Choice Design Entry #0248 Classified Declassified

Why removing prices raises enquiries and lowers trust

Withholding a number generates contact and also generates an inference. Buyers assume anything concealed is concealed because disclosure would not help.

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Plate 354 — The tabs that closed without a trace

Intuition test — answer before you read on

Why does hiding a price raise enquiries while reducing trust?

Contact us for pricing. The form fills up, the sales team is pleased, and a quieter population of visitors leaves having concluded the product is expensive and the process will be tiresome. Both effects are caused by the same missing figure, and only one of them appears in the pipeline report.

What everyone sees

Hiding price is defended as a way to have a conversation before the number frames everything, which is a real benefit for complex products. The framing treats non-disclosure as neutral, a deferral. Buyers do not treat it as neutral. They treat it as a decision that was made for a reason, and they reason about the reason.

What is actually happening

Grossman’s analysis of the informational role of warranties and voluntary disclosure produced the unravelling result: where a seller could reveal quality cheaply and does not, buyers rationally infer the unrevealed value is at the bottom of the plausible range, which pressures every seller above the bottom to disclose. Milgrom’s good news and bad news theorems generalise the logic, showing that in equilibrium silence is informative and is read pessimistically. Applied to a pricing page this predicts exactly the observed split: enquiries rise because the only way to obtain the figure is to make contact, and confidence falls because the absence of the figure is itself read as a message about it.

Why it stays hidden

The trade hides because one side of it is measured and the other is not. Form submissions are counted precisely; visitors who inferred a bad answer and closed the tab are indistinguishable from visitors who were never interested. The reporting system can see the cost of disclosure and cannot see the cost of concealment.

Silence is not the absence of a claim. Buyers read an omitted number as the worst plausible one, and that reading is rational.

Silence is not the absence of a claim. Buyers read an omitted number as the worst plausible one, and that reading is rational.

The hidden part — entry #0248

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Silence is not the absence of a claim. Buyers read an omitted number as the worst plausible one, and that reading is rational.

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Sources & further reading 2
  1. Grossman — the informational role of warranties and private disclosure about product quality
  2. Milgrom — good news and bad news: representation theorems and applications

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