MCH ANALYSIS EQUITY RESEARCH
General research — not personal financial advice ← Library
AMG HOLD REF $387 PW TARGET $363 (-6% vs spot · 12m PWEV) -6% Single-name research · 10 October 2026
Equity ResearchFinancials · Asset Management & Custody Banks
AMG

Affiliated Managers Group, Inc. (AMG)

HOLD. 12-month probability-weighted target $363 (-6% vs spot). P/E Multiple explains 84% of Monte Carlo outcome variance.

HOLD RESEARCH mature cash generator 10 October 2026
$387 → $363 (-6% vs spot · 12m PWEV) -6% 12-month probability-weighted
Expected return (1y)-6.4%
Fair value vs price-14.0%
Quality74/100
Bull / bear scenario ratio1.2×
Downside probability66%
Expected alpha (1y)-13.5%
Forward P/E—
DCF (exit-multiple terminal)$311 · terminal 60% of EV
Valuation confidencemedium
Key metric to watchFY revenue ($B)
The case. mature cash generator
The problem. house in-line consensus; FY revenue ($B)
What changes our mind. FY revenue ($B) < 2.35

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 6/8 load-bearing inputs sourced — missing: Capex, Peer multiples
Triangulated fair value $333 (-14% vs spot · triangulated FV)
12-mo scenario PWEV $363 (-6% vs spot · 12m PWEV)
Next catalyst 2026-11-02 — Quarterly earnings
Primary thesis-break FY revenue ($B) < 2.35 (next reported fiscal year)
Decision detail — rating tables & Research OS strip

Rating: HOLD

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

Metric Value
Current Price $387
Triangulated Fair Value $333 (-14% vs spot · triangulated FV)
12-mo Scenario PWEV $363 (-6% vs spot · 12m PWEV)
Market Cap $10B
52-Week Range $230–$393 (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 three weighted anchors — an intrinsic DCF, a scenario-weighted PWEV and a Monte Carlo median (Student-t + regime switching). 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
62.7/100 (71st pct) -4% 1yr expected Hold 23d — 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 $333 (-14% 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 $387 (10 October 2026) Affiliated Managers Group is valued as an affiliate-equity holding company whose earnings track assets under management, the realised fee rate, and performance and carry income. The house view for the Financials — Asset Mgmt cluster splits the outcome between Fee Compression / Outflows / Market De-Rate on the downside and Upside — Alts / Private-Markets Inflows on the upside, with Mid-Cycle — AUM + Fee Growth as the central path; the equity is a geared claim on which of the three arrives, since the parent owns economic interests rather than the assets themselves. Probability-weighting that tree gives $363, the twelve-month target is $363, and the triangulated fair value is $333, leaving the shares trading rich to the anchor set by -14%. HOLD follows from that gap rather than from any operational complaint. One caveat is owed: the simulation's probability of clearing spot falls below the plausible band for a liquid equity, which suggests the bear weighting may be too severe, so the gap is a direction to respect rather than a magnitude to trust. The most damaging risk is that fee compression and net outflows reduce earnings and the multiple simultaneously.

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 ($387) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The three weighted valuation anchors run from $311 to $363, all below the $387 spot — stretched — spot sits above the skeptical blend.
Integrated dashboard. The three weighted valuation anchors run from $311 to $363, all below the $387 spot — stretched — spot sits above the skeptical blend.

Anti-Thesis (The Real Bear Case)

The bear case is the affiliate model working in reverse. The group does not run the assets; it owns economic interests in boutiques whose fee rates are set by a market migrating to passive vehicles and to lower-priced mandates. In Fee Compression / Outflows / Market De-Rate the three lines that carry earnings fail together: markets fall, net flows turn negative on top of the market decline, and the realised fee rate ratchets down as clients reprice. Performance and carry income — the most cyclical component — disappears first and does not accrue at all in a drawdown. The structural path lands below the 52-week low on the heaviest single bear weight in the tree — a live state, not a tail.

Key Debate

P/E Multiple explains 84% 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 10.5× consensus forward EPS, vs the house DCF terminal 8.0×. The house DCF sits 20% 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 FCF-driven.

Metric Consensus House Importance
Revenue 2.5 2.4 High
EPS 37.0 37.0 Medium
Target price 438.3 362.6 Medium

Historical-range cross-check: 52-week range $230–$393, centre $301 (-22% vs spot); spot sits at the 96th percentile of the range. Low-weight mean-reversion cross-check, not a fundamental anchor.

