MCH ANALYSIS EQUITY RESEARCH
General research — not personal financial advice ← Library
EVRG HOLD REF $80.96 PW TARGET $85.52 (+6% vs spot · 12m PWEV) +6% Single-name research · 12 October 2026
Equity ResearchUtilities · Electric Utilities
EVRG

Evergy, Inc. (EVRG)

HOLD. 12-month probability-weighted target $86 (+6% vs spot). P/E Multiple explains 47% of Monte Carlo outcome variance.

HOLD RESEARCH high-risk optionality 12 October 2026
$80.96 → $85.52 (+6% vs spot · 12m PWEV) +6% 12-month probability-weighted
Expected return (1y)+5.6%
Fair value vs price+3.4%
Quality39/100
Bull / bear scenario ratio1.6×
Downside probability56%
Expected alpha (1y)+1.2%
Forward P/E19.0x
DCFnot used
Valuation confidencemedium
Key metric to watchAuthorised ROE in the primary Kansas/Missouri rate case
The case. narrow moat, high-risk optionality
The problem. house in-line consensus; Authorised ROE in the primary Kansas/Missouri rate case
What changes our mind. Authorised ROE in the primary Kansas/Missouri rate case below 0.094

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 high-risk optionality · medium
Evidence 8/8 load-bearing inputs sourced
Triangulated fair value $83.75 (+3% vs spot · triangulated FV)
12-mo scenario PWEV $85.52 (+6% vs spot · 12m PWEV)
Next catalyst 2026-11-05 — Quarterly earnings
Primary thesis-break Authorised ROE in the primary Kansas/Missouri rate case below 0.094 (single event)
Decision detail — rating tables & Research OS strip

Rating: HOLD

Internal 5-tier: HOLD · high-risk optionality · analyst conviction: medium

Metric Value
Current Price $80.96
Triangulated Fair Value $83.75 (+3% vs spot · triangulated FV)
12-mo Scenario PWEV $85.52 (+6% vs spot · 12m PWEV)
Forward P/E 19.0x
Market Cap $19B
52-Week Range $71.41–$88.62 (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 — 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 and the scenario PWEV 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
47.7/100 (12th pct) +7% 1yr expected Hold 24d — 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 $83.75 (+3% 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 $80.96 on 12 October 2026, roughly 19 times forward earnings, the market prices Evergy as a median regulated utility earning close to its allowed return on equity, with datacentre-linked load treated as plausible but unproven optionality. The engine reaches a similar mid-cycle anchor: the base path assumes rate-base-led growth in the mid-single digits, a segment operating margin of 26% (reported GAAP, TTM to Jun 2026) and a utility multiple in line with the group. Blending that against the structural-impairment weight in the tree and the datacentre-load upside pulls the probability-weighted target to $83.93, while the triangulated fair value of $83.75 leaves the shares fairly valued against spot at +3% — which is why the rating is HOLD rather than a directional call. The equity sits between two credible regimes and offers little discount for the balance-sheet risk embedded in the build. The single most damaging risk is regulatory: with net debt of ~$15.9B and capital spending still rising, a rate case that sets the allowed return below what the plan assumes while disallowing part of the build compresses earnings and the multiple at once — the mechanism behind a structural path whose target 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 ($80.96) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The three weighted valuation anchors bracket the $80.96 spot from $76.34 to $90.45 — fairly valued — spot brackets the blend.
Integrated dashboard. The three weighted valuation anchors bracket the $80.96 spot from $76.34 to $90.45 — fairly valued — spot brackets the blend.

Anti-Thesis (The Real Bear Case)

The highest-probability bear regime is the structural adverse-rate-case path, and its mechanism is regulatory rather than a demand shock. Evergy is funding a large, debt-heavy capital programme into commissions under political pressure to hold customer bills down. If Kansas or Missouri sets the allowed return below the level the plan assumes and disallows a slice of the datacentre-driven build, the earned return falls short of the cost of the incremental debt raised on top of net debt of ~$15.9B. Earnings growth then stalls below the guided range, credit metrics tighten toward downgrade thresholds, and the equity de-rates from a growth-tinged multiple to a distressed regulated one. A capital programme of this scale leaves the dividend competing with the build for the same cash, so the yield that is meant to defend the shares becomes another claim on a shrinking pool. Nothing here requires the datacentre load to disappear; it requires only that regulators refuse to let shareholders earn on it. Earnings and multiple compress together, taking the structural target beneath the 52-week low.

