Market Signals Entry #0422 Classified Declassified

The reason a returns policy shapes who buys

Terms are not neutral packaging around a price. They are a filter, and the customers they attract differ from the ones they deter.

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Plate 398 — The clause that chose the customers

Intuition test — answer before you read on

Why does a returns policy change the composition of a customer base?

Two shops sell the same jacket at the same price. One takes returns for a year, no questions; the other allows fourteen days with a receipt. They end up with different customers, different return rates, different margins and different reviews — from an identical product.

What everyone sees

Return terms are treated as a cost line, tuned to balance conversion against losses. That treatment misses the selection effect. The policy is read by prospective buyers as information about the product and about themselves, so it does not merely change behaviour within a fixed customer base — it changes which people are in the base.

What is actually happening

Rothschild and Stiglitz established the general result in insurance markets: contract terms sort applicants by unobservable type, so any change to terms changes the composition of who accepts, and terms cannot be evaluated independently of that sorting. Applied to retail, a generous policy attracts both buyers who value insurance against a genuinely uncertain fit — a large, profitable group — and buyers who intend to use the shop as a fitting room. Petersen and Kumar’s analysis of returns management found lenient policies raising both returns and subsequent purchasing, with net profitability depending on which type dominates. The policy is therefore a customer-selection instrument that happens to be filed under logistics.

Why it stays hidden

The selection hides because the metrics are recorded per transaction. Return rate rises and is investigated as an operational problem, order value rises and is credited to merchandising, and neither report contains the sentence that says both numbers moved because the buyer population changed. The instrument that did it is not owned by anyone who reads either report.

Terms sort customers before they sort transactions. A returns policy is a selection instrument filed in the wrong department.

Terms sort customers before they sort transactions. A returns policy is a selection instrument filed in the wrong department.

The hidden part — entry #0422

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Terms sort customers before they sort transactions. A returns policy is a selection instrument filed in the wrong department.

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Sources & further reading 2
  1. Rothschild & Stiglitz — equilibrium in competitive insurance markets: an essay on the economics of imperfect information
  2. Petersen & Kumar — are product returns a necessary evil

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