{ "study_id": 22, "specification_id": "S22-P055", "source_specification_id": "REXER-T1-PC-THEFT-C4", "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-P055.json", "input_bytes": 492632, "specification_type": "twfe_scalar", "run_status": "completed", "expanded_status": "unsupported", "expanded_reason": "No enabled adapter supports this specification; per-estimator reasons below.", "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": "archive_time_fe", "unit_fe": null, "frequency_weights": false, "source_sd": null, "require_never_control_periods": false, "latest_cohort_control": true, "slug": "s22-p055", "study_id": 22, "study": "Corruption as a Local Advantage", "citation": "Rexer (2025), AER. https://doi.org/10.1257/aer.20220528", "description": "REXER-T1-PC-THEFT-C4", "source_specification_id": "REXER-T1-PC-THEFT-C4", "specification_id": "S22-P055", "data": "analyses/full-archive/prepared/S22-P055.parquet", "output_dir": "analyses/full-archive/results/S22-P055" }, "source": { "file": "S22-P055.parquet", "bytes": 64597, "sha256": "9a9d68aeb3e0c505da99c8a4f81f8451a4deaf5872648c7004e3fa72b14ced98" }, "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": 19.5457132368174, "rows": 2884, "units": 270, "clusters": 270, "treated_units": 55, "never_treated_units": 215, "treated_cohorts": 8, "latest_cohort_control_index": null, "unique_unit_period_cells": 2884, "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": 16 }, "estimates": [ { "method": "Static TWFE", "estimate": -0.1687796323024688, "se": 0.05054143946022593, "pvalue": 0.0009582152331286436, "lower": -0.2682867289146322, "upper": -0.06927253569030543 }, { "method": "Dynamic TWFE", "estimate": -0.1483817023706758, "se": 0.10244763211352234, "pvalue": 0.14867920246246646, "lower": -0.350082851670749, "upper": 0.053319446929397385 }, { "method": "BJS / did2s", "estimate": -0.13497748255439443, "se": 0.04824177077321513, "pvalue": 0.005514708370737315, "lower": -0.22995694092241098, "upper": -0.03999802418637788 }, { "method": "Sun\u2013Abraham", "estimate": -0.14439005880064443, "se": 0.0639670711337821, "pvalue": 0.024794351705001185, "lower": -0.2703298340679381, "upper": -0.018450283533350736 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -10, "estimate": -1.4396522062340849, "se": 0.543436048465198, "pvalue": 0.008546348478132506, "lower": -2.5095810399728666, "upper": -0.3697233724953033 }, { "event_time": -9, "estimate": 0.009769930921151962, "se": 0.2258660731996119, "pvalue": 0.9655300210138134, "lower": -0.43492015719893184, "upper": 0.4544600190412358 }, { "event_time": -8, "estimate": -0.2110906795831101, "se": 0.20214946388677416, "pvalue": 0.29731613661913026, "lower": -0.6090869861368283, "upper": 0.1869056269706081 }, { "event_time": -7, "estimate": -0.007720158950276257, "se": 0.19592747356391982, "pvalue": 0.968598198833824, "lower": -0.3934664742336935, "upper": 0.37802615633314096 }, { "event_time": -6, "estimate": 0.04709703280752377, "se": 0.1602889306326303, "pvalue": 0.7691175516528892, "lower": -0.2684833360277053, "upper": 0.3626774016427528 }, { "event_time": -5, "estimate": -0.012627435849783049, "se": 0.1357421428840984, "pvalue": 0.9259528103636117, "lower": -0.27987954957202416, "upper": 0.25462467787245807 }, { "event_time": -4, "estimate": -0.05121506061318873, "se": 0.12931880891588463, "pvalue": 0.6923915188487785, "lower": -0.3058207732717989, "upper": 0.20339065204542148 }, { "event_time": -3, "estimate": -0.04892478289013142, "se": 0.1217223853068616, "pvalue": 0.6880492378177824, "lower": -0.2885744898226912, "upper": 0.19072492404242833 }, { "event_time": -2, "estimate": 0.18941022318098624, "se": 0.10492784032703951, "pvalue": 0.07216968945024128, "lower": -0.017174014550213917, "upper": 0.3959944609121864 }, { "event_time": 0, "estimate": -0.22517276338283407, "se": 0.11227471823140836, "pvalue": 0.045905513476366455, "lower": -0.4462216957732182, "upper": -0.0041238309924499505 }, { "event_time": 1, "estimate": -0.09989788557517908, "se": 0.12807679982211082, "pvalue": 0.43608589249412605, "lower": -0.3520583034379299, "upper": 0.1522625322875717 }, { "event_time": 2, "estimate": -0.1655560534221741, "se": 0.10500488745751636, "pvalue": 0.11605112621053477, "lower": -0.3722919832368988, "upper": 0.04117987639255058 }, { "event_time": 3, "estimate": -0.16831792683956173, "se": 0.10151587533206037, "pvalue": 0.09847392784612663, "lower": -0.3681846129137717, "upper": 0.031548759234648255 }, { "event_time": 4, "estimate": -0.13409119323239885, "se": 0.0997325847520552, "pvalue": 0.17991702195360507, "lower": -0.33044689762648116, "upper": 0.06226451116168347 }, { "event_time": 5, "estimate": -0.011014721026304873, "se": 0.11392705163943519, "pvalue": 0.923050746299638, "lower": -0.23531680373895913, "upper": 0.21328736168634937 }, { "event_time": 6, "estimate": -0.041408717296479526, "se": 0.09538566466039859, "pvalue": 0.6645501056041856, "lower": -0.2292061098944321, "upper": 0.14638867530147306 }, { "event_time": 7, "estimate": -0.05854519085486966, "se": 0.08375505723463812, "pvalue": 0.4851529262571641, "lower": -0.22344398798080245, "upper": 0.10635360627106315 } ], "BJS / did2s": [ { "event_time": -10, "estimate": -1.0628912812800344, "se": 0.44104796361911397, "pvalue": 0.01662753707719881, "lower": -1.9312362036873734, "upper": -0.19454635887269556 }, { "event_time": -9, "estimate": 0.03734725730666478, "se": 0.08217320158936733, "pvalue": 0.6498395761616444, "lower": -0.1244371476649977, "upper": 0.19913166227832724 }, { "event_time": -8, "estimate": -0.14785270597163291, "se": 0.07045026297833071, "pvalue": 0.03677729220813504, "lower": -0.2865567318048088, "upper": -0.009148680138457044 }, { "event_time": -7, "estimate": 0.0015467565802278667, "se": 0.06018082933720579, "pvalue": 0.9795142316852531, "lower": -0.11693858263869363, "upper": 0.12003209579914935 }, { "event_time": -6, "estimate": 0.042772537664067314, "se": 0.04208703949496614, "pvalue": 0.3104056265465343, "lower": -0.040089350518624556, "upper": 0.12563442584675918 }, { "event_time": -5, "estimate": -0.0002010363548065852, "se": 0.032563215305337116, "pvalue": 0.9950786869235593, "lower": -0.06431221019544918, "upper": 0.063910137485836 }, { "event_time": -4, "estimate": -0.03380195859279067, "se": 0.03794484478178311, "pvalue": 0.37382275960055006, "lower": -0.10850860280314845, "upper": 0.040904685617567105 }, { "event_time": -3, "estimate": -0.04394017718303513, "se": 0.04287616592980481, "pvalue": 0.3063707410710023, "lower": -0.1283557148309841, "upper": 0.04047536046491384 }, { "event_time": -2, "estimate": 0.14649790120751163, "se": 0.07142857944506914, "pvalue": 0.0412384811034716, "lower": 0.005867744416992893, "upper": 0.2871280579980304 }, { "event_time": -1, "estimate": -0.007411156620117843, "se": 0.07587567171206694, "pvalue": 0.9222631013198226, "lower": -0.15679684638677188, "upper": 0.14197453314653619 }, { "event_time": 0, "estimate": -0.22268096653131364, "se": 0.058856493838023625, "pvalue": 0.00019066839017626455, "lower": -0.3385589249183587, "upper": -0.1068030081442686 }, { "event_time": 1, "estimate": -0.08198324361694563, "se": 0.06209892015486594, "pvalue": 0.18788916556830235, "lower": -0.2042449621860044, "upper": 0.04027847495211316 }, { "event_time": 2, "estimate": -0.1666755325530621, "se": 0.08687449935988933, "pvalue": 0.056096011502611454, "lower": -0.33771595588213665, "upper": 0.004364890776012403 }, { "event_time": 3, "estimate": -0.16272261900331622, "se": 0.08391028434733173, "pvalue": 0.05351704199099789, "lower": -0.327927030679697, "upper": 0.002481792673064559 }, { "event_time": 4, "estimate": -0.10237533841503621, "se": 0.05389581799347567, "pvalue": 0.05856777551489855, "lower": -0.208486609192926, "upper": 0.003735932362853578 }, { "event_time": 5, "estimate": 0.01625836145977814, "se": 