{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:niq-q288603-answer-ecd411ee0400f767b8bd","key":"buyer_question:niq-q288603-answer-ecd411ee0400f767b8bd","kind":"buyer_question","slug":"niq-q288603-answer-ecd411ee0400f767b8bd","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/niq-q288603-answer-ecd411ee0400f767b8bd","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/niq-q288603-answer-ecd411ee0400f767b8bd.json","datePublished":"2026-10-22","dateModified":"2026-10-22","materialFingerprint":"fnv1a64:6febb0225115311c","membershipFingerprint":"fnv1a64:021d78232b7a70b0","relatedEntitySlugs":["niq-q288603"],"relatedSurfaceKeys":["buyer_question:niq-q288603-answer-37056f0bfed9dcbb741a","buyer_question:niq-q288603-answer-57055d54b9a866b0dc2c","buyer_question:niq-q288603-answer-a093590c748e59e95f84","evidence:niq-q288603"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"niq-q288603-content-cc9132efaa95dff6-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q288603","sourceRevisionId":"Q288603:content:22d3ff4c76ecb8d4","sourceContentHash":"fnv1a64:ff8f48a724f9e35c","recordRevisionId":"Q288603:content:22d3ff4c76ecb8d4","recordContentHash":"fnv1a64:f7ef8891112c58f3","sourceCanonicalUrl":"https://nielseniq.com/","sourceModifiedAt":"2026-10-22T07:22:24.068Z","observedOn":"2026-10-22","permission":{"basis":"public_information","evidenceUrl":"https://nielseniq.com/"},"attributionUrl":"https://nielseniq.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"How can consumer behavior data enhance personalization and product usage?","summary":"Cited source answers across 1 active corpus record.","question":"How can consumer behavior data enhance personalization and product usage?","answers":[{"entitySlug":"niq-q288603","entityName":"NIQ","answer":"“Consumer behavior data allows financial institutions to personalize experiences based on how products are actually used over time—not just who the customer is. Usage frequency, feature adoption, and cross‑product behavior reveal where personalization can increase relevance and remove friction.”","sourceUrls":["https://nielseniq.com/global/en/industries/financial-services/"]}]}