MCH ANALYSIS EQUITY RESEARCH
General research — not personal financial advice ← Library
BKH HOLD REF $76.08 PW TARGET $72.65 (-5% vs spot · 12m PWEV) -5% Single-name research · 10 October 2026
Equity ResearchUtilities · Multi-Utilities
BKH

Black Hills Corporation (BKH)

HOLD. 12-month probability-weighted target $73 (-5% vs spot). Gross Margin explains 54% of Monte Carlo outcome variance.

HOLD RESEARCH high-risk optionality 10 October 2026
$76.08 → $72.65 (-5% vs spot · 12m PWEV) -5% 12-month probability-weighted
Expected return (1y)-4.5%
Fair value vs price-1.8%
Quality39/100
Bull / bear scenario ratio1.0×
Downside probability63%
Expected alpha (1y)-10.4%
Forward P/E17.5x
DCFnot used
Valuation confidencemedium
Key metric to watchOrganic revenue growth / order backlog
The case. narrow moat, high-risk optionality
The problem. house in-line consensus; Organic revenue growth / order backlog
What changes our mind. Organic revenue growth / order backlog < flat-to-negative for two consecutive quarters

Model history: across 478 scored pre-registered anchors (of 480), the direction implied by our targets has been right 54.8% 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 7/8 load-bearing inputs sourced — missing: Capex
Triangulated fair value $74.74 (-2% vs spot · triangulated FV)
12-mo scenario PWEV $72.65 (-5% vs spot · 12m PWEV)
Next catalyst 2026-11-04 — Quarterly earnings
Primary thesis-break Organic revenue growth / order backlog < flat-to-negative for two consecutive quarters (2 consecutive prints)
Decision detail — rating tables & Research OS strip

Rating: HOLD

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

Metric Value
Current Price $76.08
Triangulated Fair Value $74.74 (-2% vs spot · triangulated FV)
12-mo Scenario PWEV $72.65 (-5% vs spot · 12m PWEV)
Forward P/E 17.5x
Market Cap $6B
52-Week Range $59.91–$78.69 (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
49.6/100 (18th pct) -3% 1yr expected Hold 25d — 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 $74.74 (-2% vs spot); the outcome hinges on Gross Margin. The debate is Gross Margin — a fundamental call.

02Thesis, Anti-Thesis & Variant View

Investment Thesis

Black Hills is a regulated natural gas and electric utility in the United States. Its earnings are a function of rate base and allowed return rather than of demand in any ordinary sense: the company invests capital in its systems, regulators decide what return it may earn on that capital, and the resulting profit is collected from customers through rates. Capital spending runs near a fifth of revenue, which is the growth engine — each approved dollar of investment compounds into earnings for decades — and also the risk, because that spending is funded ahead of the revenue it earns. The company carries net debt of ~$4.6B, large in absolute terms but ordinary for the model. At $76.08, about 18x forward earnings, the shares are fairly valued against the triangulated value (-2%), with a twelve-month base target of $72.65. The deciding variable is the regulatory outcome: whether rate cases deliver the allowed returns assumed in the plan, on the schedule assumed, without disallowance. The most damaging risk is rising long-term interest rates, which raise the cost of the capital being deployed and simultaneously de-rate a security owned largely for its yield.

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 ($76.08) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Integrated dashboard. The three weighted valuation anchors bracket the $76.08 spot from $65.86 to $93.27 — fairly valued — spot brackets the blend.
Integrated dashboard. The three weighted valuation anchors bracket the $76.08 spot from $65.86 to $93.27 — fairly valued — spot brackets the blend.

Anti-Thesis (The Real Bear Case)

The bear case is a regulatory and rate-shock combination, and neither half is speculative. Utilities file rate cases in front of commissions answerable to customers already facing higher bills; if approved returns land below plan, or recovery of a large capital programme is delayed or partially disallowed, earnings growth that was treated as near-contractual simply does not arrive, and the premium a dependable compounder earns goes with it. At the same time, a security owned for yield competes directly with government bonds — when long rates rise the multiple compresses regardless of operating performance, and the company must issue debt and equity into that same weaker market to fund a programme running near a fifth of revenue. The two pressures are correlated: rate shock is exactly when customer bills are rising fastest and commissions turn least generous. The structural scenario carries a fifth of the weight with a target below the 52-week low, and net debt of ~$4.6B makes refinancing a live variable rather than a footnote.

