{ "study_id": 22, "specification_id": "S22-P064", "source_specification_id": "REXER-T2-PB-OFFSHORE-C6", "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-P064.json", "input_bytes": 136411, "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, "latest_cohort_control": true, "slug": "s22-p064", "study_id": 22, "study": "Corruption as a Local Advantage", "citation": "Rexer (2025), AER. https://doi.org/10.1257/aer.20220528", "description": "REXER-T2-PB-OFFSHORE-C6", "source_specification_id": "REXER-T2-PB-OFFSHORE-C6", "specification_id": "S22-P064", "data": "repl-archives/twfe-microdata-replication-private/outputs/expansion_nigerian_oil_2026_10_06/validation/native_inputs/REXER-T2-PB-OFFSHORE-C6.csv", "output_dir": "analyses/full-archive/results/S22-P064" }, "source": { "file": "REXER-T2-PB-OFFSHORE-C6.csv", "bytes": 136411, "sha256": "b94f5c1e2bd21f9a6db1bf06e33539661bc805daafde769fded8f5a60ce34f37" }, "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": 887, "source_sd": 11.625788914553887, "rows": 799, "units": 78, "clusters": 78, "treated_units": 4, "never_treated_units": 74, "treated_cohorts": 4, "latest_cohort_control_index": null, "unique_unit_period_cells": 799, "unsupported_prediction_rows_removed": 0, "initially_treated_units_removed": 10, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 4 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.4225868461420414, "se": 0.15998925084723942, "pvalue": 0.009996012299147055, "lower": 0.1040075471775811, "upper": 0.7411661451065017 }, { "method": "Dynamic TWFE", "estimate": 0.7342104510713576, "se": 0.3989028590728659, "pvalue": 0.06953652649021569, "lower": -0.06010662039047987, "upper": 1.5285275225331951 }, { "method": "BJS / did2s", "estimate": 0.45739378920032453, "se": 0.16738139184092737, "pvalue": 0.00778917861463225, "lower": 0.12409485699085243, "upper": 0.7906927214097966 }, { "method": "Sun\u2013Abraham", "estimate": 1.0743855666103255, "se": 0.4275343425918645, "pvalue": 0.014061328080349302, "lower": 0.22305592774479188, "upper": 1.925715205475859 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -9, "estimate": 0.7628648270160596, "se": 0.3529540337012664, "pvalue": 0.033774325496941336, "lower": 0.060043556038352985, "upper": 1.4656860979937663 }, { "event_time": -8, "estimate": 0.386225927007903, "se": 0.3315756787295425, "pvalue": 0.2476879925825174, "lower": -0.2740256006661855, "upper": 1.0464774546819915 }, { "event_time": -7, "estimate": -0.4238603422126965, "se": 0.6110346138510309, "pvalue": 0.4899724773003089, "lower": -1.640585702778006, "upper": 0.7928650183526129 }, { "event_time": -6, "estimate": -0.04386545055793905, "se": 0.44539994674500355, "pvalue": 0.9218026930389396, "lower": -0.9307700522196797, "upper": 0.8430391511038017 }, { "event_time": -5, "estimate": 0.31204622411054184, "se": 0.42440114898389075, "pvalue": 0.4644133263501921, "lower": -0.5330444292115113, "upper": 1.157136877432595 }, { "event_time": -4, "estimate": 0.3786685352159036, "se": 0.3628611352493887, "pvalue": 0.29995279253760915, "lower": -0.3438802952650607, "upper": 1.101217365696868 }, { "event_time": -3, "estimate": 0.728277768056749, "se": 0.5454395211883877, "pvalue": 0.18574076235985704, "lower": -0.3578310759281639, "upper": 1.814386612041662 }, { "event_time": -2, "estimate": 0.4681403040014862, "se": 0.35415527706956257, "pvalue": 0.19013166488125427, "lower": -0.2370729481132714, "upper": 1.1733535561162438 }, { "event_time": 0, "estimate": 0.3566239122311556, "se": 0.22442579405693772, "pvalue": 0.11614690462864724, "lower": -0.09026493662325002, "upper": 0.8035127610855612 }, { "event_time": 1, "estimate": 0.6195842381977504, "se": 0.36614224042482457, "pvalue": 0.09465185911730897, "lower": -0.10949810738553212, "upper": 1.348666583781033 }, { "event_time": 2, "estimate": 0.5839551207577451, "se": 0.43297323246393976, "pvalue": 0.18138368049362721, "lower": -0.27820473147159175, "upper": 1.4461149729870821 }, { "event_time": 3, "estimate": 0.690967130480865, "se": 0.5066828362325421, "pvalue": 0.17663324302095224, "lower": -0.31796729423503745, "upper": 1.6999015551967673 }, { "event_time": 4, "estimate": 0.9690602953627301, "se": 0.5519491357190115, "pvalue": 0.08311542561575362, "lower": -0.13001084716857148, "upper": 2.0681314378940314 }, { "event_time": 5, "estimate": 1.5364598257760416, "se": 0.5460893723909337, "pvalue": 0.006215364747829739, "lower": 0.44905696272771056, "upper": 2.6238626888243726 }, { "event_time": 6, "estimate": 1.37907955724697, "se": 0.5409645398667793, "pvalue": 0.012781767254522285, "lower": 0.3018815394879908, "upper": 2.4562775750059496 }, { "event_time": 7, "estimate": 1.3667392411758694, "se": 0.5255067107246475, "pvalue": 0.011146994612471433, "lower": 0.3203216936393227, "upper": 2.413156788712416 } ], "BJS / did2s": [ { "event_time": -9, "estimate": 0.5115894677363779, "se": 0.12441454379588385, "pvalue": 9.730615622510663e-05, "lower": 0.26384846055258354, "upper": 0.7593304749201724 }, { "event_time": -8, "estimate": 0.14067925042815402, "se": 0.08551994364425584, "pvalue": 0.10404897328629376, "lower": -0.02961271324683737, "upper": 0.31097121410314543 }, { "event_time": -7, "estimate": -0.6083432009051536, "se": 0.4412174427952633, "pvalue": 0.17195399323035254, "lower": -1.4869193731932446, "upper": 0.27023297138293756 }, { "event_time": -6, "estimate": -0.27908600373009834, "se": 0.20983155646412122, "pvalue": 0.18742881378199683, "lower": -0.6969140128304657, "upper": 0.13874200537026904 }, { "event_time": -5, "estimate": 0.04605441818571144, "se": 0.14488710349987835, "pvalue": 0.7514484130244525, "lower": -0.24245266349351313, "upper": 0.334561499864936 }, { "event_time": -4, "estimate": 0.11336837009784693, "se": 0.11294406525004977, "pvalue": 0.31863983811791546, "lower": -0.11153199626434716, "upper": 0.338268736460041 }, { "event_time": -3, "estimate": 0.39681938636847075, "se": 0.20057594262152434, "pvalue": 0.05146039377103399, "lower": -0.002578340985808003, "upper": 0.7962171137227495 }, { "event_time": -2, "estimate": 0.1896738112654824, "se": 0.086596312299333, "pvalue": 0.031527318294697605, "lower": 0.017238523775010367, "upper": 0.36210909875595443 }, { "event_time": -1, "estimate": -0.23893386955149873, "se": 0.2249597243672093, "pvalue": 0.2915018116282877, "lower": -0.6868859094830637, "upper": 0.20901817038006623 }, { "event_time": 0, "estimate": 0.05922008914716145, "se": 0.18465185604620674, "pvalue": 0.7492973453172989, "lower": -0.30846873082147097, "upper": 0.4269089091157938 }, { "event_time": 1, "estimate": 0.3493473424691307, "se": 0.1351666674366799, "pvalue": 0.011640631744135215, "lower": 0.08019612182584179, "upper": 0.6184985631124196 }, { "event_time": 2, "estimate": 0.29350999365221697, "se": 0.17780957436132994, "pvalue": 0.10287346731974509, "lower": -0.06055410283691909, "upper": 0.647574090141353 }, { "event_time": 3, "estimate": 0.38520251841635855, "se": 0.2522420494517528, "pvalue": 0.1308300224909998, "lower": -0.11707557125621848, "upper": 0.8874806080889356 }, { "event_time": 4, "estimate": 0.6401746419879383, "se": 0.3953770046007621, "pvalue": 0.1095039763008096, "lower": -0.14712155625882273, "upper": 1.4274708402346992 }, { "event_time": 5, "estimate": 1.3472076816590959, "se": 0.45582656592081544, "pvalue": 0.004140509920231032, "lower": 0.43954102873447887, "upper": 2.254874334583713 }, { "event_time": 6, "estimate": 1.2004399134381927, "se": 0.4485747487050211, "pvalue": 0.009095936148154278, "lower": 0.30721347341907934, "upper": 2.093666353457306 }, { "event_time": 7, "estimate": 1.1920778530621066, "se": 0.4272914923771158, "pvalue": 0.006643455161965746, "lower": 0.34123179075411236, "upper": 2.0429239153701007 } ], "Sun\u2013Abraham": [ { "event_time": -9, "estimate": 0.396306487864507, "se": 0.10035713000484954, "pvalue": 0.0001724234353583995, "lower": 0.19646991163378683, "upper": 0.5961430640952272 }, { "event_time": -8, "estimate": -0.005040635109750046, "se": 0.1201645090993978, "pvalue": 0.9666489052336051, "lower": -0.24431874202361345, "upper": 0.23423747180411333 }, { "event_time": -7, "estimate": -0.7936898097955051, "se": 0.3107760949438871, "pvalue": 0.012627473532867434, "lower": -1.412524074834158, "upper": -0.17485554475685205 }, { "event_time": -6, "estimate": -0.4084529506727734, "se": 0.19491766137924127, "pvalue": 0.03941183534604737, "lower": -0.7965836006330123, "upper": -0.020322300712534436 }, { "event_time": -5, "estimate": -0.029484759396000065, "se": 0.22521470970355537, "pvalue": 0.8961812712200722, "lower": -0.47794453999932374, "upper": 0.41897502120732366 }, { "event_time": -4, "estimate": 0.004526883282220444, "se": 0.11170898649465924, "pvalue": 0.9677803480530761, "lower": -0.21791412707965144, "upper": 0.22696789364409234 }, { "event_time": -3, "estimate": 0.9387859292061443, "se": 0.3476347190650609, "pvalue": 0.008509699435322213, "lower": 0.24655676687823558, "upper": 1.631015091534053 }, { "event_time": -2, "estimate": 0.6669713541414419, "se": 0.2722991400864078, "pvalue": 0.01658114851506143, "lower": 0.12475449458390486, "upper": 1.209188213698979 }, { "event_time": 0, "estimate": 0.3843099690961624, "se": 0.2023847439919809, "pvalue": 0.06132264006493371, "lower": -0.018689541937422505, "upper": 0.7873094801297473 }, { "event_time": 1, "estimate": 0.6812406764027314, "se": 0.24841897906530372, "pvalue": 0.007583806761138232, "lower": 0.1865752924410503, "upper": 1.1759060603644125 }, { "event_time": 2, "estimate": 0.7883192226909008, "se": 0.3743082873955669, "pvalue": 0.038456912422798264, "lower": 0.04297620018417958, "upper": 1.533662245197622 }, { "event_time": 3, "estimate": 0.8859509103744755, "se": 0.3191775273968353, "pvalue": 0.006910860890561033, "lower": 0.2503872560363306, "upper": 1.5215145647126205 }, { "event_time": 4, "estimate": 1.414039569099958, "se": 0.52369015269799, "pvalue": 0.00851786497060023, "lower": 0.3712392507184712, "upper": 2.456839887481445 }, { "event_time": 5, "estimate": 2.869043174575582, "se": 1.1182681259927705, "pvalue": 0.012241897498253721, "lower": 0.6422868534697459, "upper": 5.095799495681418 }, { "event_time": 6, "estimate": 2.719776266002536, "se": 1.1139722691332095, "pvalue": 0.01692078379919392, "lower": 0.5015740887502602, "upper": 4.937978443254812 }, { "event_time": 7, "estimate": 2.7114142056264474, "se": 1.0887908573694935, "pvalue": 0.014917862213346402, "lower": 0.5433546252307555, "upper": 4.879473786022139 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "weights": [ 0.21052631578947367, 0.21052631578947367, 0.15789473684210525, 0.15789473684210525, 0.10526315789473684, 0.05263157894736842, 0.05263157894736842, 0.05263157894736842 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 3.959499395023158e-11, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 3.001831323836239e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 0.533128277700068, "df_num": 8, "df_den": 636, "pvalue": 0.8319015184116749, "log10_pvalue": -0.0799280830144006, "inference": "Homoskedastic nested-model F", "observations": 799, "design_columns": 75, "restricted_design_columns": 67, "fixed_effect_rank": 88, "covariance_rank": 8, "rss_unrestricted": 321.91619594361015, "rss_restricted": 324.0749711273482, "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.