0.06779270131577196, "pvalue": 0.8106488347355771, "lower": -0.11721339857461445, "upper": 0.14973012149417073 }, { "event_time": 6, "estimate": 0.049897464523106574, "se": 0.1280407653885499, "pvalue": 0.697066878855983, "lower": -0.20219200795502507, "upper": 0.3019869370012382 }, { "event_time": 7, "estimate": 0.11612038919918427, "se": 0.039878447321668786, "pvalue": 0.003894049542372281, "lower": 0.037606825819115355, "upper": 0.1946339525792532 } ], "Sun\u2013Abraham": [ { "event_time": -10, "estimate": -1.4130444035169571, "se": 0.5715445115574597, "pvalue": 0.014042576086121673, "lower": -2.5383137970500878, "upper": -0.2877750099838263 }, { "event_time": -9, "estimate": 0.21672321575527226, "se": 0.3035024631460306, "pvalue": 0.47580056052829267, "lower": -0.38081910288146376, "upper": 0.8142655343920082 }, { "event_time": -8, "estimate": -0.18050108285672825, "se": 0.28936115934526674, "pvalue": 0.5332930066030297, "lower": -0.7502016918280334, "upper": 0.38919952611457687 }, { "event_time": -7, "estimate": 0.04474070934972979, "se": 0.2688991437626972, "pvalue": 0.8679791883432262, "lower": -0.4846738337081444, "upper": 0.5741552524076039 }, { "event_time": -6, "estimate": 0.07332381073201631, "se": 0.19315119648634957, "pvalue": 0.7045279775532186, "lower": -0.3069565092348781, "upper": 0.45360413069891076 }, { "event_time": -5, "estimate": -0.000959786354213718, "se": 0.14239163913735933, "pvalue": 0.9946269210273713, "lower": -0.2813035744166003, "upper": 0.27938400170817285 }, { "event_time": -4, "estimate": -0.05720258532511883, "se": 0.1247367337535321, "pvalue": 0.6469013983553374, "lower": -0.3027870077170911, "upper": 0.18838183706685346 }, { "event_time": -3, "estimate": -0.05432477146917419, "se": 0.12013363929088017, "pvalue": 0.6514873049257529, "lower": -0.2908465203341988, "upper": 0.1821969773958504 }, { "event_time": -2, "estimate": 0.23587738817060788, "se": 0.07707783786720755, "pvalue": 0.0024350785292532808, "lower": 0.08412484726118832, "upper": 0.38762992908002747 }, { "event_time": 0, "estimate": -0.20761052384146456, "se": 0.11023942296818863, "pvalue": 0.06074268484155611, "lower": -0.424652322193831, "upper": 0.009431274510901838 }, { "event_time": 1, "estimate": -0.06667927419061973, "se": 0.12433625038287899, "pvalue": 0.5922069645233019, "lower": -0.31147521612218676, "upper": 0.17811666774094728 }, { "event_time": 2, "estimate": -0.2436965111089587, "se": 0.07607377472162088, "pvalue": 0.0015215125760824654, "lower": -0.3934722304339588, "upper": -0.09392079178395862 }, { "event_time": 3, "estimate": -0.18728543385977212, "se": 0.06911856137954739, "pvalue": 0.007168562281864344, "lower": -0.32336757632231333, "upper": -0.0512032913972309 }, { "event_time": 4, "estimate": -0.13379872195464826, "se": 0.06023170390251011, "pvalue": 0.027156444786157082, "lower": -0.2523842241356639, "upper": -0.015213219773632602 }, { "event_time": 5, "estimate": 0.014512779996718819, "se": 0.061648069730040195, "pvalue": 0.814067025794347, "lower": -0.10686129434890872, "upper": 0.13588685434234635 }, { "event_time": 6, "estimate": 0.20010588871319446, "se": 0.05978488145416169, "pvalue": 0.0009331364285051113, "lower": 0.08240010038701033, "upper": 0.31781167703937857 }, { "event_time": 7, "estimate": 0.16743792370957616, "se": 0.052184604063470204, "pvalue": 0.001495539563847413, "lower": 0.0646957285194748, "upper": 0.2701801188996775 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "weights": [ 0.2570093457943925, 0.24766355140186916, 0.14485981308411214, 0.13551401869158877, 0.1308411214953271, 0.07009345794392523, 0.009345794392523364, 0.004672897196261682 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 7.822374695209966e-08, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 8.948828737774334e-16 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 0.7901677182395308, "df_num": 21, "df_den": 2424, "pvalue": 0.7349488855609596, "log10_pvalue": -0.13374286430457297, "inference": "Homoskedastic nested-model F", "observations": 2884, "design_columns": 120, "restricted_design_columns": 99, "fixed_effect_rank": 340, "covariance_rank": 21, "rss_unrestricted": 635.20512601681, "rss_restricted": 639.5534305901656, "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": [ [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] ] }, "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": -1.2094523243882462 }, { "event_time": -3.0, "cohort": 5, "estimate": 0.6415515032950452 }, { "event_time": -2.0, "cohort": 5, "estimate": 0.018720452283332634 }, { "event_time": 0.0, "cohort": 5, "estimate": 0.08980522296612747 }, { "event_time": 1.0, "cohort": 5, "estimate": 0.3612754854295189 }, { "event_time": 2.0, "cohort": 5, "estimate": -0.39512550253177103 }, { "event_time": 3.0, "cohort": 5, "estimate": -0.42642426553296436 }, { "event_time": 4.0, "cohort": 5, "estimate": -0.031934307204599666 }, { "event_time": 5.0, "cohort": 5, "estimate": -0.5818004488176609 }, { "event_time": 6.0, "cohort": 5, "estimate": -0.10341158056462607 }, { "event_time": -5.0, "cohort": 6, "estimate": 0.0184633352430687 }, { "event_time": -4.0, "cohort": 6, "estimate": -1.6474928279093064 }, { "event_time": -3.0, "cohort": 6, "estimate": -0.11963930743885565 }, { "event_time": -2.0, "cohort": 6, "estimate": -0.1504108681642678 }, { "event_time": 0.0, "cohort": 6, "estimate": 0.030369760147926167 }, { "event_time": 1.0, "cohort": 6, "estimate": -0.23761605738325373 }, { "event_time": 2.0, "cohort": 6, "estimate": -0.41110211058628127 }, { "event_time": 3.0, "cohort": 6, "estimate": -0.5755202932978112 }, { "event_time": 4.0, "cohort": 6, "estimate": -0.29320748808685293 }, { "event_time": 5.0, "cohort": 6, "estimate": -0.4724665135968078 }, { "event_time": -6.0, "cohort": 7, "estimate": 0.809766740478473 }, { "event_time": -5.0, "cohort": 7, "estimate": -0.2353606084750872 }, { "event_time": -4.0, "cohort": 7, "estimate": -1.5963556400532397 }, { "event_time": -3.0, "cohort": 7, "estimate": -0.22496059463671392 }, { "event_time": -2.0, "cohort": 7, "estimate": -0.15228892196718927 }, { "event_time": 0.0, "cohort": 7, "estimate": -0.1523033777627858 }, { "event_time": 1.0, "cohort": 7, "estimate": -0.22956384189948661 }, { "event_time": 2.0, "cohort": 7, "estimate": -0.5139224557773525 }, { "event_time": 3.0, "cohort": 7, "estimate": -0.2840610365025478 }, { "event_time": 4.0, "cohort": 7, "estimate": -0.23317558409468672 }, { "event_time": -7.0, "cohort": 8, "estimate": 1.2697066148375078 }, { "event_time": -6.0, "cohort": 8, "estimate": 0.5903796052429577 }, { "event_time": -5.0, "cohort": 8, "estimate": 0.09131841923902845 }, { "event_time": -4.0, "cohort": 8, "estimate": -1.4739649340700456 }, { "event_time": -3.0, "cohort": 8, "estimate": -0.12354905392916937 }, { "event_time": -2.0, "cohort": 8, "estimate": -0.3208424330667343 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.4928202600074567 }, { "event_time": 1.0, "cohort": 8, "estimate": -1.5087701949865697 }, { "event_time": 2.0, "cohort": 8, "estimate": -0.749143421205805 }, { "event_time": 3.0, "cohort": 8, "estimate": -0.38907283381015534 }, { "event_time": -8.0, "cohort": 9, "estimate": -0.26076772199631526 }, { "event_time": -7.0, "cohort": 9, "estimate": -0.502167854580454 }, { "event_time": -6.0, "cohort": 9, "estimate": -0.5657267984765039 }, { "event_time": -5.0, "cohort": 9, "estimate": -1.3310377468185641 }, { "event_time": -4.0, "cohort": 9, "estimate": -3.024969607377827 }, { "event_time": -3.0, "cohort": 9, "estimate": -1.7873720924164118 }, { "event_time": -2.0, "cohort": 9, "estimate": -2.0375555089725546 }, { "event_time": 0.0, "cohort": 9, "estimate": -1.861377453610556 }, { "event_time": 1.0, "cohort": 9, "estimate": -1.6112850930970894 }, { "event_time": 2.0, "cohort": 9, "estimate": -1.6803728254705943 }, { "event_time": -9.0, "cohort": 10, "estimate": 1.5421852678851635 }, { "event_time": -8.0, "cohort": 10, "estimate": 0.7382043179934229 }, { "event_time": -7.0, "cohort": 10, "estimate": 1.3365375799529062 }, { "event_time": -6.0, "cohort": 10, "estimate": 0.9821110108942678 }, { "event_time": -5.0, "cohort": 10, "estimate": 0.08555538262521539 }, { "event_time": -4.0, "cohort": 10, "estimate": -1.510643234052884 }, { "event_time": -3.0, "cohort": 10, "estimate": -0.06593603992811133 }, { "event_time": -2.0, "cohort": 10, "estimate": 0.6091106573165596 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.19497604389005863 }, { "event_time": 1.0, "cohort": 10, "estimate": -0.017447526260644053 }, { "event_time": -3.0, "cohort": 11, "estimate": 1.3906820467678702 }, { "event_time": -2.0, "cohort": 11, "estimate": 1.0927922114853406 }, { "event_time": 0.0, "cohort": 11, "estimate": -0.8865014329194956 } ] } } }, "code_sha256": { "replication_engine.py": "4d1c3ebb7851c82ad64d9ac8e54247610500cbb6d72e579ec3a30184da092d06", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb", "sparse_models.py": "538c06b81a46a104838d662d6e6489d0d2daa7f680fd234049f28c97c87ef555" } }, "alternative_status": [ { "method": "CS-DID", "status": "unsupported", "reason": "csdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "SDID", "status": "unsupported", "reason": "sdid: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Matrix completion", "status": "unsupported", "reason": "matrix-completion: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Horizontal ridge", "status": "unsupported", "reason": "horizontal-ridge: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: matching the configured nonstandard fixed effects is not implemented." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: matching the configured nonstandard fixed effects is not implemented." } ], "finished": 1791581238.091634, "adapter_sample_audit": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 3183, "source_sd": 19.5457132368174, "rows": 2884, "units": 270, "clusters": 270, "treated_units": 55, "never_treated_units": 215, "treated_cohorts": 8, "latest_cohort_control_index": null, "unique_unit_period_cells": 2884, "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": 16 } } }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": -0.1687796323024688, "SE": 0.05054143946022593, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.2682867289146322, "upper": -0.06927253569030543, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.1483817023706758, "SE": 0.10244763211352234, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.350082851670749, "upper": 0.053319446929397385, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": -0.13497748255439443, "SE": 0.04824177077321513, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.22995694092241098, "upper": -0.03999802418637788, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.14439005880064443, "SE": 0.0639670711337821, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.2703298340679381, "upper": -0.018450283533350736, "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": "unsupported", "Note": "csdid: matching the configured nonstandard fixed effects is not implemented.", "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: matching the configured nonstandard fixed effects is not implemented.", "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: matching the configured nonstandard fixed effects is not implemented.", "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: matching the configured nonstandard fixed effects is not implemented.", "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: matching the configured nonstandard fixed effects is not implemented.", "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: matching the configured nonstandard fixed effects is not implemented.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }