{ "study_id": 22, "specification_id": "S22-P073", "source_specification_id": "REXER-T4-C8", "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-P073.json", "input_bytes": 491796, "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, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s22-p073", "study_id": 22, "study": "Corruption as a Local Advantage", "citation": "Rexer (2025), AER. https://doi.org/10.1257/aer.20220528", "description": "REXER-T4-C8", "source_specification_id": "REXER-T4-C8", "specification_id": "S22-P073", "data": "repl-archives/twfe-microdata-replication-private/outputs/expansion_nigerian_oil_2026_10_06/validation/native_inputs/REXER-T4-C8.csv", "output_dir": "analyses/full-archive/results/S22-P073" }, "source": { "file": "REXER-T4-C8.csv", "bytes": 491796, "sha256": "d97ecd3201f9f9a13136731511258a9c9d274d8591c144244ad6a391aaed3c5b" }, "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": 3183, "source_sd": 1.0417263141243316, "rows": 2895, "units": 271, "clusters": 271, "treated_units": 56, "never_treated_units": 215, "treated_cohorts": 8, "latest_cohort_control_index": null, "unique_unit_period_cells": 2895, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 38, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 5 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.33394441883176845, "se": 0.16330693154006856, "pvalue": 0.04183541502820617, "lower": 0.01242752482624171, "upper": 0.6554613128372953 }, { "method": "Dynamic TWFE", "estimate": 0.5287490432684722, "se": 0.16321065016406017, "pvalue": 0.0013465250760535143, "lower": 0.20742170697903783, "upper": 0.8500763795579065 }, { "method": "BJS / did2s", "estimate": 0.3114864638893806, "se": 0.13750116007708946, "pvalue": 0.024284446503294838, "lower": 0.04077568944013105, "upper": 0.5821972383386302 }, { "method": "Sun\u2013Abraham", "estimate": 0.419648540500346, "se": 0.13814384282752282, "pvalue": 0.0026167917909230795, "lower": 0.147672459307521, "upper": 0.691624621693171 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -10, "estimate": 0.18305772255956754, "se": 0.11180731996011146, "pvalue": 0.10274095730013146, "lower": -0.03706730153861093, "upper": 0.403182746657746 }, { "event_time": -9, "estimate": 0.07153503836069285, "se": 0.18705824961286308, "pvalue": 0.7024498268546318, "lower": -0.29674318992064547, "upper": 0.4398132666420312 }, { "event_time": -8, "estimate": 0.11054296135499728, "se": 0.17432972837944472, "pvalue": 0.5265506147510728, "lower": -0.23267549405780266, "upper": 0.45376141676779724 }, { "event_time": -7, "estimate": 0.09042165556894803, "se": 0.16390179151661152, "pvalue": 0.5816225951597408, "lower": -0.23226639222792506, "upper": 0.41310970336582115 }, { "event_time": -6, "estimate": 0.29721540520241246, "se": 0.12563990688269525, "pvalue": 0.018707103164057375, "lower": 0.04985693582748285, "upper": 0.5445738745773421 }, { "event_time": -5, "estimate": 0.15107758950399208, "se": 0.09555062630156039, "pvalue": 0.11501991285108856, "lower": -0.03704143458790832, "upper": 0.3391966135958925 }, { "event_time": -4, "estimate": 0.08458502037918662, "se": 0.0989148720837391, "pvalue": 0.3932376468906291, "lower": -0.11015749387541947, "upper": 0.27932753463379273 }, { "event_time": -3, "estimate": 0.2481541512736126, "se": 0.15783798577738195, "pvalue": 0.11707338238747236, "lower": -0.06259554235332973, "upper": 0.5589038449005549 }, { "event_time": -2, "estimate": 0.3523921500827636, "se": 0.17490449273676667, "pvalue": 0.0449200947760336, "lower": 0.008042104913126569, "upper": 0.6967421952524007 }, { "event_time": 0, "estimate": 0.00011254746757227585, "se": 0.12171889691178875, "pvalue": 0.9992629183569093, "lower": -0.23952628052213396, "upper": 0.2397513754572785 }, { "event_time": 1, "estimate": 0.9261469911039085, "se": 0.3426604527379122, "pvalue": 0.007311468542450332, "lower": 0.25152085353674825, "upper": 1.6007731286710687 }, { "event_time": 2, "estimate": 0.5946235862629079, "se": 0.15922474728828287, "pvalue": 0.00022944634889318456, "lower": 0.28114365179740153, "upper": 0.9081035207284143 }, { "event_time": 3, "estimate": 0.3439532307920761, "se": 0.17491911142210928, "pvalue": 0.05028178977140215, "lower": -0.0004255954847771082, "upper": 0.6883320570689293 }, { "event_time": 4, "estimate": 0.8430945909596448, "se": 0.2663389033715077, "pvalue": 0.0017255400057506571, "lower": 0.3187294819144435, "upper": 1.367459700004846 }, { "event_time": 5, "estimate": 0.6790564403990778, "se": 0.24414913731495863, "pvalue": 0.0057951956737147545, "lower": 0.19837829916308086, "upper": 1.1597345816350746 }, { "event_time": 6, "estimate": 0.2834647408088763, "se": 0.4691788830862911, "pvalue": 0.546236613354506, "lower": -0.6402494934878754, "upper": 