03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — Fee Compression / Outflows / De-Rate' downside ($163) to a 'Bull — Re-Rate' bull case ($654); the probability-weighted blend (PWEV $363) is -6% versus spot.

Scenario Probability Target Return vs spot
Structural — Fee Compression / Outflows / De-Rate 20% $163 -58%
Market-Drawdown / Outflows 17% $276 -29%
Base — AUM + Fee Growth 35% $384 -1%
Growth — Alts / Private-Markets Inflows 20% $518 +34%
Bull — Re-Rate 8% $654 +69%
Probability-Weighted (PWEV, after SBC dilution) — $363 -6%

SBC charge: scenario targets are gross per-share prices; the PWEV is reduced by one year of stock-based-compensation dilution (2.0% of shares, on SBC ≈ 5% of revenue), trimming the gross PWEV of $370 to $363 (-2.0%). SBC is charged once, as dilution — never also deducted from FCF.

Scenario rationale — the driver path behind every target:

  • Structural — Fee Compression / Outflows / De-Rate (20%, $163). Structural impairment — fee compression / outflows / market de-rate: earnings AND the multiple compress together. Target sits below the 52-week low by construction.
  • Market-Drawdown / Outflows (17%, $276). Cyclical downturn — AUM (markets + flows) + fee rate + performance/carry (alts: fundraising momentum) weakens for 1–2 years before normalising.
  • Base — AUM + Fee Growth (35%, $384). Mid-cycle — normalised AUM (markets + flows) + fee rate + performance/carry (alts: fundraising momentum); disciplined capital allocation; steady returns.
  • Growth — Alts / Private-Markets Inflows (20%, $518). Upside — alts / private-markets inflows lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Re-Rate (8%, $654). Upside tail — sustained tight conditions or a structural re-rate on alts / private-markets inflows.
Five-scenario tree. Probability-weighted targets around the $387 spot; PWEV $363 (-6% vs spot · 12m). the payoff shows modest negative expectancy — downside mass dominates (range <img src=
Five-scenario tree. Probability-weighted targets around the $387 spot; PWEV $363 (-6% vs spot · 12m). the payoff shows modest negative expectancy — downside mass dominates (range $163–$654)

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 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 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 $335 -13% 20% (declared 15%)
Scenario PWEV multiple $363 -6% 33% (declared 25%)
DCF (5-year + exit-multiple terminal) cash flow + terminal × $311 -20% 47% (declared 35%)
Triangulated (weighted) — $333 -14% 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. The company-lever row in the Sensitivity section is an illustrative EBIT × multiple value, not a sum-of-parts anchor.

Monte Carlo — the outcome distribution

10,000 paths, Student-t shocks (fat tails) with a regime-switching overlay. The median lands at $335 and 34% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (84% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.

Monte Carlo distribution. Median $335; P(price > current) 34%. P10–P90: $204–$519.
Monte Carlo distribution. Median $335; P(price > current) 34%. P10–P90: $204–$519.

DCF — explicit-period cash flows with an exit-multiple terminal

A 5-year cash-flow path discounted at a WACC of 10.0%, plus a terminal value of final-year FCF × 8.0x — a terminal multiple equal to 0.85 × the base multiple that the Monte Carlo and the scenario tree also use → $311. The terminal value is 60% of enterprise value, so this anchor moves with the multiple assumption. The heaviest anchor in this blend (47%); because its terminal is a market multiple, it is not independent of the multiple-driven anchors.

DCF (exit-multiple terminal). WACC 10.0%, 8.0x terminal → $311; terminal 60% of EV.
DCF (exit-multiple terminal). WACC 10.0%, 8.0x terminal → $311; terminal 60% of EV.

Peer benchmarking — relative value

Against the peer cohort the engine carries no peer-implied price for this name — no P/E-implied price is carried for this name, and no revenue basis either — so the cohort is shown for context only. 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 cohort shown for context; no peer-implied price.
Cross-sectional peer benchmarking. Peer cohort shown for context; no peer-implied price.

Across all anchors the spread is 15% of the median — moderate (healthy method disagreement — read the blend with care).