-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": [ [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ -0.013368983957219258, 0.0013368983957219248, -0.012032085561497324, 0.00267379679144385, 0.0026737967914438497, 0.00267379679144385 ] ] }, "formula": "y~i(rel_time,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_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+time_fe", "restriction_names": [ "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_10" ], "deviations": [ { "event_time": 0.0, "cohort": 7, "estimate": -0.9643399839509998 }, { "event_time": 1.0, "cohort": 7, "estimate": -2.051504615514582 }, { "event_time": 2.0, "cohort": 7, "estimate": -1.8338003324846466 }, { "event_time": 3.0, "cohort": 7, "estimate": -2.2986508828346577 }, { "event_time": 4.0, "cohort": 7, "estimate": -2.462580969273514 }, { "event_time": -7.0, "cohort": 8, "estimate": 1.2636265889077691 }, { "event_time": -6.0, "cohort": 8, "estimate": 0.6727273496563192 }, { "event_time": -5.0, "cohort": 8, "estimate": 0.2713069643861071 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.18485165012254431 }, { "event_time": -3.0, "cohort": 8, "estimate": -2.8358400757348976 }, { "event_time": -2.0, "cohort": 8, "estimate": -1.8559252766458638 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.9706742023888044 }, { "event_time": 1.0, "cohort": 8, "estimate": -1.821286808633185 }, { "event_time": 2.0, "cohort": 8, "estimate": -1.9706651914694993 }, { "event_time": 3.0, "cohort": 8, "estimate": -2.48059127762152 }, { "event_time": -3.0, "cohort": 10, "estimate": -2.4189452257084176 }, { "event_time": -2.0, "cohort": 10, "estimate": -1.723262963374518 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.8022618718714692 }, { "event_time": 1.0, "cohort": 10, "estimate": -1.8557465096013197 } ] } } }, "code_sha256": { "replication_engine.py": "85957b22db6cf6312f27a925b03b907e4d51071cc59a60cfdf2d7b039b1e34eb", "reference_f_test.py": "26f3d65e1ff59d46f05bb28011b2ed34b9ee150f04c47c144dd6836a4d75d6f0", "sparse_did2s.py": "a348042269b0077dd2916898779f992f0b5fc2971edfee8b0118d3af715eaafb" } }, "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-p064", "study_id": 22, "study": "Corruption as a Local Advantage", "citation": "Rexer (2025), AER. https://doi.org/10.1257/aer.20220528", "description": "REXER-T2-PB-OFFSHORE-C6", "source_specification_id": "REXER-T2-PB-OFFSHORE-C6", "specification_id": "S22-P064", "data": "repl-archives/twfe-microdata-replication-private/outputs/expansion_nigerian_oil_2026_10_06/validation/native_inputs/REXER-T2-PB-OFFSHORE-C6.csv", "output_dir": "analyses/archive-expanded/fits/S22-P064" }, "options": { "output_dir": "analyses/archive-expanded/fits/S22-P064", "regression_results": "analyses/archive-expanded/baselines/S22-P064.json", "display_window": [ -10, 10 ], "timeout_seconds": 3600 }, "source": { "file": "REXER-T2-PB-OFFSHORE-C6.csv", "bytes": 136411, "sha256": "b94f5c1e2bd21f9a6db1bf06e33539661bc805daafde769fded8f5a60ce34f37" }, "regressions": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 887, "source_sd": 11.625788914553887, "rows": 799, "units": 