1.207178975105628 }, { "event_time": 7, "estimate": 1.323706293720324, "se": 0.30407829582825113, "pvalue": 1.9059894455283123e-05, "lower": 0.7250402831155913, "upper": 1.9223723043250565 } ], "BJS / did2s": [ { "event_time": -10, "estimate": 0.01706962244608505, "se": 0.04171862693946446, "pvalue": 0.6827461126428274, "lower": -0.06506555227833177, "upper": 0.09920479717050187 }, { "event_time": -9, "estimate": 0.009455937161888113, "se": 0.0661486509606137, "pvalue": 0.886436439926597, "lower": -0.1207768006585147, "upper": 0.13968867498229093 }, { "event_time": -8, "estimate": 0.028902990101084276, "se": 0.06046367687260895, "pvalue": 0.6330210755243971, "lower": -0.09013723314544253, "upper": 0.14794321334761107 }, { "event_time": -7, "estimate": -0.008614717189083507, "se": 0.07401091792164734, "pvalue": 0.9074237094235396, "lower": -0.15432659988909958, "upper": 0.1370971655109326 }, { "event_time": -6, "estimate": 0.15094043992884248, "se": 0.06607661489424523, "pvalue": 0.02312875810439938, "lower": 0.020849525925082046, "upper": 0.2810313539326029 }, { "event_time": -5, "estimate": -0.01396875638296379, "se": 0.05684017284503304, "pvalue": 0.8060586046559329, "lower": -0.12587506467942688, "upper": 0.09793755191349932 }, { "event_time": -4, "estimate": -0.0900055255213871, "se": 0.05172880659628786, "pvalue": 0.08300728738962576, "lower": -0.19184863206074654, "upper": 0.011837581017972318 }, { "event_time": -3, "estimate": 0.032601651462111095, "se": 0.10337205231255363, "pvalue": 0.7527154979220657, "lower": -0.17091611029532178, "upper": 0.23611941321954394 }, { "event_time": -2, "estimate": 0.1301070121034397, "se": 0.12428441964909653, "pvalue": 0.2961054933477604, "lower": -0.11458278888674428, "upper": 0.37479681309362367 }, { "event_time": -1, "estimate": -0.1779162567654746, "se": 0.060886379476720216, "pvalue": 0.003770967533472266, "lower": -0.29778869225847643, "upper": -0.058043821272472776 }, { "event_time": 0, "estimate": -0.269936197265106, "se": 0.14806055567846987, "pvalue": 0.0693867995223388, "lower": -0.5614361938515583, "upper": 0.021563799321346333 }, { "event_time": 1, "estimate": 0.9094682625658446, "se": 0.3800239246241004, "pvalue": 0.01738606975329651, "lower": 0.1612813317315438, "upper": 1.6576551934001453 }, { "event_time": 2, "estimate": 0.3149011326302295, "se": 0.16454196694870826, "pvalue": 0.05670238408033643, "lower": -0.009047285529403704, "upper": 0.6388495507898627 }, { "event_time": 3, "estimate": 0.06491572925577144, "se": 0.1785361182210261, "pvalue": 0.7164412738268727, "lower": -0.28658422029868913, "upper": 0.416415678810232 }, { "event_time": 4, "estimate": 0.5435986888019255, "se": 0.23952306351086744, "pvalue": 0.0240265608442595, "lower": 0.07202831088561845, "upper": 1.0151690667182325 }, { "event_time": 5, "estimate": 0.3832570538237511, "se": 0.21387398476433858, "pvalue": 0.07425644429088463, "lower": -0.03781569943622742, "upper": 0.8043298070837296 }, { "event_time": 6, "estimate": 0.030869516279560777, "se": 0.5310512153321204, "pvalue": 0.9536888115438056, "lower": -1.014658286498062, "upper": 1.0763973190571834 }, { "event_time": 7, "estimate": 0.8302578807284172, "se": 0.22717904615702195, "pvalue": 0.0003094141011108525, "lower": 0.3829902686636928, "upper": 1.2775254927931416 } ], "Sun\u2013Abraham": [ { "event_time": -10, "estimate": 0.4070371035529217, "se": 0.13990993410049063, "pvalue": 0.003924170608644082, "lower": 0.1315839612503204, "upper": 0.6824902458555231 }, { "event_time": -9, "estimate": 0.5577569766527831, "se": 0.16794406937111728, "pvalue": 0.0010203002565766256, "lower": 0.22711053659275532, "upper": 0.888403416712811 }, { "event_time": -8, "estimate": 0.5436515618993214, "se": 0.16112741905249514, "pvalue": 0.0008493448465037985, "lower": 0.22642566815227988, "upper": 0.860877455646363 }, { "event_time": -7, "estimate": 0.4530107830729654, "se": 0.17960784648479133, "pvalue": 0.012236999758128917, "lower": 0.09940082667841432, "upper": 0.8066207394675164 }, { "event_time": -6, "estimate": 0.5327961482158832, "se": 0.13178495023847062, "pvalue": 6.891728394859277e-05, "lower": 0.2733393849434074, "upper": 0.792252911488359 }, { "event_time": -5, "estimate": 0.21726223734299535, "se": 0.08793769370514845, "pvalue": 0.014105185903788335, "lower": 0.044131471370875, "upper": 0.3903930033151157 }, { "event_time": -4, "estimate": 0.14036158479516314, "se": 0.08827199141995598, "pvalue": 0.11298170537263968, "lower": -0.03342734284789456, "upper": 0.31415051243822084 }, { "event_time": -3, "estimate": 0.2886787375206255, "se": 0.15164510507386283, "pvalue": 0.058019390923049266, "lower": -0.00987848056369911, "upper": 0.5872359556049501 }, { "event_time": -2, "estimate": 0.4147639370998166, "se": 0.18163444228632822, "pvalue": 0.023177379844092127, "lower": 0.05716404113950435, "upper": 0.7723638330601289 }, { "event_time": 0, "estimate": -0.032287428137645194, "se": 0.13424781886919412, "pvalue": 0.8101203966437075, "lower": -0.29659306013250936, "upper": 0.232018203857219 }, { "event_time": 1, "estimate": 1.0858279971440483, "se": 0.35277059313003195, "pvalue": 0.0022984570007489706, "lower": 0.3912971261636795, "upper": 1.7803588681244171 }, { "event_time": 2, "estimate": 0.2946397409508294, "se": 0.0974796479815115, "pvalue": 0.002747148082561827, "lower": 0.10272288015256095, "upper": 0.4865566017490979 }, { "event_time": 3, "estimate": 0.018092410504067014, "se": 0.15086787997300163, "pvalue": 0.9046339502671558, "lower": -0.27893461533418806, "upper": 0.3151194363423221 }, { "event_time": 4, "estimate": 0.5405790605232504, "se": 0.23279587644066696, "pvalue": 0.020970727927724763, "lower": 0.0822530946585795, "upper": 0.9989050263879213 }, { "event_time": 5, "estimate": 0.4801213064704321, "se": 0.2772503617706895, "pvalue": 0.0844647587687986, "lower": -0.06572616208327958, "upper": 1.0259687750241437 }, { "event_time": 6, "estimate": 0.3793492044715851, "se": 0.5338109277923557, "pvalue": 0.4779186419365291, "lower": -0.671611889901168, "upper": 1.4303102988443384 }, { "event_time": 7, "estimate": 1.447686282841491, "se": 0.3539469419307871, "pvalue": 5.69515219395955e-05, "lower": 0.7508394292563475, "upper": 2.1445331364266345 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "weights": [ 0.25339366515837103, 0.24434389140271492, 0.14479638009049775, 0.13574660633484162, 0.13122171945701358, 0.07239819004524888, 0.013574660633484163, 0.004524886877828055 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 1.3264123466250055e-08, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 1.2181449985245645e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 5.376550354574714, "df_num": 21, "df_den": 2494, "pvalue": 3.3171782546872654e-14, "log10_pvalue": -13.479231190239036, "inference": "Homoskedastic nested-model F", "observations": 2895, "design_columns": 120, "restricted_design_columns": 99, "fixed_effect_rank": 281, "covariance_rank": 21, "rss_unrestricted": 1493.2453901210788, "rss_restricted": 1560.8471101155349, "test_horizon": null, "reference_cohort": 4, "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.-10.0]", "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]" ], "data": [ [ -0.007102272727272724, -0.07741477272727278, 0.0014204545454545336, 0.005681818181818184, -0.029474431818181795, -0.02911931818181818 ], [ 0.0007102272726244227, 0.0007647330866539602, -0.07611103770263562, 0.0017573995771377996, 0.009536590468599053, -0.02499504492605062 ], [ 0.0007102272726244227, 0.008516671071150082, 0.0014083421423255948, -0.07576198026782341, 0.005660621476351029, 0.013764644996430079 ], [ 0.0007102272726244227, 0.008516671071150082, 0.009160280126821723, 0.0017573995771377965, -0.07185875836861025, 0.009888676004182025 ], [ 0.0007102272717775185, 0.008516671070929346, 0.009160280126589766, 0.009509337561393404, 0.0057369952492610015, -0.06680332129765942 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_5,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_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,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_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "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_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "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": -4.0, "cohort": 5, "estimate": -0.20108438744149715 }, { "event_time": -3.0, "cohort": 5, "estimate": 0.7840360786216802 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.5861057377341364 }, { "event_time": 0.0, "cohort": 5, "estimate": -0.436038488086306 }, { "event_time": 1.0, "cohort": 5, "estimate": -0.37800516405495466 }, { "event_time": 2.0, "cohort": 5, "estimate": -0.8957940031110535 }, { "event_time": 3.0, "cohort": 5, "estimate": -1.4503689260526762 }, { "event_time": 4.0, "cohort": 5, "estimate": 0.052218376830593494 }, { "event_time": 5.0, "cohort": 5, "estimate": -0.6665240770849807 }, { "event_time": 6.0, "cohort": 5, "estimate": -1.9018079758183897 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.44506214720393245 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.3240580457172121 }, { "event_time": -3.0, "cohort": 6, "estimate": -1.3671327811447296 }, { "event_time": -2.0, "cohort": 6, "estimate": -0.16807046346933355 }, { "event_time": 0.0, "cohort": 6, "estimate": -0.4057186518960004 }, { "event_time": 1.0, "cohort": 6, "estimate": -0.5049477081828424 }, { "event_time": 