Key Debate

P/E Multiple explains 47% 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 19.0× consensus forward EPS, and a peer median 21.2×.

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

Metric Consensus House Importance
Revenue 6.3 6.4 High
EPS 4.3 4.3 Medium
Target price 91.3 83.9 Medium
03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — Adverse Rate Cases / Rate-Shock De-Rate' downside ($45.20) to a 'Bull — Defensive Re-Rate' bull case ($137); the probability-weighted blend (PWEV $85.52) is +6% versus spot.

Scenario Probability Target Return vs spot
Structural — Adverse Rate Cases / Rate-Shock De-Rate 20% $45.20 -44%
Recession / Rate Spike / Cost Overrun 17% $70.50 -13%
Base — Rate-Base Growth + Allowed ROE 35% $91.00 +12%
Growth — Datacenter Load / Clean-Energy Capex 20% $115 +42%
Bull — Defensive Re-Rate 8% $137 +69%
Probability-Weighted (PWEV, after SBC dilution) — $85.52 +6%

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 ≈ 0% of revenue), trimming the gross PWEV of $86.80 to $85.52 (-1.5%). SBC is charged once, as dilution — never also deducted from FCF.

Scenario rationale — the driver path behind every target:

  • Structural — Adverse Rate Cases / Rate-Shock De-Rate (20%, $45.20). Structural impairment — adverse rate cases / rate-shock de-rate: earnings AND the multiple compress together. Target sits below the 52-week low by construction.
  • Recession / Rate Spike / Cost Overrun (17%, $70.50). Cyclical downturn — rate-base growth + allowed ROE + rate cases + interest rates + load growth (datacenters) weakens for 1–2 years before normalising.
  • Base — Rate-Base Growth + Allowed ROE (35%, $91.00). Mid-cycle — normalised rate-base growth + allowed ROE + rate cases + interest rates + load growth (datacenters); disciplined capital allocation; steady returns.
  • Growth — Datacenter Load / Clean-Energy Capex (20%, $115). Upside — datacenter load growth + clean-energy capex lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Defensive Re-Rate (8%, $137). Upside tail — sustained tight conditions or a structural re-rate on datacenter load growth + clean-energy capex.
Five-scenario tree. Probability-weighted targets around the $80.96 spot; PWEV $85.52 (+6% vs spot · 12m). the payoff shows modest positive expectancy with material downside mass (range $45.20–<img src=
Five-scenario tree. Probability-weighted targets around the $80.96 spot; PWEV $85.52 (+6% vs spot · 12m). the payoff shows modest positive expectancy with material downside mass (range $45.20–$137)

Valuation Triangulation

Three weighted anchors — 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 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 $76.34 -6% 30% (declared 15%)
Peer P/E re-rate multiple $90.45 +12% 20% (declared 10%)
Peer EV/Revenue re-rate multiple $77.89 -4% 0% — cross-check only
Scenario PWEV multiple $85.52 +6% 50% (declared 25%)
Triangulated (weighted) — $83.75 +3% 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 DCF, sum-of-parts are not computed, so 50% of the declared weight is redistributed across the anchors that exist — which is why the weights above differ from the declared ones. The fair value is unaffected by this disclosure; the blend has always worked this way.

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

Monte Carlo — the outcome distribution

10,000 paths, Student-t shocks (fat tails) with a regime-switching overlay. The median lands at $76.34 and 45% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (47% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.

Monte Carlo distribution. Median $76.34; P(price > current) 45%. P10–P90: $42.03–<img src=
Monte Carlo distribution. Median $76.34; P(price > current) 45%. P10–P90: $42.03–$124.

Peer benchmarking — relative value

Against its 4 peers in the same GICS sub-industry, re-rating to their median forward multiple (P/E 21.2x) implies $90.45. A premium is only justified by superior growth/margins; otherwise it is multiple risk. Weighted just 20% so market sentiment does not set the fair value.

Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 21.2x → $90.45; EV/Rev re-rate → $77.89.
Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 21.2x → $90.45; EV/Rev re-rate → $77.89.

Across all anchors the spread is 16% of the median — moderate (healthy method disagreement — read the blend with care).