Sensitivity

DCF/share — WACC × terminal multiple

WACC \ Term× 5.6x 6.8x 8.0x 9.2x 10.4x
8.0% $264 $304 $344 $384 $424
9.0% $251 $289 $327 $365 $403
10.0% $239 $275 $311 $348 $384
11.0% $227 $262 $296 $331 $366
12.0% $216 $249 $282 $315 $349

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 $247 $256 $266 $275 $285
-1.5pp $268 $278 $288 $298 $308
+0.0pp $290 $301 $311 $322 $333
+1.5pp $313 $325 $336 $347 $359
+3.0pp $338 $350 $362 $374 $386

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

Driver Low High Swing
Revenue CAGR ±3pp $266 $362 $96.00
Terminal × ±15% $275 $348 $73.00
Model op margin ±3pp $290 $333 $43.00
WACC ±1pp $296 $327 $31.00
Capex intensity ±15% $310 $313 $3.00

Company lever — value at the base multiple vs Asset Management multiple (base 10.0x)

Multiple 7.0x 8.5x 10.0x 11.5x 13.0x
Value at the base multiple (EBIT × multiple; illustrative, not a blend anchor) $144 $196 $247 $299 $350

Illustrative: segment EBIT × multiple, plus net cash, over basic shares — it does not enter the triangulated fair value.

Risk / Reward & Margin of Safety

Metric Value
Upside to triangulated FV (FV ÷ price − 1) $333 (-14% vs spot · triangulated FV)
Downside to lowest scenario (Structural — Fee Compression / Outflows / De-Rate) $163 (-58% 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) -16%
P(price > spot) — Monte Carlo 34%

That ratio is (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — Fee Compression / Outflows / De-Rate' target ÷ price). 'Structural — Fee Compression / Outflows / De-Rate' ($163, 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): $654.

04Business & Financial Quality

Company Overview & Business Model

Affiliated Managers Group, Inc. — FINANCIAL SERVICES · ASSET MANAGEMENT. Affiliated Managers Group, Inc., through its affiliates, is an asset management company providing investment management services to mutual funds, institutional clients and high net worth individuals in the United States. The company is headquartered in Prides Crossing, Massachusetts.

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
Asset Management 100% +6% 40% AUM (markets + flows) + fee rate + performance/carry (alts: fundraising momentum)

† 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.

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
Asset Management $2.3B 100% 6% 40% $0.9B 10.0x 1% 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.

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Dimension Assessment
driver AUM (markets + flows) + fee rate + performance/carry (alts: fundraising momentum)
net_debt_or_cash_b -2.59

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.01
div_yield 0.0001

Structural risk vs optionality (INFERENCE)

Dimension Assessment
downside fee compression / outflows / market de-rate
upside alts / private-markets inflows

Industry Context — Financials — Asset Mgmt

This name sits in the Financials — Asset Mgmt cluster as a asset management name. AUM (markets + flows) + fee rate + performance/carry (alts: fundraising momentum). Its scenarios are not guessed in isolation — they inherit a single, shared view of the cluster's driver cycle, so the names that depend on the same event are mutually consistent.

Value chain: CG (asset management) · CRBG (asset management) · SEIC (asset management) · AMG (asset management) · HLNE (asset management) · FHI (asset management)

Shared state Capex path House view This name implies
Fee Compression / Outflows / Market De-Rate not stated 37% 37%
Mid-Cycle — AUM + Fee Growth not stated 35% 35%
Upside — Alts / Private-Markets Inflows not stated 28% 28%

Mapping note: name-level 'Structural — Fee Compression / Outflows / De-Rate' (20%) + 'Market-Drawdown / Outflows' (17%) map to cluster Fee Compression / Outflows / Market De-Rate (37%); name-level 'Growth — Alts / Private-Markets Inflows' (20%) + 'Bull — Re-Rate' (8%) map to cluster Upside — Alts / Private-Markets Inflows (28%) — the cluster row is the SUM of the mapped scenario probabilities, not a different estimate.

On the cluster's key downside — Fee Compression / Outflows / Market De-Rate — this name implies 37% vs the cluster house view of 37% (in line with the house). The cluster's full cross-stock reconciliation governs that the names which ride the same capex cycle assign it comparable odds.

Structure: Shared State — The Financials — Asset Mgmt cycle is the shared macro driver. Driver — AUM (markets + flows) + fee rate + performance/carry (alts fundraising). Dispersion — Members differ by cyclicality (quality compounders vs deep cyclicals).

