{"id":"W3212794219","doi":"10.1287/mnsc.2021.4117","title":"Skill Acquisition and Data Sales","year":2021,"lang":"en","type":"article","venue":"Management Science","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Volatility (finance); Vendor; Business; Sample (material); Dreyfus model of skill acquisition; Raw data; Finance; Econometrics; Economics; Marketing; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002395528,0.0009215166,0.001149626,0.001399093,0.0007819862,0.003536066,0.002397049,0.003466817,0.02622611],"category_scores_gemma":[0.01278945,0.0007608032,0.001242953,0.001184627,0.001645262,0.006110797,0.001832709,0.002849946,0.002317653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002350049,"about_ca_system_score_gemma":0.0014988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007512401,"about_ca_topic_score_gemma":0.004441549,"domain_scores_codex":[0.9991234,0.0002156232,0.00004352961,0.0001724931,0.0001888269,0.0002562198],"domain_scores_gemma":[0.9932119,0.004439537,0.0009763155,0.0003951937,0.0004616639,0.0005154402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001974352,0.0003235812,0.007238825,0.000151349,0.00006287036,0.0008262738,0.0002861165,0.2777734,0.001555804,0.6752858,0.006282115,0.03001633],"study_design_scores_gemma":[0.00008286144,0.0001479639,0.002233156,0.00007117392,0.00003775565,0.0003628522,0.0001261503,0.7614236,0.000527174,0.2286805,0.006253308,0.00005347106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3275546,0.001894314,0.5109871,0.01087044,0.0002329885,0.0004611734,0.002229365,0.0004959034,0.1452741],"genre_scores_gemma":[0.9328389,0.0008904915,0.01888401,0.0003159442,0.0001235213,0.0001836501,0.0004029564,0.00008038045,0.04628012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02622611,"threshold_uncertainty_score":0.08773506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.045497521638534,"score_gpt":0.2497655180379821,"score_spread":0.2042679963994481,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}