skills/full-company-analysis/references/modules/M034-competitor-benchmarking.md

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<!-- Module: 034 | Title: Competitor Benchmarking -->

## PART VII - INDUSTRY AND COMPETITIVE ANALYSIS | MODULE 034

# Competitor Benchmarking

> Mission. Normalize peers across accounting, KPIs, end markets, geography, and capital structure.

## Decision output

Objective: Normalize peers across accounting, KPIs, end markets, geography, and capital structure. The completed work product must be reproducible from evidence, show the downstream financial or decision effect when material, state the strongest contrary case, and define a dated update rule.

## Explicit operating procedure

1. Choose peers based on business economics and customer alternatives, not only industry classification or management-selected comps.

1. Create a normalization sheet for fiscal calendar, currency, acquisitions/divestitures, lease treatment, SBC, capitalization, segment definitions, non-GAAP adjustments, and capital structure.

1. Compare operating KPIs, price/volume/mix, margins, incremental margins, working capital, reinvestment, ROIC, balance sheet, and valuation using matched definitions.

1. Separate structural difference from lifecycle/cycle position. A higher margin may reflect mix, geography, utilization, or underinvestment rather than superior execution.

1. Use a time series, not one snapshot, to identify who gains share, who converts growth to cash, and who revises definitions when performance deteriorates.

1. End with causal differences that explain valuation dispersion rather than a table of ratios with no mechanism.

## Required evidence and model bridge

- Primary-source set: peer filings, industry data, regulator data, channel evidence, technology roadmaps. Preserve exact document/version, date, period, and source location for every material factual input used in competitor benchmarking.

- For each key concept - peer selection, KPI definitions, accounting normalization, geography/product mix, cycle position, capital structure - state whether it is a reported fact, analyst calculation, management claim, external estimate, or judgment. Quantitative concepts must retain raw components and units; qualitative concepts must retain the specific evidence and counterevidence.

- Map only economically relevant findings into the model or decision record. Process-control modules such as competitor benchmarking may have no direct valuation line; in that case document the downstream error or governance risk the control prevents.

## Metrics and calculation controls

| Metric / concept | Construction | Required validation |
| --- | --- | --- |
| normalized margin spread | normalized margin spread = relevant profit or cash-flow numerator / relevant revenue base, using a consistent definition. | normalized margin spread: Recalculate normalized margin spread from cited inputs; reconcile definition, period, units, signs, and source version; investigate and document any variance before use. |
| organic growth quality | organic growth quality = current period / comparable prior period - 1; decompose organic, price, volume, mix, FX, and M&A where material. | organic growth quality: Recalculate organic growth quality from cited inputs; reconcile definition, period, units, signs, and source version; investigate and document any variance before use. |
| valuation residual | Observed valuation premium/discount remaining after controlling for growth, margins, capital intensity, risk, and balance-sheet differences versus peers. | valuation residual: Recalculate independently from cited source data; verify definition, period, units, scope, signs, and any reconciliation to reported financial or operating totals. |



## Worked application

> Case: two 30% growers have very different organic growth and retention after normalization.

- Reconstruct the relevant reported fact from primary evidence before interpreting the case. For competitor benchmarking, show the raw components rather than only the resulting ratio or narrative.

- Build the causal chain through peer selection, KPI definitions, accounting normalization, geography/product mix, then identify which link is directly observed and which link remains an assumption.

- Calculate normalized margin spread, organic growth quality, valuation residual from sourced components under the reported/base interpretation and at least one skeptical alternative interpretation.

- Translate the difference between cases into the variable that matters for competitor benchmarking: evidence quality, revenue, operating profit/NOPAT, free cash flow, invested capital, financing/dilution, risk, or valuation. Mark non-applicable links instead of inventing them.

- Expert consistency test: keep raw and normalized peer views side by side so every adjustment can be reversed.

- Precommit the specific future filing, KPI, customer/supplier observation, regulator action, or market input that would materially invalidate the competitor benchmarking conclusion.

## Failure tests

- FAIL if peer selection cannot be defined and reproduced from the source pack.

- FAIL if peer comparisons mix incompatible KPI definitions, accounting policies, capital structures, geography, product mix, or cycle positions without normalization.

- FAIL if the competitor benchmarking conclusion depends on an unstated assumption, unreconciled definition, or evidence that cannot be traced to its source/version.

- FAIL if evidence materially inconsistent with the competitor benchmarking conclusion is omitted, reclassified, or dismissed without a documented definition, materiality, causal, timing, and source-quality analysis.

## Completion test

A senior reviewer must be able to reproduce the competitor benchmarking conclusion, vary the most sensitive assumption independently, trace the change through the model, understand the strongest opposing case, and identify the next evidence that would force an update. If any link is missing, the module remains open.