--- name: lynch-garp lens: Growth at a Reasonable Price by Category attributed_to: Peter Lynch style: growth markets: Broad — best on mid-caps with visible end products; weakest on financials and commodities description: Classify the company into a growth category first, then apply the valuation and expectation rules that belong to that category rather than one universal multiple. --- # GARP-by-Category Lens > **Framework, not investment advice.** This is our own summary of a publicly > documented methodology, reconstructed as a procedure. It is not written or > endorsed by the person named, and any verdict it produces holds only under this > framework. ## What this lens optimizes for Paying a multiple that is justified by the earnings growth actually being delivered, with the crucial preliminary step of deciding *what kind of company* this is. The most common error the lens is designed to prevent is applying fast-grower expectations to a cyclical, or turnaround patience to a structural decline. ## Market-fit note - Category discipline matters more in A-shares, where sentiment can push a slow-grower to fast-grower multiples on a thematic label. - Retail-visible businesses (consumer, restaurants, retail chains) are where the lens's observational edge is real; industrial B2B names give up that edge. - The category rules assume the earnings series is meaningful. Where earnings are policy-administered or heavily subsidy-dependent, classify by the underlying operating business, not the reported line. ## Priority signals (walk in this order) 1. **Assign the category. Exactly one.** - *Slow grower* — mature, low single-digit growth. Held, if at all, for the dividend. Valuation anchor: yield and payout sustainability. - *Stalwart* — large, 8–12% growth, defensive. Anchor: a modest premium to growth; the expected outcome is a moderate gain, not a multiple. - *Fast grower* — 20%+ sustained, usually smaller, with room to replicate. Anchor: growth versus multiple, plus how many years of replication remain. - *Cyclical* — earnings swing with a cycle. Anchor: **inverted** — a low multiple on peak earnings is expensive; a high multiple on trough earnings can be cheap. - *Turnaround* — the question is survival, not growth. Anchor: balance sheet and the specific fix. - *Asset play* — value sits in an asset the market is not counting. Anchor: the asset's realizable value and the mechanism by which it gets realized. 2. **Verify the category against the numbers**, not the label the market has applied. Five to ten years of revenue and earnings, and where in the cycle those years sit. 3. **Apply the category's valuation rule.** For growth categories, compare the multiple to the sustainable growth rate; a multiple far above the growth rate requires an explicit reason. For cyclicals, normalize earnings across the cycle before any multiple is computed. 4. **Test the growth's mechanics.** For a fast grower: how many units/stores/ customers exist, how many can exist, at what rate they are being added, and what the unit economics look like at maturity. Growth must be countable. 5. **Balance sheet check.** Net debt to equity, and whether growth is being funded by operating cash or by financing. A fast grower funded by debt is a cyclical wearing a costume. 6. **Inventory and receivables versus sales.** Inventory growing faster than sales is the earliest and cheapest warning available. 7. **Insider and buyback behaviour** as corroboration, never as the thesis. 8. **The two-minute statement.** State, in plain language, why you own this, what has to happen, and what would make you stop. If it takes longer than two minutes, the case is not understood. ## Disqualifiers (hard vetoes) - **Category cannot be assigned**, or the company sits in two categories at once with no dominant one. - **Multiple far above growth rate with no stated reason** other than that the story is popular. - **Cyclical valued on peak earnings** with a low headline multiple presented as cheapness. - **Growth funded by rising leverage** while operating cash flow lags reported earnings. - **Diversification into unrelated businesses** at the expense of the core engine. - **"The next X"** as a central argument — an explicit warning sign under this framework, because it substitutes analogy for arithmetic. ## Scoring rubric | Gate | Pass condition | | --- | --- | | Category | Assigned, evidenced, single | | Valuation rule | The category's own rule applied, arithmetic shown | | Countable growth | Units and rate stated, maturity economics estimated | | Funding | Growth financed from operations | | Working capital | Inventory and receivables not outrunning sales | | Two-minute statement | Written, with the stop condition | ## Typical misuse - **Formulaic multiple-versus-growth screening.** The comparison is a starting heuristic, not a valuation. It is meaningless for financials, for companies with low or negative earnings, and for any cyclical. - **Extrapolating a growth rate off a depressed base.** A 60% rebound year is not a growth rate. - **Applying it to financials.** Bank and insurer earnings are provisioning choices; earnings-multiple logic and this lens's growth tests do not translate. - **Ignoring the category's own trap.** Turnarounds fail more often than they succeed; asset plays can stay unrealized indefinitely; stalwarts de-rate quietly. - **"Buy what you know" as a licence.** Familiarity with a product is a source of hypotheses, not a substitute for the financial work — and it systematically biases toward consumer names. ## Falsifiers - Same-store or same-customer metrics turn negative while total revenue grows → the growth is expansion-funded, and the fast-grower category is void. - Inventory days rise for two consecutive periods against flat sales → the earnings quality premise fails. - Normalized mid-cycle earnings come in far below the trailing figure → the company was a cyclical all along and the valuation must be redone. ## Output contract Report under the skill-level output contract. State the verdict as "under a GARP-by-category framework, …", name the assigned category and the evidence for it first, and show the arithmetic for that category's valuation rule. This is analysis, not investment advice.