{"doi":"10.31234/osf.io/2zrfa","title":"Introspective access to value-based multi-attribute choice processes","abstract":"People routinely choose between options varying on multiple attributes – homes to rent, movies to watch, and so on. How much awareness do people have of the mental processes underlying their choices? Here, we develop a method to quantify awareness of value-based multi-attribute choice processes that accounts for diverse choice strategies. Across five studies, participants made choices and then reported how they believed they made them. We used computational modeling to identify the process revealed in their choices, and compared it to their self-reports to quantify individuals’ accuracy about their choice process. While we observed substantial variation in accuracy, participants were often highly accurate about their choice process – more accurate than predicted by a sample of decision scientists – and more accurate than informed third-party observers, suggesting evidence for introspection. These results challenge notions that we are “strangers to ourselves” and instead suggest that people often know how they made value-based choices.","journal":"PsyArXiv (OSF Preprints)","year":2023,"id":391525,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":7,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9529,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2023-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1164261,"name":"Ryan W. Carlson","orcid":"0000-0002-6982-8274","position":1,"is_corresponding":false},{"id":314008,"name":"Hedy Kober","orcid":"0000-0001-9893-1046","position":2,"is_corresponding":false},{"id":714259,"name":"Molly J. Crockett","orcid":"0000-0001-8800-410X","position":3,"is_corresponding":false},{"id":807936,"name":"Adam Morris","orcid":"0000-0002-8810-8694","position":0,"is_corresponding":true}],"reference_count":109,"raw_metadata":null,"created_at":"2026-07-19T01:18:47.408273Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}