{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2016:HHLNEOECEEUIDPT55WYO4OY5T7","short_pith_number":"pith:HHLNEOEC","schema_version":"1.0","canonical_sha256":"39d6d23882212881be7dedb0ee3b1d9fec9106fa6975a4c48d6b5794436eb1f2","source":{"kind":"arxiv","id":"1607.04209","version":1},"attestation_state":"computed","paper":{"title":"Dynamic Question Ordering in Online Surveys","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.ME","stat.ML"],"primary_cat":"stat.OT","authors_text":"Jennifer Mankoff, Kirstin Early, Stephen E. Fienberg","submitted_at":"2016-07-14T17:03:24Z","abstract_excerpt":"Online surveys have the potential to support adaptive questions, where later questions depend on earlier responses. Past work has taken a rule-based approach, uniformly across all respondents. We envision a richer interpretation of adaptive questions, which we call dynamic question ordering (DQO), where question order is personalized. Such an approach could increase engagement, and therefore response rate, as well as imputation quality. We present a DQO framework to improve survey completion and imputation. In the general survey-taking setting, we want to maximize survey completion, and so we "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1607.04209","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.OT","submitted_at":"2016-07-14T17:03:24Z","cross_cats_sorted":["stat.ME","stat.ML"],"title_canon_sha256":"39141623f4b568e11e099bf4524c9d0747aa47d4d2252e283271a2643612bf2a","abstract_canon_sha256":"6c94c0fe10eb3bdcc832c2f39deff44ac23c33fd116bb48a1d652a2812cbdcc2"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:11:03.875308Z","signature_b64":"glP7QtiWitRzMhU4SYauBQTXsMQqD3Z5XtjgL8Q/wyzk2MY3kdQitmqwpHMD4Uk5/ws6bENhPeTCylH3cuguBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"39d6d23882212881be7dedb0ee3b1d9fec9106fa6975a4c48d6b5794436eb1f2","last_reissued_at":"2026-05-18T01:11:03.874836Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:11:03.874836Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Dynamic Question Ordering in Online Surveys","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.ME","stat.ML"],"primary_cat":"stat.OT","authors_text":"Jennifer Mankoff, Kirstin Early, Stephen E. Fienberg","submitted_at":"2016-07-14T17:03:24Z","abstract_excerpt":"Online surveys have the potential to support adaptive questions, where later questions depend on earlier responses. Past work has taken a rule-based approach, uniformly across all respondents. We envision a richer interpretation of adaptive questions, which we call dynamic question ordering (DQO), where question order is personalized. Such an approach could increase engagement, and therefore response rate, as well as imputation quality. We present a DQO framework to improve survey completion and imputation. In the general survey-taking setting, we want to maximize survey completion, and so we "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1607.04209","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"1607.04209","created_at":"2026-05-18T01:11:03.874905+00:00"},{"alias_kind":"arxiv_version","alias_value":"1607.04209v1","created_at":"2026-05-18T01:11:03.874905+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1607.04209","created_at":"2026-05-18T01:11:03.874905+00:00"},{"alias_kind":"pith_short_12","alias_value":"HHLNEOECEEUI","created_at":"2026-05-18T12:30:19.053100+00:00"},{"alias_kind":"pith_short_16","alias_value":"HHLNEOECEEUIDPT5","created_at":"2026-05-18T12:30:19.053100+00:00"},{"alias_kind":"pith_short_8","alias_value":"HHLNEOEC","created_at":"2026-05-18T12:30:19.053100+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7","json":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7.json","graph_json":"https://pith.science/api/pith-number/HHLNEOECEEUIDPT55WYO4OY5T7/graph.json","events_json":"https://pith.science/api/pith-number/HHLNEOECEEUIDPT55WYO4OY5T7/events.json","paper":"https://pith.science/paper/HHLNEOEC"},"agent_actions":{"view_html":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7","download_json":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7.json","view_paper":"https://pith.science/paper/HHLNEOEC","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1607.04209&json=true","fetch_graph":"https://pith.science/api/pith-number/HHLNEOECEEUIDPT55WYO4OY5T7/graph.json","fetch_events":"https://pith.science/api/pith-number/HHLNEOECEEUIDPT55WYO4OY5T7/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7/action/timestamp_anchor","attest_storage":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7/action/storage_attestation","attest_author":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7/action/author_attestation","sign_citation":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7/action/citation_signature","submit_replication":"https://pith.science/pith/HHLNEOECEEUIDPT55WYO4OY5T7/action/replication_record"}},"created_at":"2026-05-18T01:11:03.874905+00:00","updated_at":"2026-05-18T01:11:03.874905+00:00"}