78, "clusters": 78, "treated_units": 4, "never_treated_units": 74, "treated_cohorts": 4, "latest_cohort_control_index": null, "unique_unit_period_cells": 799, "unsupported_prediction_rows_removed": 0, "initially_treated_units_removed": 10, "post_adoption_untreated_rows_removed": 0, "units_without_minus_one_removed": 0, "additional_rows_removed": 4, "rows_without_never_control_time_fe_removed": 0 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.4225868461420414, "se": 0.15998925084723942, "pvalue": 0.009996012299147055, "lower": 0.1040075471775811, "upper": 0.7411661451065017 }, { "method": "Dynamic TWFE", "estimate": 0.7342104510713576, "se": 0.3989028590728659, "pvalue": 0.06953652649021569, "lower": -0.06010662039047987, "upper": 1.5285275225331951 }, { "method": "BJS / did2s", "estimate": 0.45739378920032453, "se": 0.16738139184092737, "pvalue": 0.00778917861463225, "lower": 0.12409485699085243, "upper": 0.7906927214097966 }, { "method": "Sun\u2013Abraham", "estimate": 1.0743855666103255, "se": 0.4275343425918645, "pvalue": 0.014061328080349302, "lower": 0.22305592774479188, "upper": 1.925715205475859 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -9, "estimate": 0.7628648270160596, "se": 0.3529540337012664, "pvalue": 0.033774325496941336, "lower": 0.060043556038352985, "upper": 1.4656860979937663 }, { "event_time": -8, "estimate": 0.386225927007903, "se": 0.3315756787295425, "pvalue": 0.2476879925825174, "lower": -0.2740256006661855, "upper": 1.0464774546819915 }, { "event_time": -7, "estimate": -0.4238603422126965, "se": 0.6110346138510309, "pvalue": 0.4899724773003089, "lower": -1.640585702778006, "upper": 0.7928650183526129 }, { "event_time": -6, "estimate": -0.04386545055793905, "se": 0.44539994674500355, "pvalue": 0.9218026930389396, "lower": -0.9307700522196797, "upper": 0.8430391511038017 }, { "event_time": -5, "estimate": 0.31204622411054184, "se": 0.42440114898389075, "pvalue": 0.4644133263501921, "lower": -0.5330444292115113, "upper": 1.157136877432595 }, { "event_time": -4, "estimate": 0.3786685352159036, "se": 0.3628611352493887, "pvalue": 0.29995279253760915, "lower": -0.3438802952650607, "upper": 1.101217365696868 }, { "event_time": -3, "estimate": 0.728277768056749, "se": 0.5454395211883877, "pvalue": 0.18574076235985704, "lower": -0.3578310759281639, "upper": 1.814386612041662 }, { "event_time": -2, "estimate": 0.4681403040014862, "se": 0.35415527706956257, "pvalue": 0.19013166488125427, "lower": -0.2370729481132714, "upper": 1.1733535561162438 }, { "event_time": 0, "estimate": 0.3566239122311556, "se": 0.22442579405693772, "pvalue": 0.11614690462864724, "lower": -0.09026493662325002, "upper": 0.8035127610855612 }, { "event_time": 1, "estimate": 0.6195842381977504, "se": 0.36614224042482457, "pvalue": 0.09465185911730897, "lower": -0.10949810738553212, "upper": 1.348666583781033 }, { "event_time": 2, "estimate": 0.5839551207577451, "se": 0.43297323246393976, "pvalue": 0.18138368049362721, "lower": -0.27820473147159175, "upper": 1.4461149729870821 }, { "event_time": 3, "estimate": 0.690967130480865, "se": 0.5066828362325421, "pvalue": 0.17663324302095224, "lower": -0.31796729423503745, "upper": 1.6999015551967673 }, { "event_time": 4, "estimate": 0.9690602953627301, "se": 0.5519491357190115, "pvalue": 0.08311542561575362, "lower": -0.13001084716857148, "upper": 2.0681314378940314 }, { "event_time": 5, "estimate": 1.5364598257760416, "se": 0.5460893723909337, "pvalue": 0.006215364747829739, "lower": 0.44905696272771056, "upper": 2.6238626888243726 }, { "event_time": 6, "estimate": 1.37907955724697, "se": 0.5409645398667793, "pvalue": 