{"id":"W4414753790","doi":"10.59576/lse.20251002","title":"Do Employers Comply with Pay Transparency Requirements in Job Postings?","year":2025,"lang":"en","type":"report","venue":"","topic":"Impact of AI and Big Data on Business and Society","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Transparency (behavior); Quarter (Canadian coin); Compliance (psychology); Job loss","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02210475,0.0001565153,0.0002968475,0.001720899,0.002233541,0.00540068,0.0009736258,0.001969101,0.004438689],"category_scores_gemma":[0.1183148,0.0003881795,0.0002620501,0.004080854,0.001085076,0.003745429,0.002098141,0.00241806,0.001489351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00231558,"about_ca_system_score_gemma":0.00480503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0297716,"about_ca_topic_score_gemma":0.03834116,"domain_scores_codex":[0.9656453,0.009832674,0.003740801,0.001862798,0.01603801,0.002880395],"domain_scores_gemma":[0.7417393,0.1190056,0.09147768,0.01689732,0.02501044,0.005869817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002358136,0.0003746282,0.8369584,0.0001574324,0.00006021334,0.000147032,0.005117218,0.0005333353,0.0008399676,0.008126907,0.05104734,0.09640176],"study_design_scores_gemma":[0.00005089934,0.0001735522,0.9192576,0.0003342244,0.00003163916,0.000146456,0.01221756,0.002325231,0.001612333,0.004415414,0.05936364,0.0000715472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8275896,0.00072325,0.00451071,0.09092167,0.0005966594,0.0002383927,0.005895844,0.0002996745,0.06922416],"genre_scores_gemma":[0.9857379,0.0001846651,0.001281323,0.007543062,0.0001984803,0.00008533745,0.001635893,0.00002890371,0.003304484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0297716,"threshold_uncertainty_score":0.1169025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.309265232468079,"score_gpt":0.4533256604803564,"score_spread":0.1440604280122774,"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."}}