{ "study_id": 22, "specification_id": "S22-P041", "source_specification_id": "REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE", "role": "active_comparison", "published_source_location": "", "outcome_label": "", "outcome_variable": "", "treatment_label": "", "unit_fixed_effects": "", "time_fixed_effects": "", "allowed_adjustments": "", "published_weights": "", "published_clustering": "", "panel_structure": "", "design": "", "descriptive_metadata_status": "not_recorded_in_exported_source_metadata", "title": "Corruption as a Local Advantage", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S22-P041.json", "input_bytes": 354440, "specification_type": "twfe_scalar", "run_status": "completed", "expanded_status": "processed", "expanded_reason": null, "regression_result": { "schema": "did-replication-v2", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "cntrd_lat", "dist_coast_km", "dist_niger_km", "dist_capital_km" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": { "y": "", "d": "" }, "allow_repeated_cells": true, "time_fe": null, "unit_fe": null, "frequency_weights": false, "source_sd": null, "latest_cohort_control": true, "slug": "s22-p041", "study_id": 22, "study": "Corruption as a Local Advantage", "citation": "Rexer (2025), AER. https://doi.org/10.1257/aer.20220528", "description": "REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE", "source_specification_id": "REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE", "specification_id": "S22-P041", "data": "repl-archives/twfe-microdata-replication-private/outputs/expansion_nigerian_oil_2026_10_06/validation/native_inputs/REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE.csv", "output_dir": "analyses/full-archive/results/S22-P041" }, "source": { "file": "REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE.csv", "bytes": 354440, "sha256": "ff95438b9124f088b7bd8e6f78956d10cded0a844cced42daad832d598633e91" }, "versions": { "pyfixest": "0.60.0", "polars": "2.0.0", "duckreg": "0.4.1", "numpy": "2.5.3", "pandas": "3.0.6" }, "specifications": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 2291, "source_sd": 21.965037243976433, "rows": 2285, "units": 216, "clusters": 216, "treated_units": 49, "never_treated_units": 167, "treated_cohorts": 5, "latest_cohort_control_index": null, "unique_unit_period_cells": 2285, "unsupported_prediction_rows_removed": 0, "initially_treated_units_removed": 1, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 0 }, "estimates": [ { "method": "Static TWFE", "estimate": -0.27992479239217416, "se": 0.051856524198979286, "pvalue": 1.7751200414983936e-07, "lower": -0.38213706745671644, "upper": -0.17771251732763188 }, { "method": "Dynamic TWFE", "estimate": -0.17281182309240548, "se": 0.10287618951184688, "pvalue": 0.09444793699211435, "lower": -0.37558687488008097, "upper": 0.029963228695270017 }, { "method": "BJS / did2s", "estimate": -0.2812685125386315, "se": 0.051982461157188874, "pvalue": 1.667219920450214e-07, "lower": -0.38372901679346655, "upper": -0.17880800828379645 }, { "method": "Sun\u2013Abraham", "estimate": -0.19705826602738652, "se": 0.06748362572536903, "pvalue": 0.003872150843267495, "lower": -0.3300724821080279, "upper": -0.06404404994674512 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -9, "estimate": 0.37988535105848775, "se": 0.20939113560050834, "pvalue": 0.07103499105900728, "lower": -0.03283695686081739, "upper": 0.7926076589777928 }, { "event_time": -8, "estimate": -0.017350985569392897, "se": 0.19407492252113404, "pvalue": 0.9288444350214774, "lower": -0.3998841319820547, "upper": 0.3651821608432689 }, { "event_time": -7, "estimate": 0.22984340438958947, "se": 0.191933778370165, "pvalue": 0.23242482278164409, "lower": -0.14846942031250168, "upper": 0.6081562290916807 }, { "event_time": -6, "estimate": 0.3691862938689214, "se": 0.15135343525712583, "pvalue": 0.015529184534445791, "lower": 0.07085972463909934, "upper": 0.6675128630987435 }, { "event_time": -5, "estimate": 0.18052246251742304, "se": 0.1322288279747401, "pvalue": 0.17360827715931865, "lower": -0.08010837507122903, "upper": 0.4411533001060751 }, { "event_time": -4, "estimate": -0.031773409890629226, "se": 0.11241902633125171, "pvalue": 0.7777295238999593, "lower": -0.25335795724222543, "upper": 0.189811137460967 }, { "event_time": -3, "estimate": 0.028505457894519148, "se": 0.11440416329358591, "pvalue": 0.8034713963814779, "lower": -0.19699191177537057, "upper": 0.25400282756440884 }, { "event_time": -2, "estimate": 0.1623529607199736, "se": 0.11037047607403494, "pvalue": 0.1427580940956575, "lower": -0.05519377295998626, "upper": 0.37989969439993343 }, { "event_time": 0, "estimate": -0.18359238672509537, "se": 