Peer Quality & Weighting

Peer Fwd P/E Growth Op margin Quality Weight cap
SO 21.0× 6% 26% direct 100%
DUK 19.0× 6% 26% direct 100%
CEG 22.9× 10% 22% direct 100%
AEP 21.5× 6% 24% direct 100%

Quality-weighted forward P/E: 21.1× (simple median 21.2×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $71.41–$88.62, centre $79.60 (-2% vs spot); spot sits at the 55th 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) $83.75 (+3% vs spot · triangulated FV)
Downside to lowest scenario (Structural — Adverse Rate Cases / Rate-Shock De-Rate) $45.20 (-44% vs spot · bear scenario)
Reward/risk ratio 0.1×
Discount to fair value (1 − price ÷ FV) +3%
P(price > spot) — Monte Carlo 45%

Reward/risk = (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — Adverse Rate Cases / Rate-Shock De-Rate' target ÷ price). 'Structural — Adverse Rate Cases / Rate-Shock De-Rate' ($45.20, probability 20%) is the lowest-target scenario in the tree, taken gross of SBC dilution. Bull case (Bull — Defensive Re-Rate): $137.

04Business & Financial Quality

Company Overview & Business Model

Evergy, Inc. — UTILITIES · UTILITIES - REGULATED ELECTRIC. Evergy is an American investor-owned utility (IOU) with publicly traded stock that has its headquarters in Topeka, Kansas, and in Kansas City, Missouri.

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
Regulated Utility 100% +6% 18% rate-base growth + allowed ROE + rate cases + interest rates + load growth (datacenters)

† 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): 25.2% for the fiscal year ended 2025-12-31; 25.9% TTM to 2026-06-30 (Alpha Vantage INCOME_STATEMENT).

Edge. Narrow moat. Authored moat rationale withheld pending re-authoring.

Revenue-Segment Breakdown

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

Segment Revenue Mix Growth Model op margin† Model EBIT Multiple Capex % Tag
Regulated Utility $6.0B 100% 6% 18% $1.1B 20.0x 20% 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 25.2% for the fiscal year ended 2025-12-31; 25.9% TTM to 2026-06-30 (Alpha Vantage INCOME_STATEMENT).

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Dimension Assessment
driver rate-base growth + allowed ROE + rate cases + interest rates + load growth (datacenters)
net_debt_or_cash_b -15.86

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.2
div_yield 0.0314

Structural risk vs optionality (INFERENCE)

Dimension Assessment
downside adverse rate cases / rate-shock de-rate
upside datacenter load growth + clean-energy capex

Balance Sheet & Liquidity

Metric Value
Net debt $15.4B — highly levered
Net debt / EBITDA 5.43x
Interest coverage (EBIT / interest) 2.5x
Current ratio 0.49x
Cash & ST investments $0.0B

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

Capital Allocation

Metric Value
Free cash flow $-0.8B
Buybacks / dividends $0.0B / $0.6B
Total shareholder yield 3.3%
Payout as % of FCF -81.5%
Reinvestment (capex / OCF) 136.8%
SBC as % of FCF -2.8%
Allocation stance reinvesting

Free-Cash-Flow Quality

Metric Value
FCF margin -12.5%
FCF conversion (FCF / net income) -87.9%
FCF yield -4.0%
Capex intensity (capex / revenue) 46.6%
FCF − SBC (diagnostic) $-0.8B
Capex split (maint / growth) 40% / 60% — Grid modernisation, generation transition and potential large-load interconnect tilt capex to growth that expands rate base; maintenance covers reliability. The growth mix is more moderate than a heavy-build peer given a smaller plan.

Accounting quality: SBC 0% of revenue; cash conversion (OCF/NI) 239% — cash-backed.

Competitive Moat

Moat sources:

  • Legal service-territory monopoly in Kansas and Missouri
  • Regulated rate base earning KCC/MPSC-allowed ROE
  • Interconnection and capital-intensity barriers to entry
  • No pricing power beyond the regulatory compact
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 +0.66 vs analyst floor +0.00 → delta +0.66 (n=13 mgmt / 9 Q&A; 94th pctile across the S&P book, z +1.6).

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

Quarter Mgmt Analyst Delta
2026Q2 +0.66 +0.00 +0.66
2026Q1 +0.38 +0.01 +0.37
2025Q4 +0.35 +0.10 +0.25
2025Q3 +0.40 +0.20 +0.20

News (last 365d, 1026 articles): avg ticker sentiment +0.18 (bullish 26% / bearish 2%)

Consensus & Market Expectations

Reference Value
Street target (mean) $91.27 (+13% vs spot · street)
House target $83.93 (-8.0% vs street)
Sell-side coverage 13 analysts (SB 2 / B 6 / H 5 / S 0 / SS 0; net score 0.38)
Consensus FY EPS $4.26 (reference only — house values on EV/EBITDA)
Consensus FY revenue $6.3B; house in-line (+1.8%)

_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

  • 2026-11-05 (~27d) — Quarterly earnings — est. EPS $2.17 (AV EARNINGS_CALENDAR)
  • 2027-02-15 (~129d) — Updated 5-year capital plan and rate-base CAGR guidance (authored)

Forecast Track Record

  • EPS surprise: beat 50% of the last 8 quarters; average surprise -2.3%.

Catalyst Timeline

5 catalysts in the next 90 days (of 13 tracked). Importance 1–3; confidence 0–1.

When Catalyst Type Importance Confidence
2026-10-14 (in 2d) September CPI macro ●● 0.8
2026-10-28 (in 16d) FOMC rate decision + press conference macro ●● 0.8
2026-11-05 (in 24d) Quarterly earnings earnings ●●● 0.95
2026-12-09 (in 58d) FOMC rate decision + SEP dot plot macro ●● 0.8
2026-12-18 (in 67d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-01-27 (in 107d) FOMC rate decision + press conference macro ●● 0.8
2027-02-15 (in 126d) Updated 5-year capital plan and rate-base CAGR guidance authored ● 0.7
2027-03-17 (in 156d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-03-19 (in 158d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-04-28 (in 198d) FOMC rate decision + press conference macro ●● 0.8
2027-06-09 (in 240d) FOMC rate decision + SEP dot plot macro ●● 0.8
2027-06-18 (in 249d) Quarterly options-expiry cluster (3rd Friday) opex_cluster ● 1.0
2027-09-17 (in 340d) 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
Adverse rate-case outcome - lower allowed ROE or disallowed capital in KS/MO medium (~40%) high - allowed ROE drives earnings; a 50bp cut is ~5-7% of FV 12-24m
Large-load tariff design / cost allocation for datacenter customers medium (~45%) medium - sets whether load growth is accretive or dilutive to base ratepayers, ~4% of FV 12-24m
Coal-retirement / generation-transition cost recovery and CO2 policy medium (~40%) low-medium - recoverable via rate base but exposed to disallowance risk, ~3% of FV 12-24m

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

Scenario Macro & Key Risks

Scenario Macro assumption Key risk
Structural — Adverse Rate Cases / Rate-Shock De-Rate KS/MO commissions resist rate increases on affordability grounds; allowed ROEs slip and the sector de-rates. EVRG's already-median multiple compresses toward the mid-teens as allowed ROE erodes.
Recession / Rate Spike / Cost Overrun Recession softens load while higher rates raise financing costs on the capital plan; project overruns bite. Higher rates plus equity issuance dilute EPS and strain credit metrics.
Growth — Datacenter Load / Clean-Energy Capex Kansas datacenter/economic-development load and clean-energy capex lift rate-base CAGR above plan. Announced load pipelines slip or fail to sign, or arrive with unfavourable cost allocation.
Bull — Defensive Re-Rate Falling rates and defensive rotation bid regulated utilities, expanding EVRG's multiple above peers. Rate-path dependent; reverses if long yields rise.

Scenario-macro rows withheld pending re-authoring: 1 carrying another cluster's vocabulary or a frozen figure — recorded in the narrative quarantine ledger.

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) 3.67 no
R2-valuation-opportunity expected return vs fair value > 15 (upside_pct) 3.67 no
R3-street-revisions street net rating stance < -0.25 (extended.consensus.street_score) 0.38 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 238.9 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 1.01 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:

  • Authorised ROE in the primary Kansas/Missouri rate case below 0.094 (single event). A settled ROE beneath the mid-9s midpoint of the base and adverse-case assumptions confirms regulators are tightening returns as the capital plan ramps, pulling earnings toward the structural path.
  • Non-GAAP adjusted EPS growth versus the 6-8% long-term guidance range below 0.05 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Signed datacenter / large-load interconnection commitments in the disclosed pipeline below management's stated committed-load target (2 consecutive prints). The growth and bull paths rest on contracted load converting to rate base; a stalling committed-load figure across two updates removes the case for a multiple above the regulated median.
  • FFO-to-total-debt coverage ratio below 0.13 (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
  • Realised annual capital expenditure versus the guided plan above 4.0 (single event). Capex overshooting the top of the forward schedule without a matching regulatory recovery mechanism drains free cash flow and lifts the equity issuance needed to fund the build, diluting the per-share case.

Fact / Inference / Speculation

  • FACT: Spot $80.96; 52-week range $71.41–$88.62; engine rating HOLD; house target $83.93 (+4%). (source: Alpha Vantage 2026-10-09, 12 October 2026)
  • INFERENCE: Triangulated FV $83.75 (+3% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV 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.

47.7/100 (confidence band 35.8–59.7), 12th percentile of 893 covered names (as of 2026-10-10). Weighted composite under config ros-1.20.0 — every component and its inputs below.

Component Score (0–100) Weight Inputs
business quality 39 15% extended.fcf_quality.fcf_margin_pct, extended.balance_sheet.net_debt_to_ebitda, extended.accounting_quality.cash_conversion_pct
financial strength 11 10% extended.balance_sheet.net_debt_to_ebitda, extended.balance_sheet.interest_coverage
valuation 54 15% upside_pct
growth 57 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 50 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 52 10% enrichment.moat.rating
technical trend (heuristic — no validation record; weight change reserved for AM-060) 61 10% technicals.rsi, technicals.sma_50, technicals.sma_200
macro tailwinds — 10% industry_context.house
risk profile 60 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: 43.8 → 44.5 → 44.2 → 44.5 → 44.5 → 47.1 → 47.5 → 47.4.

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 — Adverse Rate Cases / Rate-Shock De-Rate 20% $45.20 -44.2% -8.8pp
Recession / Rate Spike / Cost Overrun 17% $70.50 -12.9% -2.2pp
Base — Rate-Base Growth + Allowed ROE 35% $91.00 +12.4% +4.3pp
Growth — Datacenter Load / Clean-Energy Capex 20% $115 +42.0% +8.4pp
Bull — Defensive Re-Rate 8% $137 +68.7% +5.5pp
Aggregate Value
Expected return (gross, 1y) +7.2%
Expected return net of SBC dilution +5.6%
Outcome dispersion (σ, from MC p10–p90) 39.5%
Expected Sharpe (rf 4%) 0.08
Downside expectation (prob-weighted loss branches) -11.0%

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) 7.2%
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) 0.33 (as of 2026-10-09)
Equity risk premium 4.5%
Required return 6.0%
Expected alpha +1.2%
Alpha per unit risk (EA/σ) +0.03

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 33.9% (1σ) 15.0% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 63.0% 44.5% the two expressions of our own view agree
Realised scenario frequency 58 dated anchors — 58 dated anchors available; realised-vs-prior comparison is now meaningful.

Authored set: 5 scenarios, probabilities summing to 1.0, mean target $86.8.

Factor Exposures

Cross-sectional percentiles over 928 covered names (style scores sector-demeaned; thematic = return-beta to the theme's proxy ETF). 50 = estate median.

Style Percentile Theme Percentile
Growth 58 AI 17
Value 60 Cloud 8
Quality 33 Semis 30
Momentum 67 Consumer 10
Low-Vol 73 Rates 39
USD 68
Energy 71

Market interaction: correlation vs SPY +0.15, vs QQQ +0.00 (trailing ~1y daily returns).

08Model Transparency

Rating Bridge

Rating = HOLD because:

  • Probability-weighted scenario value implies +6% vs spot
  • Monte Carlo median implies -6% vs spot
  • Bear case (Structural — Adverse Rate Cases / Rate-Shock De-Rate) downside is -44% vs spot
  • Net: reward/risk of 0.1× is not asymmetric enough for a Buy and not impaired enough for a Sell — hence Hold.

Assumption Register

Assumption Value Used in Source
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

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 $6.0B reported fact 10-K/10-Q via AV High Forecast base, EV/Rev
FY+1 guided revenue $6.4B company guidance Company guidance Medium Forecast, SoP
FY+1 guided EPS $4.2593 company guidance Company guidance Medium Forward P/E, scenarios
Consensus FY EPS $4.2593 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 0.232B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $15.413B reported fact Balance sheet via AV High EV, DCF equity bridge
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 2026-10-12 (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

No DCF anchor is meaningful for this asset; the blend leans 50% on probability-weighted scenarios and 30% on the Monte Carlo median — the scenario probabilities are the load-bearing inputs.

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 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 12 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.