0.012781767254522285, "lower": 0.3018815394879908, "upper": 2.4562775750059496 }, { "event_time": 7, "estimate": 1.3667392411758694, "se": 0.5255067107246475, "pvalue": 0.011146994612471433, "lower": 0.3203216936393227, "upper": 2.413156788712416 } ], "BJS / did2s": [ { "event_time": -9, "estimate": 0.5115894677363779, "se": 0.12441454379588385, "pvalue": 9.730615622510663e-05, "lower": 0.26384846055258354, "upper": 0.7593304749201724 }, { "event_time": -8, "estimate": 0.14067925042815402, "se": 0.08551994364425584, "pvalue": 0.10404897328629376, "lower": -0.02961271324683737, "upper": 0.31097121410314543 }, { "event_time": -7, "estimate": -0.6083432009051536, "se": 0.4412174427952633, "pvalue": 0.17195399323035254, "lower": -1.4869193731932446, "upper": 0.27023297138293756 }, { "event_time": -6, "estimate": -0.27908600373009834, "se": 0.20983155646412122, "pvalue": 0.18742881378199683, "lower": -0.6969140128304657, "upper": 0.13874200537026904 }, { "event_time": -5, "estimate": 0.04605441818571144, "se": 0.14488710349987835, "pvalue": 0.7514484130244525, "lower": -0.24245266349351313, "upper": 0.334561499864936 }, { "event_time": -4, "estimate": 0.11336837009784693, "se": 0.11294406525004977, "pvalue": 0.31863983811791546, "lower": -0.11153199626434716, "upper": 0.338268736460041 }, { "event_time": -3, "estimate": 0.39681938636847075, "se": 0.20057594262152434, "pvalue": 0.05146039377103399, "lower": -0.002578340985808003, "upper": 0.7962171137227495 }, { "event_time": -2, "estimate": 0.1896738112654824, "se": 0.086596312299333, "pvalue": 0.031527318294697605, "lower": 0.017238523775010367, "upper": 0.36210909875595443 }, { "event_time": -1, "estimate": -0.23893386955149873, "se": 0.2249597243672093, "pvalue": 0.2915018116282877, "lower": -0.6868859094830637, "upper": 0.20901817038006623 }, { "event_time": 0, "estimate": 0.05922008914716145, "se": 0.18465185604620674, "pvalue": 0.7492973453172989, "lower": -0.30846873082147097, "upper": 0.4269089091157938 }, { "event_time": 1, "estimate": 0.3493473424691307, "se": 0.1351666674366799, "pvalue": 0.011640631744135215, "lower": 0.08019612182584179, "upper": 0.6184985631124196 }, { "event_time": 2, "estimate": 0.29350999365221697, "se": 0.17780957436132994, "pvalue": 0.10287346731974509, "lower": -0.06055410283691909, "upper": 0.647574090141353 }, { "event_time": 3, "estimate": 0.38520251841635855, "se": 0.2522420494517528, "pvalue": 0.1308300224909998, "lower": -0.11707557125621848, "upper": 0.8874806080889356 }, { "event_time": 4, "estimate": 0.6401746419879383, "se": 0.3953770046007621, "pvalue": 0.1095039763008096, "lower": -0.14712155625882273, "upper": 1.4274708402346992 }, { "event_time": 5, "estimate": 1.3472076816590959, "se": 0.45582656592081544, "pvalue": 0.004140509920231032, "lower": 0.43954102873447887, "upper": 2.254874334583713 }, { "event_time": 6, "estimate": 1.2004399134381927, "se": 0.4485747487050211, "pvalue": 0.009095936148154278, "lower": 0.30721347341907934, "upper": 2.093666353457306 }, { "event_time": 7, "estimate": 1.1920778530621066, "se": 0.4272914923771158, "pvalue": 0.006643455161965746, "lower": 0.34123179075411236, "upper": 2.0429239153701007 } ], "Sun\u2013Abraham": [ { "event_time": -9, "estimate": 0.396306487864507, "se": 0.10035713000484954, "pvalue": 0.0001724234353583995, "lower": 0.19646991163378683, "upper": 0.5961430640952272 }, { "event_time": -8, "estimate": -0.005040635109750046, "se": 0.1201645090993978, "pvalue": 0.9666489052336051, "lower": -0.24431874202361345, "upper": 0.23423747180411333 }, { "event_time": -7, "estimate": -0.7936898097955051, "se": 