0.11154124906636727, "pvalue": 0.10123310146363641, "lower": -0.4034467831915396, "upper": 0.03626200974134883 }, { "event_time": 1, "estimate": -0.1564039163204817, "se": 0.13652047654534155, "pvalue": 0.2532159090549702, "lower": -0.4254938469732096, "upper": 0.1126860143322462 }, { "event_time": 2, "estimate": -0.40099158942361113, "se": 0.11571161446466861, "pvalue": 0.0006389830394916586, "lower": -0.6290660226510078, "upper": -0.17291715619621453 }, { "event_time": 3, "estimate": -0.2093679190697202, "se": 0.10392834950666494, "pvalue": 0.04519836077825391, "lower": -0.4142168404131259, "upper": -0.004518997726314478 }, { "event_time": 4, "estimate": -0.02464925414421201, "se": 0.10657131342570389, "pvalue": 0.8173067479956195, "lower": -0.23470761362970954, "upper": 0.18540910534128552 }, { "event_time": 5, "estimate": 0.017651076876037862, "se": 0.1076159211870312, "pvalue": 0.8698701187746231, "lower": -0.19446626626647545, "upper": 0.2297684200185512 }, { "event_time": 6, "estimate": 0.1112151569005987, "se": 0.12163533690727327, "pvalue": 0.3615663511317982, "lower": -0.12853528348428156, "upper": 0.350965597285479 } ], "BJS / did2s": [ { "event_time": -9, "estimate": 0.17765659326165034, "se": 0.08371611101399203, "pvalue": 0.03497100384969929, "lower": 0.012647188977968377, "upper": 0.34266599754533233 }, { "event_time": -8, "estimate": -0.119038758664387, "se": 0.07424651075435357, "pvalue": 0.11033846750587102, "lower": -0.2653830209733494, "upper": 0.027305503644575443 }, { "event_time": -7, "estimate": 0.0718492348357781, "se": 0.0579632927286669, "pvalue": 0.21648786260879377, "lower": -0.042399842045963615, "upper": 0.1860983117175198 }, { "event_time": -6, "estimate": 0.17257223350369938, "se": 0.04535714734236727, "pvalue": 0.00018504283982160476, "lower": 0.08317061448056653, "upper": 0.26197385252683225 }, { "event_time": -5, "estimate": 0.044992163529187626, "se": 0.03744681923382413, "pvalue": 0.2308811029708857, "lower": -0.02881773111653109, "upper": 0.11880205817490634 }, { "event_time": -4, "estimate": -0.11719839399821025, "se": 0.02171576590360385, "pvalue": 1.7850452156205901e-07, "lower": -0.1600014524766274, "upper": -0.07439533551979309 }, { "event_time": -3, "estimate": -0.06556215931340482, "se": 0.03188392474266141, "pvalue": 0.04096356556716567, "lower": -0.12840726002685027, "upper": -0.002717058599959396 }, { "event_time": -2, "estimate": 0.04981881782428815, "se": 0.07222130849109501, "pvalue": 0.49105897601268894, "lower": -0.09253365108951278, "upper": 0.1921712867380891 }, { "event_time": -1, "estimate": -0.08951982806111554, "se": 0.07961237715007528, "pvalue": 0.2620776391087622, "lower": -0.24644053027751567, "upper": 0.06740087415528458 }, { "event_time": 0, "estimate": -0.3054988727814709, "se": 0.06117544011027279, "pvalue": 1.2231104485423378e-06, "lower": -0.42607928206136464, "upper": -0.1849184635015772 }, { "event_time": 1, "estimate": -0.25759487314849344, "se": 0.08770704099817792, "pvalue": 0.003675014536462054, "lower": -0.4304706363833017, "upper": -0.0847191099136852 }, { "event_time": 2, "estimate": -0.5313044840539239, "se": 0.1132717157928902, "pvalue": 4.842804623104373e-06, "lower": -0.7545697327472299, "upper": -0.30803923536061795 }, { "event_time": 3, "estimate": -0.3301143789595491, "se": 0.07780066133762642, "pvalue": 3.277606342799935e-05, "lower": -0.4834640821971081, "upper": -0.1767646757219901 }, { "event_time": 4, "estimate": -0.12697403528778342, "se": 0.04814923801541761, "pvalue": 0.008972441485829456, "lower": -0.22187903010185642, "upper": -0.032069040473710425 }, { "event_time": 5, "estimate": -0.01614383684979068, "se": 0.05554436691042845, "pvalue": 0.7716010174004121, "lower": -0.12562506793172892, "upper": 0.09333739423214756 }, { "event_time": 6, "estimate": 0.04692789391563213, "se": 0.08498847152271183, "pvalue": 0.5814069441063435, "lower": -0.12058940815540461, "upper": 0.21444519598666886 } ], "Sun\u2013Abraham": [ { "event_time": -9, "estimate": 0.6294128913105418, "se": 0.3184397744702637, "pvalue": 0.049370560642947404, "lower": 0.0017492689907476766, "upper": 1.257076513630336 }, { "event_time": -8, "estimate": 0.041295936042179224, "se": 0.3046536678940501, "pvalue": 0.8923035182016149, "lower": -0.5591944551518624, "upper": 0.6417863272362208 }, { "event_time": -7, "estimate": 0.32623289523420507, "se": 0.288424233018605, "pvalue": 0.2592785755355997, "lower": -0.24226832030151657, "upper": 0.8947341107699267 }, { "event_time": -6, "estimate": 0.41516275799494295, "se": 0.18393186124064667, "pvalue": 0.02500342223068155, "lower": 0.05262218504554639, "upper": 0.7777033309443395 }, { "event_time": -5, "estimate": 