{"id":"W4400582482","doi":"10.2139/ssrn.4891482","title":"The Challenges of Deploying an Algorithmic Pricing Tool: Evidence from Airbnb","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business; Computer science; Economics; Industrial organization","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":[0.02528594,0.0003276574,0.0005297561,0.00117575,0.002508726,0.007674851,0.001777794,0.003376961,0.02542121],"category_scores_gemma":[0.1158197,0.0003490387,0.0003300177,0.001752854,0.002999793,0.007798317,0.002318444,0.003677936,0.003569436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002842329,"about_ca_system_score_gemma":0.004316944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01875953,"about_ca_topic_score_gemma":0.01396402,"domain_scores_codex":[0.9876105,0.006026993,0.0004517172,0.0007049888,0.004342732,0.0008631264],"domain_scores_gemma":[0.8517182,0.1113347,0.01055755,0.01193893,0.01168809,0.002762475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003682602,0.004904428,0.1201076,0.001056185,0.0003599304,0.0004421346,0.005698837,0.01141467,0.001062521,0.2801861,0.07398607,0.497099],"study_design_scores_gemma":[0.002103995,0.003560871,0.2166489,0.004226598,0.0004997049,0.0006361741,0.02228016,0.03804924,0.003627552,0.2947126,0.4133441,0.0003100357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6803479,0.003199859,0.008979847,0.02806845,0.0003606772,0.0003069652,0.0009111065,0.0002142083,0.2776111],"genre_scores_gemma":[0.9849636,0.001134727,0.003088711,0.002542011,0.00009939977,0.00008966654,0.0003902622,0.00008078355,0.007610834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02542121,"threshold_uncertainty_score":0.1337265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03547976161222441,"score_gpt":0.2520615364353347,"score_spread":0.2165817748231103,"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."}}