2.0, "cohort": 6, "estimate": -0.4109486094264168 }, { "event_time": 3.0, "cohort": 6, "estimate": -1.5314564373666422 }, { "event_time": 4.0, "cohort": 6, "estimate": -1.3361777591373174 }, { "event_time": 5.0, "cohort": 6, "estimate": -0.6149443169689627 }, { "event_time": -6.0, "cohort": 7, "estimate": -0.48579195342376663 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.35178304273995425 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.9511094552344626 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.7783397177975523 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.8248011026864381 }, { "event_time": 0.0, "cohort": 7, "estimate": -0.3376794668113887 }, { "event_time": 1.0, "cohort": 7, "estimate": -0.5321640439192725 }, { "event_time": 2.0, "cohort": 7, "estimate": -0.9694560600543696 }, { "event_time": 3.0, "cohort": 7, "estimate": -0.5914281815909008 }, { "event_time": 4.0, "cohort": 7, "estimate": -0.155237917064493 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.11675595823640604 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.20004128179252276 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.7739192569601944 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.47041338788908027 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.6826107589145264 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.3396903504499674 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.8881028659415524 }, { "event_time": 1.0, "cohort": 8, "estimate": -1.0227190449043604 }, { "event_time": 2.0, "cohort": 8, "estimate": -1.0293347230387482 }, { "event_time": 3.0, "cohort": 8, "estimate": -1.0968042282673092 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.1356666983258388 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.15332135176345585 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.5114614088496184 }, { "event_time": -5.0, "cohort": 9, "estimate": 0.7819351957720522 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.24353285169149064 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.47545768158728113 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.97564822583035 }, { "event_time": 0.0, "cohort": 9, "estimate": -1.0363441428377373 }, { "event_time": 1.0, "cohort": 9, "estimate": -1.697054038349006 }, { "event_time": 2.0, "cohort": 9, "estimate": 1.9090664036990337 }, { "event_time": -9.0, "cohort": 10, "estimate": 0.2520946522711758 }, { "event_time": -8.0, "cohort": 10, "estimate": 0.07090035777217099 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.04664326370886274 }, { "event_time": -6.0, "cohort": 10, "estimate": 0.30699492484226215 }, { "event_time": -5.0, "cohort": 10, "estimate": -0.044935673550911465 }, { "event_time": -4.0, "cohort": 10, "estimate": 0.19561460098612407 }, { "event_time": -3.0, "cohort": 10, "estimate": 0.0631536026492926 }, { "event_time": -2.0, "cohort": 10, "estimate": 0.07508201471887166 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.42102466713377174 }, { "event_time": 1.0, "cohort": 10, "estimate": 2.193367831672125 }, { "event_time": -3.0, "cohort": 11, "estimate": -0.24471781350973587 }, { "event_time": -2.0, "cohort": 11, "estimate": -0.4070197048609456 }, { "event_time": 0.0, "cohort": 11, "estimate": -0.217596833174456 } ] } } }, "code_sha256": { "replication_engine.py": "4d1c3ebb7851c82ad64d9ac8e54247610500cbb6d72e579ec3a30184da092d06", "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-p073", "study_id": 22, "study": "Corruption as a Local Advantage", "citation": "Rexer (2025), AER. https://doi.org/10.1257/aer.20220528", "description": "REXER-T4-C8", "source_specification_id": "REXER-T4-C8", "specification_id": "S22-P073", "data": "repl-archives/twfe-microdata-replication-private/outputs/expansion_nigerian_oil_2026_10_06/validation/native_inputs/REXER-T4-C8.csv", "output_dir": "analyses/archive-expanded/fits/S22-P073" }, "options": { "output_dir": "analyses/archive-expanded/fits/S22-P073", "regression_results": "analyses/archive-expanded/baselines/S22-P073.json", "display_window": [ -10, 10 ], "timeout_seconds": 3600 }, "source": { "file": "REXER-T4-C8.csv", "bytes": 491796, "sha256": "d97ecd3201f9f9a13136731511258a9c9d274d8591c144244ad6a391aaed3c5b" }, "regressions": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 3183, "source_sd": 1.0417263141243316, "rows": 2895, "units": 271, "clusters": 271, "treated_units": 56, "never_treated_units": 215, "treated_cohorts": 8, "latest_cohort_control_index": null, "unique_unit_period_cells": 2895, "unsupported_prediction_rows_removed": 0, "rows_without_never_control_time_fe_removed": 0, "initially_treated_units_removed": 38, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 5 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.33394441883176845, "se": 0.16330693154006856, "pvalue": 0.04183541502820617, "lower": 0.01242752482624171, "upper": 0.6554613128372953 }, { "method": "Dynamic TWFE", "estimate": 0.5287490432684722, "se": 0.16321065016406017, "pvalue": 0.0013465250760535143, "lower": 0.20742170697903783, "upper": 0.8500763795579065 }, { "method": "BJS / did2s", "estimate": 0.3114864638893806, "se": 0.13750116007708946, "pvalue": 0.024284446503294838, "lower": 0.04077568944013105, "upper": 0.5821972383386302 }, { "method": "Sun\u2013Abraham", "estimate": 0.419648540500346, "se": 0.13814384282752282, "pvalue": 0.0026167917909230795, "lower": 0.147672459307521, "upper": 0.691624621693171 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -10, "estimate": 0.18305772255956754, "se": 0.11180731996011146, "pvalue": 0.10274095730013146, "lower": -0.03706730153861093, "upper": 0.403182746657746 }, { "event_time": -9, "estimate": 0.07153503836069285, "se": 0.18705824961286308, "pvalue": 0.7024498268546318, "lower": -0.29674318992064547, "upper": 0.4398132666420312 }, { "event_time": -8, "estimate": 0.11054296135499728, "se": 0.17432972837944472, "pvalue": 0.5265506147510728, "lower": -0.23267549405780266, "upper": 0.45376141676779724 }, { "event_time": -7, "estimate": 0.09042165556894803, "se": 0.16390179151661152, "pvalue": 0.5816225951597408, "lower": -0.23226639222792506, "upper": 0.41310970336582115 }, { "event_time": -6, "estimate": 0.29721540520241246, "se": 0.12563990688269525, "pvalue": 0.018707103164057375, "lower": 0.04985693582748285, "upper": 0.5445738745773421 }, { "event_time": -5, "estimate": 0.15107758950399208, "se": 0.09555062630156039, "pvalue": 0.11501991285108856, "lower": -0.03704143458790832, "upper": 0.3391966135958925 }, { "event_time": -4, "estimate": 0.08458502037918662, "se": 0.0989148720837391, "pvalue": 0.3932376468906291, "lower": -0.11015749387541947, "upper": 0.27932753463379273 }, { "event_time": -3, "estimate": 0.2481541512736126, "se": 0.15783798577738195, "pvalue": 0.11707338238747236, "lower": -0.06259554235332973, "upper": 0.5589038449005549 }, { "event_time": -2, "estimate": 0.3523921500827636, "se": 0.17490449273676667, "pvalue": 0.0449200947760336, "lower": 0.008042104913126569, "upper": 0.6967421952524007 }, { "event_time": 0, "estimate": 0.00011254746757227585, "se": 0.12171889691178875, "pvalue": 0.9992629183569093, "lower": -0.23952628052213396, "upper": 0.2397513754572785 }, { "event_time": 1, "estimate": 0.9261469911039085, "se": 0.3426604527379122, "pvalue": 0.007311468542450332, "lower": 0.25152085353674825, "upper": 1.6007731286710687 }, { "event_time": 2, "estimate": 0.5946235862629079, "se": 0.15922474728828287, "pvalue": 0.00022944634889318456, "lower": 0.28114365179740153, "upper": 0.9081035207284143 }, { "event_time": 3, "estimate": 0.3439532307920761, "se": 0.17491911142210928, "pvalue": 0.05028178977140215, "lower": -0.0004255954847771082, "upper": 0.6883320570689293 }, { "event_time": 4, "estimate": 0.8430945909596448, "se": 0.2663389033715077, "pvalue": 0.0017255400057506571, "lower": 0.3187294819144435, "upper": 1.367459700004846 }, { "event_time": 5, "estimate": 0.6790564403990778, "se": 0.24414913731495863, "pvalue": 0.0057951956737147545, "lower": 0.19837829916308086, "upper": 1.1597345816350746 }, { "event_time": 6, "estimate": 0.2834647408088763, "se": 0.4691788830862911, "pvalue": 0.546236613354506, "lower": -0.6402494934878754, "upper": 1.207178975105628 }, { "event_time": 7, "estimate": 1.323706293720324, "se": 0.30407829582825113, "pvalue": 1.9059894455283123e-05, "lower": 0.7250402831155913, "upper": 1.9223723043250565 } ], "BJS / did2s": [ { "event_time": -10, "estimate": 0.01706962244608505, "se": 0.04171862693946446, "pvalue": 0.6827461126428274, "lower": -0.06506555227833177, "upper": 0.09920479717050187 }, { "event_time": -9, "estimate": 0.009455937161888113, "se": 0.0661486509606137, "pvalue": 0.886436439926597, "lower": -0.1207768006585147, "upper": 0.13968867498229093 }, { "event_time": -8, "estimate": 0.028902990101084276, "se": 0.06046367687260895, "pvalue": 0.6330210755243971, "lower": -0.09013723314544253, "upper": 0.14794321334761107 }, { "event_time": -7, "estimate": -0.008614717189083507, "se": 0.07401091792164734, "pvalue": 0.9074237094235396, "lower": -0.15432659988909958, "upper": 0.1370971655109326 }, { "event_time": -6, "estimate": 0.15094043992884248, "se": 0.06607661489424523, "pvalue": 0.02312875810439938, "lower": 0.020849525925082046, "upper": 0.2810313539326029 }, { "event_time": -5, "estimate": -0.01396875638296379, "se": 0.05684017284503304, "pvalue": 0.8060586046559329, "lower": -0.12587506467942688, "upper": 0.09793755191349932 }, { "event_time": -4, "estimate": -0.0900055255213871, "se": 0.05172880659628786, "pvalue": 0.08300728738962576, "lower": -0.19184863206074654, "upper": 0.011837581017972318 }, { "event_time": -3, "estimate": 0.032601651462111095, "se": 0.10337205231255363, "pvalue": 0.7527154979220657, "lower": -0.17091611029532178, "upper": 0.23611941321954394 }, { "event_time": -2, "estimate": 0.1301070121034397, "se": 0.12428441964909653, "pvalue": 0.2961054933477604, "lower": -0.11458278888674428, "upper": 0.37479681309362367 }, { "event_time": -1, "estimate": -0.1779162567654746, "se": 0.060886379476720216, "pvalue": 0.003770967533472266, "lower": -0.29778869225847643, "upper": -0.058043821272472776 }, { "event_time": 0, "estimate": -0.269936197265106, "se": 0.14806055567846987, "pvalue": 0.0693867995223388, "lower": -0.5614361938515583, "upper": 0.021563799321346333 }, { "event_time": 1, "estimate": 0.9094682625658446, "se": 0.3800239246241004, "pvalue": 0.01738606975329651, "lower": 0.1612813317315438, "upper": 1.6576551934001453 }, { "event_time": 2, "estimate": 0.3149011326302295, "se": 0.16454196694870826, "pvalue": 0.05670238408033643, "lower": -0.009047285529403704, "upper": 0.6388495507898627 }, { "event_time": 3, "estimate": 0.06491572925577144, "se": 0.1785361182210261, "pvalue": 0.7164412738268727, "lower": -0.28658422029868913, "upper": 0.416415678810232 }, { "event_time": 4, "estimate": 0.5435986888019255, "se": 0.23952306351086744, "pvalue": 0.0240265608442595, "lower": 0.07202831088561845, "upper": 1.0151690667182325 }, { "event_time": 5, "estimate": 0.3832570538237511, "se": 0.21387398476433858, "pvalue": 0.07425644429088463, "lower": -0.03781569943622742, "upper": 0.8043298070837296 }, { "event_time": 6, "estimate": 0.030869516279560777, "se": 0.5310512153321204, "pvalue": 0.9536888115438056, "lower": -1.014658286498062, "upper": 1.0763973190571834 }, { "event_time": 7, "estimate": 0.8302578807284172, "se": 0.22717904615702195, "pvalue": 0.0003094141011108525, "lower": 0.3829902686636928, "upper": 1.2775254927931416 } ], "Sun\u2013Abraham": [ { "event_time": -10, "estimate": 0.4070371035529217, "se": 0.13990993410049063, "pvalue": 0.003924170608644082, "lower": 0.1315839612503204, "upper": 0.6824902458555231 }, { "event_time": -9, "estimate": 0.5577569766527831, "se": 0.16794406937111728, "pvalue": 0.0010203002565766256, "lower": 0.22711053659275532, "upper": 0.888403416712811 }, { "event_time": -8, "estimate": 0.5436515618993214, "se": 0.16112741905249514, "pvalue": 0.0008493448465037985, "lower": 0.22642566815227988, "upper": 0.860877455646363 }, { "event_time": -7, "estimate": 0.4530107830729654, "se": 0.17960784648479133, "pvalue": 0.012236999758128917, "lower": 0.09940082667841432, "upper": 0.8066207394675164 }, { "event_time": -6, "estimate": 0.5327961482158832, "se": 0.13178495023847062, "pvalue": 6.891728394859277e-05, "lower": 0.2733393849434074, "upper": 0.792252911488359 }, { "event_time": -5, "estimate": 0.21726223734299535, "se": 0.08793769370514845, "pvalue": 0.014105185903788335, "lower": 0.044131471370875, "upper": 0.3903930033151157 }, { "event_time": -4, "estimate": 0.14036158479516314, "se": 0.08827199141995598, "pvalue": 0.11298170537263968, "lower": -0.03342734284789456, "upper": 0.31415051243822084 }, { "event_time": -3, "estimate": 0.2886787375206255, "se": 0.15164510507386283, "pvalue": 0.058019390923049266, "lower": -0.00987848056369911, "upper": 0.5872359556049501 }, { "event_time": -2, "estimate": 0.4147639370998166, "se": 0.18163444228632822, "pvalue": 0.023177379844092127, "lower": 0.05716404113950435, "upper": 0.7723638330601289 }, { "event_time": 0, "estimate": -0.032287428137645194, "se": 0.13424781886919412, "pvalue": 0.8101203966437075, "lower": -0.29659306013250936, "upper": 0.232018203857219 }, { "event_time": 1, "estimate": 1.0858279971440483, "se": 0.35277059313003195, "pvalue": 0.0022984570007489706, "lower": 0.3912971261636795, "upper": 1.7803588681244171 }, { "event_time": 2, "estimate": 0.2946397409508294, "se": 0.0974796479815115, "pvalue": 0.002747148082561827, "lower": 0.10272288015256095, "upper": 0.4865566017490979 }, { "event_time": 3, "estimate": 0.018092410504067014, "se": 0.15086787997300163, "pvalue": 0.9046339502671558, "lower": -0.27893461533418806, "upper": 0.3151194363423221 }, { "event_time": 4, "estimate": 0.5405790605232504, "se": 0.23279587644066696, "pvalue": 0.020970727927724763, "lower": 0.0822530946585795, "upper": 0.9989050263879213 }, { "event_time": 5, "estimate": 0.4801213064704321, "se": 0.2772503617706895, "pvalue": 0.0844647587687986, "lower": -0.06572616208327958, "upper": 1.0259687750241437 }, { "event_time": 6, "estimate": 0.3793492044715851, "se": 0.5338109277923557, "pvalue": 