0.2003697518618244, "se": 0.1428840132615777, "pvalue": 0.16226057536429533, "lower": -0.08126308588447315, "upper": 0.4820025896081219 }, { "event_time": -4, "estimate": -0.015980592939194724, "se": 0.1169445481669056, "pvalue": 0.8914345113882318, "lower": -0.2464852113873715, "upper": 0.21452402550898209 }, { "event_time": -3, "estimate": 0.039119829394503994, "se": 0.11754739299243211, "pvalue": 0.7396091697643971, "lower": -0.1925730318462579, "upper": 0.27081269063526586 }, { "event_time": -2, "estimate": 0.23168190536626998, "se": 0.0902302098054442, "pvalue": 0.010916588273278469, "lower": 0.05383282723721644, "upper": 0.4095309834953235 }, { "event_time": 0, "estimate": -0.17028836263079647, "se": 0.11049825423463616, "pvalue": 0.12476405010094971, "lower": -0.3880869546198188, "upper": 0.04751022935822588 }, { "event_time": 1, "estimate": -0.11483471192439386, "se": 0.1306699220478457, "pvalue": 0.380482593860061, "lower": -0.3723928537652925, "upper": 0.14272342991650477 }, { "event_time": 2, "estimate": -0.5557638595492547, "se": 0.10187593833312186, "pvalue": 1.3391245094973064e-07, "lower": -0.7565673571266793, "upper": -0.35496036197183006 }, { "event_time": 3, "estimate": -0.27255294374607997, "se": 0.05819284092725711, "pvalue": 4.9934470135495606e-06, "lower": -0.38725447369862226, "upper": -0.15785141379353768 }, { "event_time": 4, "estimate": -0.05237268841424042, "se": 0.046901110219526004, "pvalue": 0.26538523934933667, "lower": -0.1448175495506327, "upper": 0.04007217272215187 }, { "event_time": 5, "estimate": -0.024957517108709366, "se": 0.05147874512766101, "pvalue": 0.6283032281820028, "lower": -0.12642516728857858, "upper": 0.07651013307115984 }, { "event_time": 6, "estimate": 0.12171465449314696, "se": 0.0606033620145315, "pvalue": 0.04585381754587969, "lower": 0.0022618449624369624, "upper": 0.24116746402385697 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "weights": [ 0.24873096446700507, 0.24873096446700507, 0.14720812182741116, 0.13705583756345177, 0.13705583756345177, 0.06598984771573604, 0.015228426395939087 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 1.2942848764962989e-08, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 2.2486878405199235e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 2.8588109549264544, "df_num": 12, "df_den": 1969, "pvalue": 0.0006513060327783259, "log10_pvalue": -3.1862148991171755, "inference": "Homoskedastic nested-model F", "observations": 2285, "design_columns": 90, "restricted_design_columns": 78, "fixed_effect_rank": 226, "covariance_rank": 12, "rss_unrestricted": 556.1266407918274, "rss_restricted": 565.8159913231964, "test_horizon": null, "reference_cohort": 5, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-9.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-8.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-7.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-6.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-5.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-4.0]" ], "data": [ [ -0.09045680687471733, -1.470527279698351e-17, 0.009950248756218898, -0.048846675712347305, -0.02487562189054726, 0.010854816824966076 ], [ 0.009045680687418808, -0.08910891089114635, -4.925865774013175e-06, 0.01577575668014318, -0.044542140781245125, -0.02831320445477678 ], [ 0.009045680687188461, 0.009900990098703303, -0.08825100537591703, 0.005853195796593175, 0.019695655547395056, -0.042722488520451074 ], [ 0.009045680687188461, 0.009900990098703303, 0.009788210310357466, -0.08238209832105392, 0.009891733978767593, 0.02100300167562739 ], [ 0.009045680686628699, 0.009900990098097424, 0.009788210309795535, 0.01565711736519475, -0.07752769981419692, 0.0111446894186547 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10" ], "deviations": [ { "event_time": -5.0, "cohort": 6, "estimate": -0.3043147744515559 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.4715920890156415 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.39130297149345816 }, { "event_time": -2.0, "cohort": 6, "estimate": 0.06395100796793658 }, { "event_time": 0.0, "cohort": 6, "estimate": 0.05461684215644863 }, { "event_time": 1.0, "cohort": 6, "estimate": -0.17572608349293203 }, { "event_time": 2.0, "cohort": 6, "estimate": -0.12426262574070464 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.08444339782679144 }, { "event_time": 4.0, "cohort": 6, "estimate": -0.22860235946897423 }, { "event_time": 5.0, "cohort": 6, "estimate": 0.05982049055061922 }, { "event_time": -6.0, "cohort": 7, "estimate": 0.029868559417863982 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.1024367127038587 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.1969661356472342 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.24181970051231566 }, { "event_time": -2.0, "cohort": 7, "estimate": 0.0985652970997432 }, { "event_time": 0.0, "cohort": 7, "estimate": -0.20596329337707014 }, { "event_time": 1.0, "cohort": 7, "estimate": -0.7316016457999266 }, { "event_time": 2.0, "cohort": 7, "estimate": -0.1794295503145459 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.5152817074263351 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.2690073213251953 }, { "event_time": -8.0, "cohort": 9, "estimate": -1.3028956113772867 }, { "event_time": -7.0, "cohort": 9, "estimate": -2.1611302631990186 }, { "event_time": -6.0, "cohort": 9, "estimate": -1.743512986581518 }, { "event_time": -5.0, "cohort": 9, "estimate": -1.6503615386220032 }, { "event_time": -4.0, "cohort": 9, "estimate": -1.730160020289023 }, { "event_time": -3.0, "cohort": 9, "estimate": -2.0314584648011977 }, { "event_time": -2.0, "cohort": 9, "estimate": -1.6747395906306775 }, { "event_time": 0.0, "cohort": 9, "estimate": -2.0106714948278506 }, { "event_time": 1.0, "cohort": 9, "estimate": -1.7491443256839374 }, { "event_time": 2.0, "cohort": 9, "estimate": -1.091702989732604 }, { "event_time": -4.0, "cohort": 10, "estimate": -0.05653673630086964 }, { "event_time": -3.0, "cohort": 10, "estimate": -0.11179021133384076 }, { "event_time": -2.0, "cohort": 10, "estimate": 0.8128303920474669 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.04222134792598742 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.23313921312756597 } ] } } }, "code_sha256": { "replication_engine.py": "44c4c4f8cb33d36098a093a1e83e9112703c0b401c6f0d02b67c914e725034b3", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb", "sparse_models.py": "7c15e11678a92a15a1449529a9d5f84b6508338c54cf3d6ce25067b0b5f700e0" } }, "comparison": { "schema": "expensive-replication-v1", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [ "cntrd_lat", "dist_coast_km", "dist_niger_km", "dist_capital_km" ], "weight": null, "period_step": 1, "period_values": null, "display_window": [ -10, 10 ], "seed": 20261008, "panelview_max_units": 100, "test_mode": "classical", "test_horizon": null, "post_horizon": null, "post_weighting": "observations", "sample_query": null, "reversal_policy": "drop_post_untreated", "labels": { "y": "", "d": "" }, "allow_repeated_cells": true, "time_fe": null, "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s22-p041", "study_id": 22, "study": "Corruption as a Local Advantage", "citation": "Rexer (2025), AER. https://doi.org/10.1257/aer.20220528", "description": "REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE", "source_specification_id": "REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE", "specification_id": "S22-P041", "data": "repl-archives/twfe-microdata-replication-private/outputs/expansion_nigerian_oil_2026_10_06/validation/native_inputs/REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE.csv", "output_dir": "analyses/archive-expanded/fits/S22-P041" }, "options": { "output_dir": "analyses/archive-expanded/fits/S22-P041", "regression_results": "analyses/archive-expanded/baselines/S22-P041.json", "display_window": [ -10, 10 ], "timeout_seconds": 3600 }, "source": { "file": "REXER-F4-THEFT-CTRLSPATIAL-SHNONE-FENONE-TRDI-SONSHORE.csv", "bytes": 354440, "sha256": "ff95438b9124f088b7bd8e6f78956d10cded0a844cced42daad832d598633e91" }, "regressions": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 2291, "source_sd": 21.965037243976433, "rows": 2285, "units": 216, "clusters": 216, "treated_units": 49, "never_treated_units": 167, "treated_cohorts": 5, "latest_cohort_control_index": null, "unique_unit_period_cells": 2285, "unsupported_prediction_rows_removed": 0, "initially_treated_units_removed": 1, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0 }, "estimates": [ { "method": "Static TWFE", "estimate": -0.27992479239217416, "se": 0.051856524198979286, "pvalue": 1.7751200414983936e-07, "lower": -0.38213706745671644, "upper": -0.17771251732763188 }, { "method": "Dynamic TWFE", "estimate": -0.17281182309240548, "se": 0.10287618951184688, "pvalue": 0.09444793699211435, "lower": -0.37558687488008097, "upper": 0.029963228695270017 }, { "method": "BJS / did2s", "estimate": -0.2812685125386315, "se": 0.051982461157188874, "pvalue": 1.667219920450214e-07, "lower": -0.38372901679346655, "upper": -0.17880800828379645 }, { "method": "Sun\u2013Abraham", "estimate": -0.19705826602738652, "se": 0.06748362572536903, "pvalue": 0.003872150843267495, "lower": -0.3300724821080279, "upper": -0.06404404994674512 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -9, "estimate": 0.37988535105848775, "se": 0.20939113560050834, "pvalue": 0.07103499105900728, "lower": -0.03283695686081739, "upper": 0.7926076589777928 }, { "event_time": -8, "estimate": -0.017350985569392897, "se": 0.19407492252113404, "pvalue": 0.9288444350214774, "lower": -0.3998841319820547, "upper": 0.3651821608432689 }, { "event_time": -7, "estimate": 0.22984340438958947, "se": 0.191933778370165, "pvalue": 0.23242482278164409, "lower": -0.14846942031250168, "upper": 0.6081562290916807 }, { "event_time": -6, "estimate": 0.3691862938689214, "se": 0.15135343525712583, "pvalue": 0.015529184534445791, "lower": 0.07085972463909934, "upper": 0.6675128630987435 }, { "event_time": -5, "estimate": 0.18052246251742304, "se": 0.1322288279747401, "pvalue": 0.17360827715931865, "lower": -0.08010837507122903, "upper": 0.4411533001060751 }, { "event_time": -4, "estimate": -0.031773409890629226, "se": 0.11241902633125171, "pvalue": 0.7777295238999593, "lower": -0.25335795724222543, "upper": 0.189811137460967 }, { "event_time": -3, "estimate": 0.028505457894519148, "se": 0.11440416329358591, "pvalue": 0.8034713963814779, "lower": -0.19699191177537057, "upper": 0.25400282756440884 }, { "event_time": -2, "estimate": 0.1623529607199736, "se": 0.11037047607403494, "pvalue": 0.1427580940956575, "lower": -0.05519377295998626, "upper": 0.37989969439993343 }, { "event_time": 0, "estimate": -0.18359238672509537, "se": 0.11154124906636727, "pvalue": 0.10123310146363641, "lower": -0.4034467831915396, "upper": 0.03626200974134883 }, { "event_time": 1, "estimate": -0.1564039163204817, "se": 0.13652047654534155, "pvalue": 0.2532159090549702, "lower": -0.4254938469732096, "upper": 0.1126860143322462 }, { "event_time": 2, "estimate": -0.40099158942361113, "se": 0.11571161446466861, "pvalue": 0.0006389830394916586, "lower": -0.6290660226510078, "upper": -0.17291715619621453 }, { "event_time": 3, "estimate": -0.2093679190697202, "se": 0.10392834950666494, "pvalue": 0.04519836077825391, "lower": -0.4142168404131259, "upper": -0.004518997726314478 }, { "event_time": 4, "estimate": -0.02464925414421201, "se": 0.10657131342570389, "pvalue": 0.8173067479956195, "lower": -0.23470761362970954, "upper": 0.18540910534128552 }, { "event_time": 5, "estimate": 0.017651076876037862, "se": 0.1076159211870312, "pvalue": 0.8698701187746231, "lower": -0.19446626626647545, "upper": 0.2297684200185512 }, { "event_time": 6, "estimate": 0.1112151569005987, "se": 0.12163533690727327, "pvalue": 0.3615663511317982, "lower": -0.12853528348428156, "upper": 0.350965597285479 } ], "BJS / did2s": [ { "event_time": -9, "estimate": 0.17765659326165034, "se": 0.08371611101399203, "pvalue": 0.03497100384969929, "lower": 0.012647188977968377, "upper": 0.34266599754533233 }, { "event_time": -8, "estimate": -0.119038758664387, "se": 0.07424651075435357, "pvalue": 0.11033846750587102, "lower": -0.2653830209733494, "upper": 0.027305503644575443 }, { "event_time": -7, "estimate": 0.0718492348357781, "se": 0.0579632927286669, "pvalue": 0.21648786260879377, "lower": -0.042399842045963615, "upper": 0.1860983117175198 }, { "event_time": -6, "estimate": 0.17257223350369938, "se": 0.04535714734236727, "pvalue": 0.00018504283982160476, "lower": 0.08317061448056653, "upper": 0.26197385252683225 }, { "event_time": -5, "estimate": 0.044992163529187626, "se": 0.03744681923382413, "pvalue": 0.2308811029708857, "lower": -0.02881773111653109, "upper": 0.11880205817490634 }, { "event_time": -4, "estimate": -0.11719839399821025, "se": 0.02171576590360385, "pvalue": 1.7850452156205901e-07, "lower": -0.1600014524766274, "upper": -0.07439533551979309 }, { "event_time": -3, "estimate": -0.06556215931340482, "se": 0.03188392474266141, "pvalue": 0.04096356556716567, "lower": -0.12840726002685027, "upper": -0.002717058599959396 }, { "event_time": -2, "estimate": 0.04981881782428815, "se": 0.07222130849109501, "pvalue": 0.49105897601268894, "lower": -0.09253365108951278, "upper": 0.1921712867380891 }, { "event_time": -1, "estimate": -0.08951982806111554, "se": 0.07961237715007528, "pvalue": 0.2620776391087622, "lower": -0.24644053027751567, "upper": 0.06740087415528458 }, { "event_time": 0, "estimate": -0.3054988727814709, "se": 0.06117544011027279, "pvalue": 1.2231104485423378e-06, "lower": -0.42607928206136464, "upper": -0.1849184635015772 }, { "event_time": 1, "estimate": -0.25759487314849344, "se": 0.08770704099817792, "pvalue": 0.003675014536462054, "lower": -0.4304706363833017, "upper": -0.0847191099136852 }, { "event_time": 2, "estimate": -0.5313044840539239, "se": 0.1132717157928902, "pvalue": 4.842804623104373e-06, "lower": -0.7545697327472299, "upper": -0.30803923536061795 }, { "event_time": 3, "estimate": -0.3301143789595491, "se": 0.07780066133762642, "pvalue": 3.277606342799935e-05, "lower": -0.4834640821971081, "upper": -0.1767646757219901 }, { "event_time": 4, "estimate": -0.12697403528778342, "se": 0.04814923801541761, "pvalue": 0.008972441485829456, "lower": -0.22187903010185642, "upper": -0.032069040473710425 }, { "event_time": 5, "estimate": -0.01614383684979068, "se": 0.05554436691042845, "pvalue": 0.7716010174004121, "lower": -0.12562506793172892, "upper": 0.09333739423214756 }, { "event_time": 6, "estimate": 0.04692789391563213, "se": 0.08498847152271183, "pvalue": 0.5814069441063435, "lower": -0.12058940815540461, "upper": 0.21444519598666886 } ], "Sun\u2013Abraham": [ { "event_time": -9, "estimate": 0.6294128913105418, "se": 0.3184397744702637, "pvalue": 0.049370560642947404, "lower": 0.0017492689907476766, "upper": 1.257076513630336 }, { "event_time": -8, "estimate": 0.041295936042179224, "se": 0.3046536678940501, "pvalue": 0.8923035182016149, "lower": -0.5591944551518624, "upper": 0.6417863272362208 }, { "event_time": -7, "estimate": 0.32623289523420507, "se": 0.288424233018605, "pvalue": 0.2592785755355997, "lower": -0.24226832030151657, "upper": 0.8947341107699267 }, { "event_time": -6, "estimate": 0.41516275799494295, "se": 0.18393186124064667, "pvalue": 0.02500342223068155, "lower": 0.05262218504554639, "upper": 0.7777033309443395 }, { "event_time": -5, "estimate": 0.2003697518618244, "se": 0.1428840132615777, "pvalue": 0.16226057536429533, "lower": -0.08126308588447315, "upper": 0.4820025896081219 }, { "event_time": -4, "estimate": -0.015980592939194724, "se": 0.1169445481669056, "pvalue": 0.8914345113882318, "lower": -0.2464852113873715, "upper": 0.21452402550898209 }, { "event_time": -3, "estimate": 0.039119829394503994, "se": 0.11754739299243211, "pvalue": 0.7396091697643971, "lower": -0.1925730318462579, "upper": 0.27081269063526586 }, { "event_time": -2, "estimate": 0.23168190536626998, "se": 0.0902302098054442, "pvalue": 0.010916588273278469, "lower": 0.05383282723721644, "upper": 0.4095309834953235 }, { "event_time": 0, "estimate": -0.17028836263079647, "se": 0.11049825423463616, "pvalue": 0.12476405010094971, "lower": -0.3880869546198188, "upper": 0.04751022935822588 }, { "event_time": 1, "estimate": -0.11483471192439386, "se": 0.1306699220478457, "pvalue": 0.380482593860061, "lower": -0.3723928537652925, "upper": 0.14272342991650477 }, { "event_time": 2, "estimate": -0.5557638595492547, "se": 0.10187593833312186, "pvalue": 1.3391245094973064e-07, "lower": -0.7565673571266793, "upper": -0.35496036197183006 }, { "event_time": 3, "estimate": -0.27255294374607997, "se": 0.05819284092725711, "pvalue": 4.9934470135495606e-06, "lower": -0.38725447369862226, "upper": -0.15785141379353768 }, { "event_time": 4, "estimate": -0.05237268841424042, "se": 0.046901110219526004, "pvalue": 0.26538523934933667, "lower": -0.1448175495506327, "upper": 0.04007217272215187 }, { "event_time": 5, "estimate": -0.024957517108709366, "se": 0.05147874512766101, "pvalue": 0.6283032281820028, "lower": -0.12642516728857858, "upper": 0.07651013307115984 }, { "event_time": 6, "estimate": 0.12171465449314696, "se": 0.0606033620145315, "pvalue": 0.04585381754587969, "lower": 0.0022618449624369624, "upper": 0.24116746402385697 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ], "weights": [ 0.24873096446700507, 0.24873096446700507, 0.14720812182741116, 0.13705583756345177, 0.13705583756345177, 0.06598984771573604, 0.015228426395939087 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 1.2942848764962989e-08, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 2.2486878405199235e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 2.8588109549264544, "df_num": 12, "df_den": 1969, "pvalue": 0.0006513060327783259, "log10_pvalue": -3.1862148991171755, "inference": "Homoskedastic nested-model F", "observations": 2285, "design_columns": 90, "restricted_design_columns": 78, "fixed_effect_rank": 226, "covariance_rank": 12, "rss_unrestricted": 556.1266407918274, "rss_restricted": 565.8159913231964, "test_horizon": null, "reference_cohort": 5, "pyfixest": "0.27.0", "formulaic": "1.0.2", "design_head": { "index": [ 0, 1, 2, 3, 4 ], "columns": [ "C(rel_time, contr.treatment(base=-1.0))[T.-9.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-8.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-7.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-6.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-5.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-4.0]" ], "data": [ [ -0.09045680687471733, -1.470527279698351e-17, 0.009950248756218898, -0.048846675712347305, -0.02487562189054726, 0.010854816824966076 ], [ 0.009045680687418808, -0.08910891089114635, -4.925865774013175e-06, 0.01577575668014318, -0.044542140781245125, -0.02831320445477678 ], [ 0.009045680687188461, 0.009900990098703303, -0.08825100537591703, 0.005853195796593175, 0.019695655547395056, -0.042722488520451074 ], [ 0.009045680687188461, 0.009900990098703303, 0.009788210310357466, -0.08238209832105392, 0.009891733978767593, 0.02100300167562739 ], [ 0.009045680686628699, 0.009900990098097424, 0.009788210309795535, 0.01565711736519475, -0.07752769981419692, 0.0111446894186547 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_6,ref=-1.0)+i(rel_time,cohort_dummy_7,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+x0+x1+x2+x3+x4+x5+x6+x7+x8+x9+x10+x11+x12+x13+x14+x15+x16+x17+x18+x19+x20+x21+x22+x23+x24+x25+x26+x27+x28+x29+x30+x31+x32+x33+x34+x35+x36+x37+x38+x39|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_6", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_7", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_9", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_10" ], "deviations": [ { "event_time": -5.0, "cohort": 6, "estimate": -0.3043147744515559 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.4715920890156415 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.39130297149345816 }, { "event_time": -2.0, "cohort": 6, "estimate": 0.06395100796793658 }, { "event_time": 0.0, "cohort": 6, "estimate": 0.05461684215644863 }, { "event_time": 1.0, "cohort": 6, "estimate": -0.17572608349293203 }, { "event_time": 2.0, "cohort": 6, "estimate": -0.12426262574070464 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.08444339782679144 }, { "event_time": 4.0, "cohort": 6, "estimate": -0.22860235946897423 }, { "event_time": 5.0, "cohort": 6, "estimate": 0.05982049055061922 }, { "event_time": -6.0, "cohort": 7, "estimate": 0.029868559417863982 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.1024367127038587 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.1969661356472342 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.24181970051231566 }, { "event_time": -2.0, "cohort": 7, "estimate": 0.0985652970997432 }, { "event_time": 0.0, "cohort": 7, "estimate": -0.20596329337707014 }, { "event_time": 1.0, "cohort": 7, "estimate": -0.7316016457999266 }, { "event_time": 2.0, "cohort": 7, "estimate": -0.1794295503145459 }, { "event_time": 3.0, "cohort": 7, "estimate": 0.5152817074263351 }, { "event_time": 4.0, "cohort": 7, "estimate": 0.2690073213251953 }, { "event_time": -8.0, "cohort": 9, "estimate": -1.3028956113772867 }, { "event_time": -7.0, "cohort": 9, "estimate": -2.1611302631990186 }, { "event_time": -6.0, "cohort": 9, "estimate": -1.743512986581518 }, { "event_time": -5.0, "cohort": 9, "estimate": -1.6503615386220032 }, { "event_time": -4.0, "cohort": 9, "estimate": -1.730160020289023 }, { "event_time": -3.0, "cohort": 9, "estimate": -2.0314584648011977 }, { "event_time": -2.0, "cohort": 9, "estimate": -1.6747395906306775 }, { "event_time": 0.0, "cohort": 9, "estimate": -2.0106714948278506 }, { "event_time": 1.0, "cohort": 9, "estimate": -1.7491443256839374 }, { "event_time": 2.0, "cohort": 9, "estimate": -1.091702989732604 }, { "event_time": -4.0, "cohort": 10, "estimate": -0.05653673630086964 }, { "event_time": -3.0, "cohort": 10, "estimate": -0.11179021133384076 }, { "event_time": -2.0, "cohort": 10, "estimate": 0.8128303920474669 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.04222134792598742 }, { "event_time": 1.0, "cohort": 10, "estimate": 0.23313921312756597 } ] } } }, "alternative_models": { "y__d": [ { "method": "CS-DID", "status": "unidentified", "reason": "UnidentifiedTarget: CS-DID cannot estimate 23 observed post-treatment group-time cells with the configured controls; no target cells were dropped. See csdid-group-time.json and package log." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: this adapter does not implement covariate adjustment; controls retained." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: this adapter does not implement covariate adjustment; controls retained." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: this adapter does not implement covariate adjustment; controls retained." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: this adapter does not implement covariate adjustment; controls retained." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: this adapter does not implement covariate adjustment; controls retained." } ] }, "combined_table": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": -0.27992479239217416, "SE": 0.051856524198979286, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.17281182309240548, "SE": 0.10287618951184688, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.2812685125386315, "SE": 0.051982461157188874, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.19705826602738652, "SE": 0.06748362572536903, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unidentified", "Note": "UnidentifiedTarget: CS-DID cannot estimate 23 observed post-treatment group-time cells with the configured controls; no target cells were dropped. See csdid-group-time.json and package log." }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: this adapter does not implement covariate adjustment; controls retained." }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: this adapter does not implement covariate adjustment; controls retained." }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: this adapter does not implement covariate adjustment; controls retained." }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: this adapter does not implement covariate adjustment; controls retained." }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: this adapter does not implement covariate adjustment; controls retained." } ], "adapter_sha256": { "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39", "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85", "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d", "runner.py": "323c276188b7dcbfdb13289dce290bf4da592dcb941e20a9d8026f8deda3690c", "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f", "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604", "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b", "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540", "matrix_models.py": "dc1afacddc30a8244338144e1f7647ff6026bcdf1fc2768ae21e6c5fa61a4c29", "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee", "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4", "eligibility.py": "461b3e78aec184815c94c548d47f40b44dfc8ded01cf6bc911b5936538ae8e90" }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": -0.27992479239217416, "SE": 0.051856524198979286, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.38213706745671644, "upper": -0.17771251732763188, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.17281182309240548, "SE": 0.10287618951184688, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.37558687488008097, "upper": 0.029963228695270017, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.2812685125386315, "SE": 0.051982461157188874, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.38372901679346655, "upper": -0.17880800828379645, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.19705826602738652, "SE": 0.06748362572536903, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.3300724821080279, "upper": -0.06404404994674512, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unidentified", "Note": "UnidentifiedTarget: CS-DID cannot estimate 23 observed post-treatment group-time cells with the configured controls; no target cells were dropped. See csdid-group-time.json and package log.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ], "reporting_source": { "path": "templates/reporting/comparison_report.py", "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce" } }, "finished": 1791581217.835834, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": -0.27992479239217416, "SE": 0.051856524198979286, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.38213706745671644, "upper": -0.17771251732763188, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.17281182309240548, "SE": 0.10287618951184688, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.37558687488008097, "upper": 0.029963228695270017, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.2812685125386315, "SE": 0.051982461157188874, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.38372901679346655, "upper": -0.17880800828379645, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.19705826602738652, "SE": 0.06748362572536903, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.3300724821080279, "upper": -0.06404404994674512, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Equal post-event times", "Event study": "No", "Status": "unidentified", "Note": "UnidentifiedTarget: CS-DID cannot estimate 23 observed post-treatment group-time cells with the configured controls; no target cells were dropped. See csdid-group-time.json and package log.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "sdid: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "matrix-completion: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "horizontal-ridge: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: this adapter does not implement covariate adjustment; controls retained.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }