{"id":1470,"slug":"progressive-individual-not-actuarial-class","title":"Progressive — pricing accuracy framed as individuals vs actuarial class (\"customers want to be treated as individuals — not as members of an actuarial class\")","kind":"reference","scope":"business","status":"current","audiences":["kevin","smb-owner","candid-team"],"topics":["pricing-intelligence","information-asymmetry","alternative-data-scoring"],"reference_body":"**Claim.** Progressive's public positioning of telematics is explicit information-asymmetry-reduction: pricing the individual, not the actuarial class. The implicit claim against the rest of the industry is that bureau-class pricing systematically mis-prices individuals — and the firm that can observe the individual captures the surplus.\n\n**Quote.**\n> \"Customers want to be treated as individuals — not as members of an actuarial class.\"\n\n**Source.** Progressive corporate statement via Justia Verdict (accessed 2026-06-21).\n\n**Confidence.** Verified for the *position*. Marketing positioning, not measured outcome — but the positioning itself is the evidence that Progressive sees its observation advantage as the strategic asset.\n\n**Caveats.** This is the firm's framing of its own advantage; it is not independent verification that bureau-class peers systematically over-price the segments Progressive captures. Pair with the alt-data credit literature ([[nber-wp-29840-invisible-primes-fintech-altdata-2022]]) for independent mechanism evidence.\n\n**Implication / use.** Use to ground the abstract Akerlof claim in a familiar industry. Insurance is the canonical setting for adverse selection and risk asymmetry; Progressive's explicit positioning is one of the cleanest commercial illustrations available.","rationale_body":null,"metadata":null,"links":{"outgoing":[{"slug":"research-brief-information-asymmetry-decision-edge-june-2026","title":"Research notes (capture-layer): the affirmative, inward decision-edge case for data intelligence — information asymmetry applied to pricing, demand, risk, retention, targeting (June 2026)","kind":"research-notes","scope":"business","link_type":"depends-on"},{"slug":"progressive-snapshot-history-1996-2010-2014","title":"Progressive Snapshot — first UBI (\"Autograph\") 1996; modern Snapshot 2010; surcharge capability 2014","kind":"reference","scope":"business","link_type":"relates-to"}],"incoming":[]},"created_at":"2026-06-21T01:14:48.748Z","updated_at":"2026-06-21T01:14:48.748Z"}