Balance Sheet & Liquidity

Metric Value
Net debt $2.0B — highly levered
Net debt / EBITDA 3.23x
Interest coverage (EBIT / interest) 9.7x
Current ratio 1.34x
Cash & ST investments $0.7B

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

Capital Allocation

Metric Value
Free cash flow $1.0B
Buybacks / dividends $0.7B / $0.0B
Total shareholder yield 6.8%
Payout as % of FCF 70.3%
Reinvestment (capex / OCF) 0.6%
SBC as % of FCF 20.2%
Allocation stance returns-heavy

Free-Cash-Flow Quality

Metric Value
FCF margin 43.7%
FCF conversion (FCF / net income) 140.2%
FCF yield 9.6%
Capex intensity (capex / revenue) 0.3%
FCF − SBC (diagnostic) $0.8B

Accounting quality: SBC 5% of revenue; cash conversion (OCF/NI) 141% — cash-backed.

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 (2026Q1): management +0.62 vs analyst floor +0.05 → delta +0.57 (n=11 mgmt / 4 Q&A; 82nd pctile across the S&P book, z +1.0).

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

Quarter Mgmt Analyst Delta
2026Q1 +0.62 +0.05 +0.57
2025Q4 +0.64 +0.40 +0.24
2025Q3 +0.52 +0.30 +0.22
2025Q1 +0.62 +0.24 +0.38

News (last 365d, 170 articles): avg ticker sentiment +0.23 (bullish 32% / bearish 2%)

Consensus & Market Expectations

Reference Value
Street target (mean) $438 (+13% vs spot · street)
House target $363 (-17.3% vs street)
Sell-side coverage 7 analysts (SB 1 / B 5 / H 1 / S 0 / SS 0; net score 0.5)
Consensus FY EPS $36.98 (reference only — house values on EV/EBITDA)
Consensus FY revenue $2.5B; house in-line (-3.0%)

_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

  • 2026-11-02 (~24d) — Quarterly earnings — est. EPS $8.58 (AV EARNINGS_CALENDAR)

Forecast Track Record

  • EPS surprise: beat 88% of the last 8 quarters; average surprise +3.8%.

Catalyst Timeline

5 catalysts in the next 90 days (of 12 tracked). Importance 1–3; confidence 0–1.

When Catalyst Type Importance Confidence
2026-10-14 (in 4d) September CPI macro ●● 0.8
2026-10-28 (in 18d) FOMC rate decision + press conference macro ●● 0.8
2026-11-02 (in 23d) Quarterly earnings earnings ●●● 0.95
2026-12-09 (in 60d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-12-18 (in 69d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-01-27 (in 109d) FOMC rate decision + press conference macro ●● 0.8
2027-03-17 (in 158d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-03-19 (in 160d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-04-28 (in 200d) FOMC rate decision + press conference macro ●● 0.8
2027-06-09 (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

Decision Rules (Machine-Checked)

Stance: Hold — 0 bullish / 0 bearish / 1 caution rules triggered of 6 evaluable (0 lacked data).

Rule Condition Observed Triggered
R1-valuation-stretch expected return vs fair value < -12 (upside_pct) -6.37 no
R2-valuation-opportunity expected return vs fair value > 15 (upside_pct) -6.37 no
R3-street-revisions street net rating stance < -0.25 (extended.consensus.street_score) 0.5 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 141.0 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 1.19 no
R6-vol-regime-shift IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) 1.55 YES

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:

  • FY revenue ($B) < 2.35 (next reported fiscal year). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Probability-weighted fair value (PWEV) at the next re-run < 387.26 (any scheduled re-run). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Share price (close) < 162.73 (5 consecutive sessions). (rationale withheld pending re-authoring — frozen figure or verdict)

Fact / Inference / Speculation

  • FACT: Spot $387; 52-week range $230–$393; engine rating HOLD; house target $363 (-6%). (source: Alpha Vantage 2026-10-09, 10 October 2026)
  • INFERENCE: Triangulated FV $333 (-14% 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.

62.7/100 (confidence band 53.3–72.2), 71st 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 74 15% extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct
financial strength 35 10% extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage
valuation 44 15% upside_pct
growth 51 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 88 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 56 10%
technical trend (heuristic — no validation record; weight change reserved for AM-060) 89 10% technicals.rsi, technicals.sma_50, technicals.sma_200
macro tailwinds 76 10% industry_context.house
risk profile 57 10% monte_carlo.prob_above_current, monte_carlo.p10, monte_carlo.p90, monte_carlo.median

Score history: 58.0 → 57.9 → 58.4 → 57.9 → 58.3 → 63.1 → 63.2 → 62.8.

