV multiple $180 -5% 33% (declared 25%)
DCF (5-year + terminal) cash flow + terminal × $135 -29% 47% (declared 35%)
Triangulated (weighted) $156 -18% 100%

The house blend DECLARES five anchor weights — DCF 35%, scenario PWEV 25%, Monte Carlo 15%, sum-of-parts 15%, peer re-rate 10%. For this name sum-of-parts, peer P/E re-rate are not computed, so 25% of the declared weight is redistributed across the anchors that exist — which is why the weights above differ from the declared ones. The fair value is unaffected by this disclosure; the blend has always worked this way.

Peer EV/Revenue re-rate — 0% weight: it duplicates the peer-multiple information already carried by the Peer P/E anchor while ignoring margin mix; weighting both would double-count the peer view. Shown as a cross-check.

Rating vs blend — the key debate. The rating tracks the multiple-discipline fair value (Monte Carlo $163 + scenario PWEV $180, ≈ spot); the weighted blend $156 (-18%) sits below it because the cash-flow DCF ($135) is materially more conservative than the market multiple. Whether the current multiple is justified is the central question for this name — and the principal downside risk to the rating.

Monte Carlo — the outcome distribution

10,000 paths, Student-t shocks (fat tails) with a regime-switching overlay. The median lands at $163 and 32% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (80% 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 $163; P(price > current) 32%. P10–P90: $104–$237.

DCF — the cash-flow anchor

Independent of the market multiple: a 5-year path, WACC 8.5%, 20.0x terminal FCF multiple → $135. This anchor is deliberately the heaviest (47%): it is the valuation least hostage to the current multiple regime.

Independent DCF. WACC 8.5%, 20.0x terminal → <img src=
Independent DCF. WACC 8.5%, 20.0x terminal → $135.

Peer benchmarking — relative value

Against the peer cohort, re-rating to the peer-median EV/Revenue multiple implies $30.15; the peer-median forward P/E is 24.8x, but the engine carries no P/E-implied price for this name (no forward-EPS basis at the peer step). A premium is only justified by superior growth/margins; otherwise it is multiple risk. Excluded from the weighted blend — shown only as a market cross-check.

Cross-sectional peer benchmarking. Peer-median EV/Rev re-rate → $30.15 (peer-median fwd P/E 24.8x; no P/E-implied price).
Cross-sectional peer benchmarking. Peer-median EV/Rev re-rate → $30.15 (peer-median fwd P/E 24.8x; no P/E-implied price).

Across all anchors the spread is 92% of the median — wide (genuine disagreement — the blend carries low valuation confidence).

Sensitivity

DCF/share — WACC × terminal multiple

WACC \ Term× 14.0x 17.0x 20.0x 23.0x 26.0x
6.5% $107 $128 $150 $172 $193
7.5% $101 $122 $142 $163 $184
8.5% $95.52 $115 $135 $155 $175
9.5% $90.45 $109 $128 $147 $166
10.5% $85.63 $104 $122 $140 $158

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

CAGRΔ \ MgnΔ -3.0pp -1.5pp +0.0pp +1.5pp +3.0pp
-3.0pp $103 $109 $114 $119 $124
-1.5pp $113 $119 $124 $130 $135
+0.0pp $123 $129 $135 $141 $147
+1.5pp $134 $140 $147 $153 $159
+3.0pp $145 $152 $159 $165 $172

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

Driver Low High Swing
Revenue CAGR ±3pp $114 $159 $45.00
Terminal × ±15% $115 $155 $40.00
Op margin ±3pp $123 $147 $24.00
WACC ±1pp $128 $142 $14.00
Capex intensity ±15% $129 $141 $12.00

Company lever — SoP/share vs Professional & Data Services multiple (AI re-rating) (base 23.0x)

Multiple 16.1x 19.6x 23.0x 26.4x 29.9x
SoP/share $123 $156 $189 $222 $255

Peer Quality & Weighting

Peer Fwd P/E Growth Op margin Quality Weight cap
EFX 18.0× 6% 17% segment 50%
FDXF 31.6× 4% 6% segment 50%
LUV 16.7× 4% 4% segment 50%
JBHT 37.7× 4% 7% segment 50%

Quality-weighted forward P/E: 26.0× (simple median 24.8×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $156–$312, centre $220 (+16% vs spot); spot sits at the 22nd 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 $156 (-18% vs spot · triangulated FV)
Downside to bear case (Structural — AI / Data-Disintermediation Risk) $95.20 (-50% vs spot · bear scenario)
Reward-to-risk ratio withheld — the triangulated FV is at or below spot, so there is no reward leg to divide by the risk leg
Margin of safety (FV vs spot) -22%
P(price > spot) — Monte Carlo 32%

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): $278.

04Business & Financial Quality

Company Overview & Business Model

Verisk Analytics Inc — INDUSTRIALS · CONSULTING SERVICES. Verisk Analytics, Inc. is an American data analytics and risk assessment firm based in Jersey City, New Jersey, with customers in insurance, natural resources, financial services, government, and risk management sectors. The company uses proprietary data sets and industry expertise to provide predictive analytics and decision support consultations in areas including fraud prevention, actuarial science, insurance coverage, fire protection, catastrophe and weather risk, and data management.

How it makes money.

Segment Rev mix Growth Op margin Key driver
Professional & Data Services 100% +6% 39% recurring data & outsourced-process revenue + client volumes + pricing

Edge. Wide moat — A wide moat from proprietary, contributory insurance data (loss-cost databases no competitor can replicate) plus regulatory-embedded ISO rating products justifies a premium terminal multiple in the low-20s. If generative AI lets carriers disintermediate Verisk's data/analytics (the central bear), the terminal multiple should compress toward the ~16x market, since the entire premium rests on data being non-replicable.

Revenue-Segment Breakdown

The company-specific drivers behind the valuation — each segment carries its own growth, margin, multiple and capex intensity. (Tags: FACT reported · ESTIMATE from disclosures · INFERENCE judgment.)

Segment Revenue Mix Growth Op margin EBIT Multiple Capex % Tag
Professional & Data Services $3.1B 100% 6% 39% $1.2B 23.0x 3% ESTIMATE
EBIT = segment revenue × operating margin (segment EBITDA not shown — per-segment D&A is not separately disclosed).

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Dimension Assessment
driver recurring data & outsourced-process revenue + client volumes + pricing
net_debt_or_cash_b -4.1

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.03
div_yield 0.0103

Structural risk vs optionality (INFERENCE)

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

Balance Sheet & Liquidity

Metric Value
Net debt $2.9B — levered
Net debt / EBITDA 1.89x
Interest coverage (EBIT / interest) 8.1x
Current ratio 1.20x
Lease obligations $0.2B
Cash & ST investments $2.2B

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

Capital Allocation

Metric Value
Free cash flow $1.2B
Buybacks / dividends $0.6B / $0.2B
Total shareholder yield 3.6%
Payout as % of FCF 73.4%
Reinvestment (capex / OCF) 17.0%
SBC as % of FCF 4.5%
Allocation stance returns-heavy

Free-Cash-Flow Quality

Metric Value
FCF margin 38.5%
FCF conversion (FCF / net income) 131.3%
FCF yield 4.9%
Capex intensity (capex / revenue) 7.9%
FCF − SBC (diagnostic) $1.1B
Capex split (maint / growth) 70% / 30% — Capital-light data/analytics model; capex ~3% of revenue. Maintenance is data-platform/cloud upkeep; growth funds new-dataset ingestion and AI/analytics platform build. Most growth investment runs through opex (R&D), not capitalised capex.

Accounting quality: SBC 1% of revenue; cash conversion (OCF/NI) 158% — cash-backed.

Competitive Moat

Moat sources:

  • Contributory-data network effect: carriers pool loss data with Verisk that no single carrier could assemble alone
  • ISO rating/actuarial products embedded in state insurance-regulatory filings (regulatory switching cost)
  • Proprietary claims, catastrophe (extreme-event models) and property datasets accumulated over decades
  • High recurring/subscription mix with contractual renewals across the P&C insurance value chain
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 +0.34 vs analyst floor +0.00delta +0.34 (n=23 mgmt / 15 Q&A; 36th pctile across the S&P book, z -0.4).

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

Quarter Mgmt Analyst Delta
2026Q2 +0.34 +0.00 +0.34
2026Q1 +0.40 +0.00 +0.40
2025Q4 +0.36 +0.23 +0.14
2025Q3 +0.33 +0.08 +0.25

News (last 365d, 1314 articles): avg ticker sentiment +0.15 (bullish 20% / bearish 4%)

Consensus & Market Expectations

Reference Value
Street target (mean) $238 (+25% vs spot · street)
House target $181 (-23.9% vs street)
Sell-side coverage 19 analysts (SB 3 / B 7 / H 9 / S 0 / SS 0; net score 0.34)
Consensus FY EPS $7.71 (reference only — house values on EV/EBITDA)
Consensus FY revenue $3.2B; house in-line (+2.4%)

_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

  • 2026-10-15 (~52d) — Extreme-event / catastrophe-model major version release (authored)
  • 2027-01-01 (~130d) — Annual subscription price-increase and renewal cycle for core insurance datasets (authored)

Forecast Track Record

  • EPS surprise: beat 100% of the last 8 quarters; average surprise +4.5%.
  • Prior-forecast backtest (13 snapshots, 2026-06-27→2026-08-20): directional hit-rate 85%; mean predicted -6.6% vs realised -2.2%. 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.

When Catalyst Type Importance Confidence
2026-09-15 (in 21d) Ex-dividend $0.50/sh dividend 0.9
2026-09-16 (in 22d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-09-18 (in 24d) Quarterly options-expiry cluster (3rd Friday) opex_cluster 1.0
2026-10-14 (in 50d) September CPI macro ●● 0.8
2026-10-15 (in 51d) Extreme-event / catastrophe-model major version release authored 0.7
2026-10-28 (in 64d) FOMC rate decision + press conference macro ●● 0.8
2026-12-09 (in 106d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-12-18 (in 115d) Quarterly options-expiry cluster (3rd Friday) opex_cluster 1.0
2027-01-01 (in 129d) Annual subscription price-increase and renewal cycle for core insurance datasets authored 0.7
2027-01-27 (in 155d) FOMC rate decision + press conference macro ●● 0.8
2027-03-17 (in 204d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-03-19 (in 206d) Quarterly options-expiry cluster (3rd Friday) opex_cluster 1.0
2027-04-28 (in 246d) FOMC rate decision + press conference macro ●● 0.8
2027-06-09 (in 288d) FOMC rate decision + SEP dot plot macro ●● 0.8

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

06Risks & Falsification
Issue Probability Valuation sensitivity Horizon
Insurance data-use and AI-in-underwriting regulation (state NAIC bias/AI rules) governing how carriers use analytics medium (~35%) medium - restrictions on algorithmic underwriting could dampen analytics demand, ~5-8% of FV 12-24m
Data-privacy / consumer-data regulation constraining the contributory data pool low (~20%) medium - a hit to data breadth would erode the network-effect moat, ~5% 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 Generative AI plus large carriers building in-house analytics structurally erode the value of Verisk's data intermediation The contributory-data moat is bypassed as scaled carriers self-serve, collapsing pricing power and terminal value
Recession — Hiring / Demand Pullback A macro slowdown cuts insurance-transaction volumes and discretionary analytics spend for 12-24 months Volume-linked (non-subscription) revenue and new-module adoption stall, exposing how much growth is cyclical
Base — Recurring Data + Volume Growth Mid-single-digit organic growth from subscription pricing plus steady insurance-transaction volumes Organic growth drifts to the low end as mature datasets saturate and new products under-contribute
Growth — Analytics / New-Product Expansion Successful AI-enabled analytics and adjacency expansion (life, international, extreme-event) lifting organic growth above trend New-product bets require heavier reinvestment, so growth comes at the cost of the margin the multiple assumes
Bull — Re-Rate A quality-compounder risk-on tape re-rates recurring-revenue data franchises to a premium multiple The re-rate ignores the unresolved AI-disintermediation question and reverses if that bear thesis gains traction

Decision Rules (Machine-Checked)

Stance: Hold — 0 bullish / 0 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) -4.51 no
R2-valuation-opportunity expected return vs fair value > 15 (upside_pct) -4.51 no
R3-street-revisions street net rating stance < -0.25 (extended.consensus.street_score) 0.34 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 158.1 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 0.97 no
R6-vol-regime-shift IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) 0.84 no

Machine-checked rules over disclosed inputs. The authored falsification triggers elsewhere in this report are analyst judgment and are NOT evaluated here. The stance is a portfolio-management signal and does not modify the published research rating.

Reasons the Thesis Could Fail (Falsifiable)

Pre-registered signals that would break the thesis — each polices a specific scenario boundary and is checked at every earnings update:

  • Organic revenue growth (constant-currency) < 0.03 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Adjusted operating margin < 0.36 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Subscription / recurring revenue retention (net dollar retention) < 0.98 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Capital expenditure (annual, capitalised software + property) > 0.35 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Free cash flow conversion (FCF / adjusted net income) < 0.9 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)

Fact / Inference / Speculation

  • FACT: Spot $190; 52-week range $156–$312; engine rating HOLD; house target $181 (-5%). (source: Alpha Vantage 2026-08-24, 25 August 2026)
  • INFERENCE: Triangulated FV $156 (-18% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core; the cash-flow 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.

66.5/100 (confidence band 54.0–78.9), 71st percentile of 858 covered names (as of 2026-08-24). Weighted composite under config ros-1.19.0 — every component and its inputs below.

Component Score (0–100) Weight Inputs
business quality 80 15% extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct
financial strength 50 10% extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage
valuation 46 15% upside_pct
growth 56 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 100 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 91 10% enrichment.moat.rating
technical trend (heuristic — no validation record; weight change reserved for AM-060) 54 10% technicals.rsi, technicals.sma_50, technicals.sma_200
macro tailwinds 10% industry_context.house
risk profile 59 10% monte_carlo.prob_above_current, monte_carlo.p10, monte_carlo.p90, monte_carlo.median

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

Score history: 63.8 → 63.8 → 64.7 → 63.8 → 63.8 → 63.5 → 63.8 → 63.8.

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% $95.20 -49.8% -10.0pp
Recession — Hiring / Demand Pullback 17% $147 -22.2% -3.8pp
Base — Recurring Data + Volume Growth 35% $189 -0.1% -0.0pp
Growth — Analytics / New-Product Expansion 20% $238 +25.7% +5.1pp
Bull — Re-Rate 8% $278 +46.6% +3.7pp
Aggregate Value
Expected return (gross, 1y) -4.9%
Expected return net of SBC dilution -4.9%
Outcome dispersion (σ, from MC p10–p90) 27.3%
Expected Sharpe (rf 4%) -0.33
Downside expectation (prob-weighted loss branches) -13.8%

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) -4.9%
Risk-free rate 4.01% (1y proxy (3m/2y midpoint; AV lacks a 1y tenor), as of 2026-08-13)
Beta (shrunk, 1y vs SPY) 0.12 (as of 2026-08-24)
Equity risk premium 4.5%
Required return 4.5%
Expected alpha -9.4%
Alpha per unit risk (EA/σ) -0.35

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 29.3% (1σ) 26.7% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 28.0% 31.7% the two expressions of our own view agree
Realised scenario frequency 23 dated anchors 23 dated anchors available; realised-vs-prior comparison is now meaningful.

Authored set: 5 scenarios, probabilities summing to 1.0, mean target $180.26.

Factor Exposures

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

Style Percentile Theme Percentile
Growth 47 AI 5
Value 35 Cloud 78
Quality 89 Semis 2
Momentum 11 Consumer 10
Low-Vol 46 Rates 21
USD 96
Energy 73

Market interaction: correlation vs SPY +0.11, vs QQQ +0.02 (trailing ~1y daily returns).

Options Intelligence

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

  • range-bound with fair premium — harvest income against a holding
  • Direction neutral from the overlay conviction/rating (read-only input).
  • IV/RV at the 39th 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 is in contango (longer-dated richer, slope +1.9pp) — favour longer-dated ownership (LEAPS) or calendars that are long the cheaper front.

IV term structure (contango, slope +1.9pp): 25-DTE 34% · 116-DTE 36% · 207-DTE 36%

Priced structure Value
Legs Short 200 C
Expiry 2026-09-18
Income yield 1.4%

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

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

Position Sizing Framework

Parameter Value
Initial position 0.55% NAV
Maximum position 0.92% NAV
Risk budget 1.50% NAV
Annualized outcome σ (MC) 27.3%
Indicative holding period 3–12 months
Liquidity high, ~$302M ADV (adv usd 21 (split-adjusted 21d average, AM-046)), ~0.1 days to exit
Rebalancing trigger position drifts ±25% from target weight, or the decision-rules stance changes

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

Options Overlay

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

Market signals — ATM IV 33.7% (moderate regime) · expected move ±7.0% (2026-09-18) · put/call OI 0.69 · ATM Δ 0.52 / Θ -0.14 / ν 0.20. Direction: NEUTRAL (implied return -17.8% to triangulated fair value $155.76).

Covered Call (if held) (Income / neutral) — Short 200 C · 2026-09-18 · premium $2.75 · yield 1.4% · priced from the listed chain (EOD marks)

Converts a near-fair holding into income by agreeing to sell at a higher strike — worth weighing when upside looks limited near fair value and being called away is acceptable. Illustrative — no outcome is implied or guaranteed.

Put Spread (income) (Income / would-own) — Short 175 P / Long 160 P · 2026-10-16 · net $1.75 · net entry $173.25 · yield 1.0% · RoR 13.0% · max loss $13.25 · priced from the listed chain (EOD marks)

Gets paid to wait for a lower entry, with the tail capped: the sold put collects premium while the cheaper long wing below it caps the maximum loss at the spread width — a defined-risk alternative to a naked cash-secured put.

Protective Collar (if held) (Hedge) — Long 170 P / Short 210 C · 2027-03-19 · net $4.25 · floor -10.0% · 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.

08Model Transparency

Rating Bridge

Rating = HOLD because:

  • Probability-weighted scenario value implies -5% vs spot
  • Monte Carlo median implies -14% vs spot
  • DCF fair value implies -29% vs spot
  • Bear case (Structural — AI / Data-Disintermediation Risk) downside is -50% vs spot
  • Net: the valuation anchor itself sits 17.8% 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 − Capex + D&A FCF PV(FCF)
FY+1 $3B $1B $0B $0B $1B $1B
FY+2 $3B $1B $0B $0B $1B $1B
FY+3 $4B $2B $0B $0B $1B $1B
FY+4 $4B $2B $0B $0B $1B $1B
FY+5 $4B $2B $0B $0B $1B $1B
Terminal $1B × 20.0x $17B

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) $17B = EV $21B; − net debt $4.1B → equity $17B ÷ diluted shares $0.13B = $135/share (exit-multiple terminal).

  • Gordon terminal at 2.5% → $116/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 ≈ 19% vs WACC 8.5% → above WACC — the build is value-creative.

Peer set

Peer EV/Rev Fwd P/E Growth Op margin
EFX 3.7x 18.0x 6% 17%
FDXF 2.9x 31.6x 4% 6%
LUV 1.0x 16.7x 4% 4%
JBHT 2.2x 37.7x 4% 7%
Median 2.6x 24.8x

Implied prices at the peer medians: EV/Rev → $30.15 (no P/E-implied price — no forward-EPS basis at the peer step).

Weighted fair-value math

Anchor Value Weight Contribution
DCF $135 47% $63.02
Scenario PWEV $180 33% $60.09
Monte Carlo median $163 20% $32.65
Triangulated 100% $156

Assumption Register

Assumption Value Used in Source
WACC 8.5% DCF discount rate estimate (CAPM)
Terminal multiple 20× DCF exit value estimate (peer-anchored)
Terminal growth 2.5% DCF Gordon terminal estimate
SBC dilution 0.0%/yr PWEV, MC, DCF (charged once) estimate (from SBC/rev)
EPS basis consensus forward EPS (broker-adjusted, non-GAAP) all forward P/E & scenario multiples definition

Sensitivity-ranked drivers (widest fair-value swing first): Revenue CAGR ±3pp (45.0); Terminal × ±15% (40.0); Op margin ±3pp (24.0); WACC ±1pp (14.0); 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.)

Input Value Type Source Confidence Used in
Revenue TTM $3.1B reported fact 10-K/10-Q via AV High Forecast base, EV/Rev
FY+1 guided revenue $3.3B company guidance Company guidance Medium Forecast, SoP
Consensus FY EPS $7.7093 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 0.128B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $2.858B 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 20× house estimate Peer/historical range Medium DCF exit value
Terminal growth 2.5% house estimate Long-run GDP+ Medium DCF Gordon terminal

Research Provenance

Field Value
Quantitative engine mch_stock_engine v2.0
Research OS config ros-1.19.0
Analysis as-of 2026-08-25 (prices 2026-08-24)
Narrative authorship claude-opus-5 · Claude Code, supervised, drafted 2026-08-16
Human review Marinus 2026-08-16
Evidence 8/8 load-bearing inputs sourced; 13/14 mandated claims cited
QA scanned post-emit by the document-QA layer; the publication label (Draft / Research / Decision-level) is stamped on the published page, not authored here

Load-Bearing Assumptions

DCF: WACC 8.5%, terminal multiple 20×, FY+5 revenue $4B. Triangulation leans 47% on DCF, 33% on PWEV, 20% on the Monte Carlo median.

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

Source Log

Source Type Date Used for Reference
Alpha Vantage — GLOBAL_QUOTE / OVERVIEW market data 2026-08-24 Price, market cap, EV, 52-week range, forward P/E Alpha Vantage 2026-08-24
Company income statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-08-24 Revenue, gross/operating margin, EBIT, interest expense INCOME_STATEMENT / latest annual
Company balance sheet (10-K / 10-Q) via Alpha Vantage reported fact 2026-08-24 Cash, debt, net debt, leases, equity, coverage BALANCE_SHEET / latest annual
Company cash-flow statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-08-24 Operating cash flow, capex, FCF, buybacks, dividends, SBC CASH_FLOW / latest annual
Company earnings releases via Alpha Vantage reported fact 2026-08-24 Reported EPS, surprise history EARNINGS / quarterly
Sell-side consensus via Alpha Vantage consensus estimate 2026-08-24 Forward revenue/EPS consensus, analyst count EARNINGS_ESTIMATES
Earnings calendar via Alpha Vantage market data 2026-08-24 Next earnings date, catalyst timing EARNINGS_CALENDAR
Company guidance company guidance 2026-08-24 FY guided revenue / non-GAAP EPS basis company guidance / earnings call
MCH segment model (from filings & disclosures) house estimate 2026-08-24 Segment revenue, margins, multiples, AI decomposition company_context (authored, tagged)
MCH qualitative analysis inference 2026-08-24 Moat, regulatory risk, scenario macro, catalysts company_context enrichment (authored)
MCH investment thesis & falsification triggers house estimate 2026-08-24 Thesis, anti-thesis, thesis-break signals authored §5.3

Citation coverage: 13/14 mandated claims sourced. Filing URLs are not available via the market-data provider; company statements are cited as 10-K/10-Q via Alpha Vantage.

Data Sources

  • Prices, fundamentals, options chain, earnings — Alpha Vantage.
  • Company filings (10-K / 10-Q)SEC filings via EDGAR.

Disclosures & Limitations

This report is for informational and research purposes only. It is not personalised investment advice and does not consider any investor's objectives, financial situation, risk tolerance, tax position, or liquidity needs.

  • This report is produced by the MCH Advisory quantitative research engine — valuation, scenarios, Monte Carlo and the decision layer are generated systematically from the disclosed inputs and the archetype/industry driver sets, and reviewed rather than written name-by-name. Every figure reconciles to the appendix and every score exposes its inputs.
  • No suitability assessment has been performed for any individual.
  • Market data may be delayed or inaccurate; figures are as of the analysis date.
  • Model outputs (fair values, targets, scenario probabilities) are estimates and may be wrong.
  • Forecasts are uncertain; past performance is not indicative of future returns.
  • The author or publisher may hold positions in securities mentioned.
  • Users should verify information against primary sources (company filings) before acting.
  • Investing involves risk of loss; there is no guarantee any target price is achieved.
  • Ratings follow a defined research methodology (12-month expected-return thresholds), not individual circumstances.

Forecast record. Across 480 pre-registered anchors, the direction implied by our targets has been right 43.6% of the time — below the 50% a coin flip would give, with a Brier score of 0.268 against 0.25 for that same coin flip (lower is better). The tier-level picture is mixed: sector-relative alpha on SELL calls excludes zero, on BUY calls it does not, and the flattering aggregate is carried by HOLD, which counts as a hit merely for tracking its benchmark. Read the target below with that in mind — and see the full accuracy record. Samples are thin and windows short; nothing here is settled in either direction.

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