0.4779186419365291, "lower": -0.671611889901168, "upper": 1.4303102988443384 }, { "event_time": 7, "estimate": 1.447686282841491, "se": 0.3539469419307871, "pvalue": 5.69515219395955e-05, "lower": 0.7508394292563475, "upper": 2.1445331364266345 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "weights": [ 0.25339366515837103, 0.24434389140271492, 0.14479638009049775, 0.13574660633484162, 0.13122171945701358, 0.07239819004524888, 0.013574660633484163, 0.004524886877828055 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 1.3264123466250055e-08, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 1.2181449985245645e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 5.376550354574714, "df_num": 21, "df_den": 2494, "pvalue": 3.3171782546872654e-14, "log10_pvalue": -13.479231190239036, "inference": "Homoskedastic nested-model F", "observations": 2895, "design_columns": 120, "restricted_design_columns": 99, "fixed_effect_rank": 281, "covariance_rank": 21, "rss_unrestricted": 1493.2453901210788, "rss_restricted": 1560.8471101155349, "test_horizon": null, "reference_cohort": 4, "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.-10.0]", "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]" ], "data": [ [ -0.007102272727272724, -0.07741477272727278, 0.0014204545454545336, 0.005681818181818184, -0.029474431818181795, -0.02911931818181818 ], [ 0.0007102272726244227, 0.0007647330866539602, -0.07611103770263562, 0.0017573995771377996, 0.009536590468599053, -0.02499504492605062 ], [ 0.0007102272726244227, 0.008516671071150082, 0.0014083421423255948, -0.07576198026782341, 0.005660621476351029, 0.013764644996430079 ], [ 0.0007102272726244227, 0.008516671071150082, 0.009160280126821723, 0.0017573995771377965, -0.07185875836861025, 0.009888676004182025 ], [ 0.0007102272717775185, 0.008516671070929346, 0.009160280126589766, 0.009509337561393404, 0.0057369952492610015, -0.06680332129765942 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_5,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_8,ref=-1.0)+i(rel_time,cohort_dummy_9,ref=-1.0)+i(rel_time,cohort_dummy_10,ref=-1.0)+i(rel_time,cohort_dummy_11,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_5", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.4.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.5.0]:cohort_dummy_5", "C(rel_time, contr.treatment(base=-1.0))[T.6.0]:cohort_dummy_5", "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_8", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]:cohort_dummy_8", "C(rel_time, contr.treatment(base=-1.0))[T.3.0]:cohort_dummy_8", "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": -4.0, "cohort": 5, "estimate": -0.20108438744149715 }, { "event_time": -3.0, "cohort": 5, "estimate": 0.7840360786216802 }, { "event_time": -2.0, "cohort": 5, "estimate": -0.5861057377341364 }, { "event_time": 0.0, "cohort": 5, "estimate": -0.436038488086306 }, { "event_time": 1.0, "cohort": 5, "estimate": -0.37800516405495466 }, { "event_time": 2.0, "cohort": 5, "estimate": -0.8957940031110535 }, { "event_time": 3.0, "cohort": 5, "estimate": -1.4503689260526762 }, { "event_time": 4.0, "cohort": 5, "estimate": 0.052218376830593494 }, { "event_time": 5.0, "cohort": 5, "estimate": -0.6665240770849807 }, { "event_time": 6.0, "cohort": 5, "estimate": -1.9018079758183897 }, { "event_time": -5.0, "cohort": 6, "estimate": -0.44506214720393245 }, { "event_time": -4.0, "cohort": 6, "estimate": -0.3240580457172121 }, { "event_time": -3.0, "cohort": 6, "estimate": -1.3671327811447296 }, { "event_time": -2.0, "cohort": 6, "estimate": -0.16807046346933355 }, { "event_time": 0.0, "cohort": 6, "estimate": -0.4057186518960004 }, { "event_time": 1.0, "cohort": 6, "estimate": -0.5049477081828424 }, { "event_time": 2.0, "cohort": 6, "estimate": -0.4109486094264168 }, { "event_time": 3.0, "cohort": 6, "estimate": -1.5314564373666422 }, { "event_time": 4.0, "cohort": 6, "estimate": -1.3361777591373174 }, { "event_time": 5.0, "cohort": 6, "estimate": -0.6149443169689627 }, { "event_time": -6.0, "cohort": 7, "estimate": -0.48579195342376663 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.35178304273995425 }, { "event_time": -4.0, "cohort": 7, "estimate": -0.9511094552344626 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.7783397177975523 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.8248011026864381 }, { "event_time": 0.0, "cohort": 7, "estimate": -0.3376794668113887 }, { "event_time": 1.0, "cohort": 7, "estimate": -0.5321640439192725 }, { "event_time": 2.0, "cohort": 7, "estimate": -0.9694560600543696 }, { "event_time": 3.0, "cohort": 7, "estimate": -0.5914281815909008 }, { "event_time": 4.0, "cohort": 7, "estimate": -0.155237917064493 }, { "event_time": -7.0, "cohort": 8, "estimate": -0.11675595823640604 }, { "event_time": -6.0, "cohort": 8, "estimate": -0.20004128179252276 }, { "event_time": -5.0, "cohort": 8, "estimate": -0.7739192569601944 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.47041338788908027 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.6826107589145264 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.3396903504499674 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.8881028659415524 }, { "event_time": 1.0, "cohort": 8, "estimate": -1.0227190449043604 }, { "event_time": 2.0, "cohort": 8, "estimate": -1.0293347230387482 }, { "event_time": 3.0, "cohort": 8, "estimate": -1.0968042282673092 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.1356666983258388 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.15332135176345585 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.5114614088496184 }, { "event_time": -5.0, "cohort": 9, "estimate": 0.7819351957720522 }, { "event_time": -4.0, "cohort": 9, "estimate": -0.24353285169149064 }, { "event_time": -3.0, "cohort": 9, "estimate": -0.47545768158728113 }, { "event_time": -2.0, "cohort": 9, "estimate": -0.97564822583035 }, { "event_time": 0.0, "cohort": 9, "estimate": -1.0363441428377373 }, { "event_time": 1.0, "cohort": 9, "estimate": -1.697054038349006 }, { "event_time": 2.0, "cohort": 9, "estimate": 1.9090664036990337 }, { "event_time": -9.0, "cohort": 10, "estimate": 0.2520946522711758 }, { "event_time": -8.0, "cohort": 10, "estimate": 0.07090035777217099 }, { "event_time": -7.0, "cohort": 10, "estimate": -0.04664326370886274 }, { "event_time": -6.0, "cohort": 10, "estimate": 0.30699492484226215 }, { "event_time": -5.0, "cohort": 10, "estimate": -0.044935673550911465 }, { "event_time": -4.0, "cohort": 10, "estimate": 0.19561460098612407 }, { "event_time": -3.0, "cohort": 10, "estimate": 0.0631536026492926 }, { "event_time": -2.0, "cohort": 10, "estimate": 0.07508201471887166 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.42102466713377174 }, { "event_time": 1.0, "cohort": 10, "estimate": 2.193367831672125 }, { "event_time": -3.0, "cohort": 11, "estimate": -0.24471781350973587 }, { "event_time": -2.0, "cohort": 11, "estimate": -0.4070197048609456 }, { "event_time": 0.0, "cohort": 11, "estimate": -0.217596833174456 } ] } } }, "alternative_models": { "y__d": [ { "method": "CS-DID", "status": "unidentified", "reason": "UnidentifiedTarget: CS-DID cannot estimate 36 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)": 0.33394441883176845, "SE": 0.16330693154006856, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.5287490432684722, "SE": 0.16321065016406017, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.3114864638893806, "SE": 0.13750116007708946, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 0.419648540500346, "SE": 0.13814384282752282, "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 36 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)": 0.33394441883176845, "SE": 0.16330693154006856, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": 0.01242752482624171, "upper": 0.6554613128372953, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.5287490432684722, "SE": 0.16321065016406017, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.20742170697903783, "upper": 0.8500763795579065, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.3114864638893806, "SE": 0.13750116007708946, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.04077568944013105, "upper": 0.5821972383386302, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 0.419648540500346, "SE": 0.13814384282752282, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.147672459307521, "upper": 0.691624621693171, "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 36 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": 1791581254.840922, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.33394441883176845, "SE": 0.16330693154006856, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": 0.01242752482624171, "upper": 0.6554613128372953, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.5287490432684722, "SE": 0.16321065016406017, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.20742170697903783, "upper": 0.8500763795579065, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.3114864638893806, "SE": 0.13750116007708946, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.04077568944013105, "upper": 0.5821972383386302, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 0.419648540500346, "SE": 0.13814384282752282, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.147672459307521, "upper": 0.691624621693171, "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 36 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" } ] }