Key Debate

Gross Margin explains 54% of Monte Carlo outcome variance — the single variable that decides which side is right.

What the Market Is Pricing In

At the current price, the market pays 17.5× consensus forward EPS, and a peer median 21.5×.

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

Metric Consensus House Importance
Revenue 2.7 2.4 High
EPS 4.3 4.3 Medium
Target price 83.2 72.7 Medium
03Scenario & Valuation

Scenario Analysis

The scenario tree spans a structural 'Structural — Adverse Rate Cases / Rate-Shock De-Rate' downside ($37.49) to a 'Bull — Defensive Re-Rate' bull case ($115); the probability-weighted blend (PWEV $72.65) is -5% versus spot.

Scenario Probability Target Return vs spot
Structural — Adverse Rate Cases / Rate-Shock De-Rate 20% $37.49 -51%
Recession / Rate Spike / Cost Overrun 17% $60.64 -20%
Base — Rate-Base Growth + Allowed ROE 35% $77.55 +2%
Growth — Datacenter Load / Clean-Energy Capex 20% $97.91 +29%
Bull — Defensive Re-Rate 8% $115 +51%
Probability-Weighted (PWEV, after SBC dilution) — $72.65 -5%

SBC charge: scenario targets are gross per-share prices; the PWEV is reduced by one year of stock-based-compensation dilution (1.5% of shares, on SBC ≈ 1% of revenue), trimming the gross PWEV of $73.74 to $72.65 (-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%, $37.49). 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%, $60.64). 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%, $77.55). 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%, $97.91). Upside — datacenter load growth + clean-energy capex lifts earnings above mid-cycle; the multiple expands modestly.
  • Bull — Defensive Re-Rate (8%, $115). 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 $76.08 spot; PWEV $72.65 (-5% vs spot · 12m). the payoff shows modest negative expectancy — downside mass dominates (range $37.49–<img src=
Five-scenario tree. Probability-weighted targets around the $76.08 spot; PWEV $72.65 (-5% vs spot · 12m). the payoff shows modest negative expectancy — downside mass dominates (range $37.49–$115)

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 $65.86 -13% 30% (declared 15%)
Peer P/E re-rate multiple $93.27 +23% 20% (declared 10%)
Peer EV/Revenue re-rate multiple $91.04 +20% 0% — cross-check only
Scenario PWEV multiple $72.65 -5% 50% (declared 25%)
Triangulated (weighted) — $74.74 -2% 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 $65.86 and 37% of paths finish above spot. The variance decomposition shows the gross margin is the dominant swing factor (54% of variance). The fundamental driver, not the multiple, sets the spread — a cleaner setup.

Monte Carlo distribution. Median $65.86; P(price > current) 37%. P10–P90: $34.35–<img src=
Monte Carlo distribution. Median $65.86; P(price > current) 37%. P10–P90: $34.35–$110.

Peer benchmarking — relative value

Against its 4 peers in the same GICS sub-industry, re-rating to their median forward multiple (P/E 21.5x) implies $93.27. 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 21.5x → $93.27; EV/Rev re-rate → $91.04.
Cross-sectional peer benchmarking. Same-sub-industry median fwd P/E 21.5x → $93.27; EV/Rev re-rate → $91.04.

Across all anchors the spread is 30% 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
NWE 18.5× 6% 23% direct 100%
OGE 20.1× 6% 15% direct 100%
PNW 22.9× 6% 12% segment 50%
NI 24.0× 6% 35% segment 50%

Quality-weighted forward P/E: 20.7× (simple median 21.5×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $59.91–$78.69, centre $68.70 (-10% vs spot); spot sits at the 86th 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) $74.74 (-2% vs spot · triangulated FV)
Downside to lowest scenario (Structural — Adverse Rate Cases / Rate-Shock De-Rate) $37.49 (-51% 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) -2%
P(price > spot) — Monte Carlo 37%

That ratio is (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — Adverse Rate Cases / Rate-Shock De-Rate' target ÷ price). 'Structural — Adverse Rate Cases / Rate-Shock De-Rate' ($37.49, 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 — Defensive Re-Rate): $115.

04Business & Financial Quality

Company Overview & Business Model

Black Hills Corporation — UTILITIES · UTILITIES - REGULATED GAS. Black Hills Corporation is a natural gas and electric utility company in the United States. The company is headquartered in Rapid City, South Dakota.

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% 16% 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): 23.3% for the fiscal year ended 2025-12-31; 23.8% TTM to 2026-06-30 (Alpha Vantage INCOME_STATEMENT).

Edge. Narrow moat — inferred from a 24% (reported GAAP, TTM to Jun 2026) operating margin and the regulated utility business model. Some pricing power / share stability; terminal multiple near the market.

Revenue-Segment Breakdown

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

Segment Revenue Mix Growth Model op margin† Model EBIT Multiple Capex % Tag
Regulated Utility $2.3B 100% 6% 16% $0.4B 17.0x 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 23.3% for the fiscal year ended 2025-12-31; 23.8% 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 -4.62

Capital intensity & shareholder returns (ESTIMATE)

Dimension Assessment
capex_pct_revenue 0.2
div_yield 0.036

Structural risk vs optionality (INFERENCE)

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

Industry Context — Utilities — Regulated

This name sits in the Utilities — Regulated cluster as a regulated utility name. rate-base growth + allowed ROE + rate cases + interest rates + load growth (datacenters). 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: MDU (regulated utility) · WTRG (regulated utility) · OGE (regulated utility) · IDA (regulated utility) · UGI (regulated utility) · NFG (regulated utility) · SWX (regulated utility) · TXNM (regulated utility) · POR (regulated utility) · NJR (regulated utility) · BKH (regulated utility) · OGS (regulated utility) · SR (regulated utility) · NWE (regulated utility)

Shared state Capex path House view This name implies
Adverse Rate Cases / Rate-Shock De-Rate not stated 37% 37%
Mid-Cycle — Rate-Base Growth + Allowed ROE not stated 35% 35%
Upside — Datacenter Load / Clean-Energy Capex not stated 28% 28%

Mapping note: name-level 'Structural — Adverse Rate Cases / Rate-Shock De-Rate' (20%) + 'Recession / Rate Spike / Cost Overrun' (17%) map to cluster Adverse Rate Cases / Rate-Shock De-Rate (37%); name-level 'Growth — Datacenter Load / Clean-Energy Capex' (20%) + 'Bull — Defensive Re-Rate' (8%) map to cluster Upside — Datacenter Load / Clean-Energy Capex (28%) — the cluster row is the SUM of the mapped scenario probabilities, not a different estimate.

On the cluster's key downside — Adverse Rate Cases / Rate-Shock 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 Utilities — Regulated cycle is the shared macro driver. Driver — rate-base growth + allowed ROE + rate cases + interest rates + datacenter load growth. Dispersion — Members differ by cyclicality (quality compounders vs deep cyclicals).

Balance Sheet & Liquidity

Metric Value
Net debt $4.5B — highly levered
Net debt / EBITDA 5.38x
Interest coverage (EBIT / interest) 2.6x
Current ratio 1.35x
Cash & ST investments $0.2B

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

Capital Allocation

Metric Value
Free cash flow $-0.1B
Buybacks / dividends $0.2B / $0.2B
Total shareholder yield 7.2%
Payout as % of FCF -285.6%
Reinvestment (capex / OCF) 121.8%
SBC as % of FCF -8.2%
Allocation stance reinvesting

Free-Cash-Flow Quality

Metric Value
FCF margin -6.3%
FCF conversion (FCF / net income) -48.7%
FCF yield -2.5%
Capex intensity (capex / revenue) 35.7%
FCF − SBC (diagnostic) $-0.2B

Accounting quality: SBC 1% of revenue; cash conversion (OCF/NI) 224% — 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 +0.29 vs analyst floor +0.09 → delta +0.21 (n=32 mgmt / 20 Q&A; 10th pctile across the S&P book, z -1.3).

Flag: CANDID — management unusually candid/cautious vs peers (relatively low spin).

Quarter Mgmt Analyst Delta
2026Q1 +0.29 +0.09 +0.21
2025Q4 +0.45 +0.16 +0.29
2025Q3 +0.52 +0.15 +0.37
2025Q2 +0.48 +0.20 +0.28

News (last 365d, 285 articles): avg ticker sentiment +0.23 (bullish 35% / bearish 2%)

Consensus & Market Expectations

Reference Value
Street target (mean) $83.17 (+9% vs spot · street)
House target $72.65 (-12.6% vs street)
Sell-side coverage 6 analysts (SB 1 / B 4 / H 1 / S 0 / SS 0; net score 0.5)
Consensus FY EPS $4.34 (reference only — house values on EV/EBITDA)
Consensus FY revenue $2.7B; house below (-10.2%)

_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

  • 2026-11-04 (~26d) — Quarterly earnings (AV EARNINGS_CALENDAR)

Forecast Track Record

  • EPS surprise: beat 38% of the last 8 quarters; average surprise +0.6%.

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
2026-11-04 (in 25d) 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

Scenario Macro & Key Risks

Scenario Macro assumption Key risk
Structural — Adverse Rate Cases / Rate-Shock De-Rate Cluster state Adverse Rate Cases / Rate-Shock De-Rate — see the Industry Context table for the house probability Path-dependency: a single disappointing print can shift the book toward the adjacent-bear state.
Recession / Rate Spike / Cost Overrun Cluster state Adverse Rate Cases / Rate-Shock De-Rate — see the Industry Context table for the house probability Path-dependency: a single disappointing print can shift the book toward the adjacent-bear state.
Base — Rate-Base Growth + Allowed ROE Cluster state Mid-Cycle — Rate-Base Growth + Allowed ROE — see the Industry Context table for the house probability Path-dependency: a single disappointing print can shift the book toward the adjacent-bear state.
Growth — Datacenter Load / Clean-Energy Capex Cluster state Mid-Cycle — Rate-Base Growth + Allowed ROE — see the Industry Context table for the house probability Path-dependency: a single disappointing print can shift the book toward the adjacent-bear state.
Bull — Defensive Re-Rate Cluster state Upside — Datacenter Load / Clean-Energy Capex — see the Industry Context table for the house probability Path-dependency: a single disappointing print can shift the book toward the adjacent-bear state.

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) 0.5 no
R4-earnings-quality cash conversion of earnings < 80 (extended.accounting_quality.cash_conversion_pct) 224.3 no
R5-technical-breakdown price vs 200-day SMA < 0.85 (technicals.sma_200) 1.06 no
R6-vol-regime-shift IV/RV vol-risk premium > 1.4 (options_overlay.iv_rv) 1.4 no

Machine-checked rules over disclosed inputs. The authored falsification triggers elsewhere in this report are analyst judgment and are NOT evaluated here. The stance is what the model's own rules read on this name; it does not modify the published research rating, and it is not personal financial advice.

Reasons the Thesis Could Fail (Falsifiable)

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

  • Organic revenue growth / order backlog < flat-to-negative for two consecutive quarters (2 consecutive prints). Sustained demand rollover breaks the base case toward the recession scenario.
  • 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 < 76.08 (any scheduled re-run). (rationale withheld pending re-authoring — frozen figure or verdict)

Fact / Inference / Speculation

  • FACT: Spot $76.08; 52-week range $59.91–$78.69; engine rating HOLD; house target $72.65 (-5%). (source: Alpha Vantage 2026-10-09, 10 October 2026)
  • INFERENCE: Triangulated FV $74.74 (-2% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core.
  • SPECULATION: At current prices the embedded bet is that Gross Margin keeps surprising favourably — an operating call the next two prints will test.
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.

49.6/100 (confidence band 37.9–61.4), 18th 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 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 46 15% upside_pct
growth 51 10% reconciliation.ttm_revenue_billions, reconciliation.fy_guide_revenue_billions
earnings visibility 38 10% extended.forecast_accuracy.eps_surprise.beat_rate_pct
moat 51 10% enrichment.moat.rating
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 54 10% monte_carlo.prob_above_current, monte_carlo.p10, monte_carlo.p90, monte_carlo.median

Score history: 39.2 → 44.3 → 44.7 → 44.7 → 45.0 → 45.4 → 49.5 → 49.5.

Probability-Weighted Return Profile

Horizon: 1 year — at this horizon CAGR equals total return by definition. Expected values are the probability-weighted sums over the full scenario set below.

Scenario Probability Target Total return Contribution
Structural — Adverse Rate Cases / Rate-Shock De-Rate 20% $37.49 -50.7% -10.1pp
Recession / Rate Spike / Cost Overrun 17% $60.64 -20.3% -3.5pp
Base — Rate-Base Growth + Allowed ROE 35% $77.55 +1.9% +0.7pp
Growth — Datacenter Load / Clean-Energy Capex 20% $97.91 +28.7% +5.7pp
Bull — Defensive Re-Rate 8% $115 +51.4% +4.1pp
Aggregate Value
Expected return (gross, 1y) -3.1%
Expected return net of SBC dilution -4.5%
Outcome dispersion (σ, from MC p10–p90) 38.7%
Expected Sharpe (rf 4%) -0.18
Downside expectation (prob-weighted loss branches) -13.6%

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) -3.1%
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) 0.40 (as of 2026-10-09)
Equity risk premium 4.5%
Size/liquidity premium +100bp
Required return 7.3%
Expected alpha -10.4%
Alpha per unit risk (EA/σ) -0.27

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 30.9% (1σ) 24.2% implied broadly consistent with the market's implied uncertainty
Mass above spot: scenarios vs our own MC 63.0% 37.0% the scenario weights and the MC parameters disagree about our OWN view — this is a model-coherence issue, not a market disagreement
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 $73.74.

Flagged for review: internal coherence (authored mass vs Monte Carlo). A flag marks a disagreement worth understanding — it does not imply either side is wrong.

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 17 AI 24
Value 42 Cloud 10
Quality 33 Semis 33
Momentum 79 Consumer 14
Low-Vol 37 Rates 64
USD 67
Energy 48

Market interaction: correlation vs SPY +0.20, vs QQQ +0.08 (trailing ~1y daily returns).

08Model Transparency

Rating Bridge

Rating = HOLD because:

  • Probability-weighted scenario value implies -5% vs spot
  • Monte Carlo median implies -13% vs spot
  • Bear case (Structural — Adverse Rate Cases / Rate-Shock De-Rate) downside is -51% vs spot
  • Net: the valuation anchor itself sits 1.8% 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.

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 $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 $4.338 company guidance Company guidance Medium Forward P/E, scenarios
Consensus FY EPS $4.338 consensus estimate Sell-side consensus via AV Medium Variant perception
Diluted shares 0.076B reported fact 10-K via AV High Market cap, per-share
Net debt / cash $4.518B 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 2026-10-10 (prices 2026-10-09)
Narrative authorship claude-opus-5 · Claude Code, supervised, drafted 2026-08-16
Human review Marinus 2026-08-16
Evidence 7/8 load-bearing inputs sourced; 11/14 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 2026-10-08, 250 sessions)
Company income statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-10-09 Revenue, gross/operating margin, EBIT, interest expense INCOME_STATEMENT / latest annual
Company balance sheet (10-K / 10-Q) via Alpha Vantage reported fact 2026-10-09 Cash, debt, net debt, leases, equity, coverage BALANCE_SHEET / latest annual
Company cash-flow statement (10-K / 10-Q) via Alpha Vantage reported fact 2026-10-09 Operating cash flow, capex, FCF, buybacks, dividends, SBC CASH_FLOW / latest annual
Company earnings releases via Alpha Vantage reported fact 2026-10-09 Reported EPS, surprise history EARNINGS / quarterly
Sell-side consensus via Alpha Vantage consensus estimate 2026-10-09 Forward revenue/EPS consensus, analyst count EARNINGS_ESTIMATES
Earnings calendar via Alpha Vantage market data 2026-10-09 Next earnings date, catalyst timing EARNINGS_CALENDAR
Company guidance company guidance 2026-10-09 FY guided revenue / non-GAAP EPS basis company guidance / earnings call
MCH segment model (from filings & disclosures) house estimate 2026-10-09 Segment revenue and multiple; model margin = gross margin − the calibrated opex ratio (not a reported margin) company_context (authored, tagged)
MCH qualitative analysis inference 2026-10-09 Moat, regulatory risk, scenario macro, catalysts company_context enrichment (authored)
MCH investment thesis & falsification triggers house estimate 2026-10-09 Thesis, anti-thesis, thesis-break signals authored §5.3

Citation coverage: 11/14 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 54.8% 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 0.251 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 +10.2% on 5 scored; HOLD: 32.8%, −2.2% on 418; SELL: 59.1%, −0.8% on 44; STRONG SELL: 50.0%, −3.8% 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.