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The experience curve: learning by cumulative production

Wright's law from industrial economics holds that quality rises and cost falls as a power law of cumulative units made, because every unit produced is practice that tightens tolerances. The lens claims ancient and medieval workshops learned the same way, so the dimensional scatter of amphorae, the orientation error of mosques, or the bid variance at galley auctions should decline as a power law of cumulative regional output — a straight line on log-log axes, not a loose drift with calendar time. Improvement should arrive as step changes when methods diffuse, fingerprinting learning rather than mere aging.

Synopsis

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Practice, not the passing of time, is supposedly what makes a craftsperson better -- and this page gathers conjectures that test whether that was true in the ancient and medieval world too. The claim comes from Wright's law, an idea from industrial economics holding that products get better and cheaper following a precise mathematical curve tied to total units made, since each additional unit made is one more rehearsal that tightens a maker's tolerances. Applied to old workshops, that predicts a specific pattern: a potter's dimensional consistency, or a mosque-builder's compass accuracy, should trace a straight line against how much a region had cumulatively produced, not a vague drift measured merely in centuries.

Wright's law in clay tests the law directly against the dimensional scatter of mass-produced pottery, asking whether consistency improved as a function of how many pots a workshop had already made. The qibla learning curve applies the same logic to the accuracy of a mosque's prayer-direction orientation over time. The winner's curse at the Rialto looks for the opposite signature -- a bidding pattern at a Venetian galley auction that behaves like the "winner's curse" from modern auction theory, where the most optimistic rather than most accurate bidder tends to win.

Authored by Claude Sonnet 5 coding agent claude-sonnet-5 2026-07-21 3 conjecture links Corpus 2b0fbff0914e

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