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 — Fee Compression / Outflows / De-Rate 20% $163 -58.0% -11.6pp
Market-Drawdown / Outflows 17% $276 -28.6% -4.9pp
Base — AUM + Fee Growth 35% $384 -0.9% -0.3pp
Growth — Alts / Private-Markets Inflows 20% $518 +33.8% +6.8pp
Bull — Re-Rate 8% $654 +69.0% +5.5pp
Aggregate Value
Expected return (gross, 1y) -4.5%
Expected return net of SBC dilution -6.4%
Outcome dispersion (σ, from MC p10–p90) 31.8%
Expected Sharpe (rf 4%) -0.27
Downside expectation (prob-weighted loss branches) -16.8%

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) -4.5%
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) 1.01 (as of 2026-10-09)
Equity risk premium 4.5%
Required return 9.0%
Expected alpha -13.5%
Alpha per unit risk (EA/σ) -0.43

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 37.4% (1σ) 30.1% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 28.0% 34.2% 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 $369.85.

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 22 AI 69
Value 23 Cloud 72
Quality 40 Semis 71
Momentum 89 Consumer 62
Low-Vol 29 Rates 59
USD 46
Energy 43

Market interaction: correlation vs SPY +0.57, vs QQQ +0.47 (trailing ~1y daily returns).

08Model Transparency

Rating Bridge

Rating = HOLD because:

  • Probability-weighted scenario value implies -6% vs spot
  • Monte Carlo median implies -13% vs spot
  • DCF fair value (exit-multiple terminal) implies -20% vs spot — but this is terminal-value sensitive (exit-multiple $311 vs Gordon $483, 55% apart), so it carries less weight
  • Bear case (Structural — Fee Compression / Outflows / De-Rate) downside is -58% vs spot
  • Net: the valuation anchor itself sits 14.0% 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 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 $2B $1B $0B $0B $1B $1B
FY+2 $3B $1B $0B $0B $1B $1B
FY+3 $3B $2B $0B $0B $1B $1B
FY+4 $3B $2B $0B $0B $1B $1B
FY+5 $3B $2B $0B $0B $1B $1B
Terminal — — — — $1B × 8.0x $7B

FCF is bridged: NOPAT + D&A − Capex − ΔNWC (capex intensity 1% of revenue, weighted from the segments) — not a single conversion fudge.

WACC 10.0% · Σ PV(FCF) $4B + PV(terminal) $7B = EV $11B; − net debt $2.6B → equity $8B ÷ diluted shares $0.03B = $311/share (exit-multiple terminal).

  • Gordon terminal → $483/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 ≈ 216% vs WACC 10.0% → above WACC — the build is value-creative.

Weighted fair-value math

Anchor Value Weight Contribution
DCF $311 47% $145
Scenario PWEV $363 33% $121
Monte Carlo median $335 20% $67.04
Triangulated — 100% $333

Assumption Register

Assumption Value Used in Source
WACC 10.0% DCF discount rate estimate (CAPM)
Terminal multiple 8× DCF exit value house rule (0.85 × base multiple)
Terminal growth 2.5% Gordon cross-check (single point) estimate
SBC dilution 2.0%/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 (96.0); Terminal × ±15% (73.0); Model op margin ±3pp (43.0); WACC ±1pp (31.0); Capex intensity ±15% (3.0).

Inputs, Sources & Confidence

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

Input Value Type Source Confidence Used in
Revenue TTM $2.3B reported fact 10-K/10-Q via AV High Forecast base, EV/Rev
FY+1 guided revenue $2.4B company guidance Company guidance Medium Forecast, SoP
FY+1 guided EPS $36.9846 company guidance Company guidance Medium Forward P/E, scenarios
Consensus FY EPS $36.9846 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 0.027B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $2.02B reported fact Balance sheet via AV High EV, DCF equity bridge
WACC 10.0% house estimate CAPM (beta/rf) Medium DCF discount rate
Terminal multiple 8× 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 2.0%/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 6/8 load-bearing inputs sourced; 10/14 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

The stock-based-compensation charge sits on a step boundary. SBC is 5.47% of filed revenue — 0.47pp above the 5% threshold where the authoring rule changes step. The 2.0%/yr dilution it carries reduces the published target by about 2.0%; the other side of that threshold would carry roughly 1.5%/yr. This input is a step, not a measurement, and a modest revision to either the SBC or the revenue figure would move it.

DCF: WACC 10.0%, terminal multiple 8×, FY+5 revenue $3B. 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 2026-10-09 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 2026-10-09, 251 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 investment thesis & falsification triggers house estimate 2026-10-09 Thesis, anti-thesis, thesis-break signals authored §5.3

Citation coverage: 10/14 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.