{"id":"W4385980119","doi":"10.1287/mnsc.2021.02740","title":"Is Personalized Pricing Profitable When Firms Can Differentiate?","year":2023,"lang":"en","type":"article","venue":"Management Science","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Stylized fact; Commit; Product differentiation; Competition (biology); Industrial organization; Economics; Microeconomics; Economic surplus; Product (mathematics); Business; Welfare; Cournot competition; Computer science; Market economy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002601263,0.0006106022,0.001242121,0.0007323051,0.00144784,0.005675492,0.001474671,0.00407362,0.01198078],"category_scores_gemma":[0.01386117,0.000623714,0.001161694,0.001229477,0.00357245,0.006156667,0.002641138,0.003843119,0.0006597941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003755803,"about_ca_system_score_gemma":0.002137187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007442724,"about_ca_topic_score_gemma":0.007917049,"domain_scores_codex":[0.9974853,0.0005683016,0.0001053165,0.0004372774,0.0004126578,0.000991191],"domain_scores_gemma":[0.9854703,0.007007032,0.004563106,0.001261786,0.0006892108,0.001008571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004787769,0.0007876758,0.06091755,0.0004392626,0.0002469347,0.002116204,0.001129791,0.07092126,0.003883341,0.7611484,0.004991121,0.09293967],"study_design_scores_gemma":[0.0002054616,0.000439013,0.05033061,0.0001731254,0.0003075201,0.0007702701,0.002585346,0.1288522,0.002549722,0.801218,0.01238856,0.0001802359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.780935,0.002646487,0.05768443,0.01365594,0.0001637994,0.0002105181,0.0003021923,0.0001536218,0.1442481],"genre_scores_gemma":[0.9955852,0.0003549277,0.001636167,0.000327174,0.00004451984,0.00001784502,0.00002220493,0.000006355137,0.00200567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01198078,"threshold_uncertainty_score":0.04007965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944400435333654,"score_gpt":0.2215242508198102,"score_spread":0.1920802464664737,"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."}}