0.3107760949438871, "pvalue": 0.012627473532867434, "lower": -1.412524074834158, "upper": -0.17485554475685205 }, { "event_time": -6, "estimate": -0.4084529506727734, "se": 0.19491766137924127, "pvalue": 0.03941183534604737, "lower": -0.7965836006330123, "upper": -0.020322300712534436 }, { "event_time": -5, "estimate": -0.029484759396000065, "se": 0.22521470970355537, "pvalue": 0.8961812712200722, "lower": -0.47794453999932374, "upper": 0.41897502120732366 }, { "event_time": -4, "estimate": 0.004526883282220444, "se": 0.11170898649465924, "pvalue": 0.9677803480530761, "lower": -0.21791412707965144, "upper": 0.22696789364409234 }, { "event_time": -3, "estimate": 0.9387859292061443, "se": 0.3476347190650609, "pvalue": 0.008509699435322213, "lower": 0.24655676687823558, "upper": 1.631015091534053 }, { "event_time": -2, "estimate": 0.6669713541414419, "se": 0.2722991400864078, "pvalue": 0.01658114851506143, "lower": 0.12475449458390486, "upper": 1.209188213698979 }, { "event_time": 0, "estimate": 0.3843099690961624, "se": 0.2023847439919809, "pvalue": 0.06132264006493371, "lower": -0.018689541937422505, "upper": 0.7873094801297473 }, { "event_time": 1, "estimate": 0.6812406764027314, "se": 0.24841897906530372, "pvalue": 0.007583806761138232, "lower": 0.1865752924410503, "upper": 1.1759060603644125 }, { "event_time": 2, "estimate": 0.7883192226909008, "se": 0.3743082873955669, "pvalue": 0.038456912422798264, "lower": 0.04297620018417958, "upper": 1.533662245197622 }, { "event_time": 3, "estimate": 0.8859509103744755, "se": 0.3191775273968353, "pvalue": 0.006910860890561033, "lower": 0.2503872560363306, "upper": 1.5215145647126205 }, { "event_time": 4, "estimate": 1.414039569099958, "se": 0.52369015269799, "pvalue": 0.00851786497060023, "lower": 0.3712392507184712, "upper": 2.456839887481445 }, { "event_time": 5, "estimate": 2.869043174575582, "se": 1.1182681259927705, "pvalue": 0.012241897498253721, "lower": 0.6422868534697459, "upper": 5.095799495681418 }, { "event_time": 6, "estimate": 2.719776266002536, "se": 1.1139722691332095, "pvalue": 0.01692078379919392, "lower": 0.5015740887502602, "upper": 4.937978443254812 }, { "event_time": 7, "estimate": 2.7114142056264474, "se": 1.0887908573694935, "pvalue": 0.014917862213346402, "lower": 0.5433546252307555, "upper": 4.879473786022139 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0 ], "weights": [ 0.21052631578947367, 0.21052631578947367, 0.15789473684210525, 0.15789473684210525, 0.10526315789473684, 0.05263157894736842, 0.05263157894736842, 0.05263157894736842 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 3.959499395023158e-11, "package_aggregate_vs_estimable_cell_weights": null, "saturated_vs_deviations_relative_rss_difference": 3.001831323836239e-15 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 0.533128277700068, "df_num": 8, "df_den": 636, "pvalue": 0.8319015184116749, "log10_pvalue": -0.0799280830144006, "inference": "Homoskedastic nested-model F", "observations": 799, "design_columns": 75, "restricted_design_columns": 67, "fixed_effect_rank": 88, "covariance_rank": 8, "rss_unrestricted": 321.91619594361015, "rss_restricted": 324.0749711273482, "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.-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": [ [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ 7.260026033320295e-11, 7.089298991263558e-11, 1.4349325115768036e-10, 1.417859782907081e-10, 1.3236351410183164e-10, 1.1931279201806186e-10 ], [ -0.013368983957219258, 0.0013368983957219248, -0.012032085561497324, 0.00267379679144385, 0.0026737967914438497, 0.00267379679144385 ] ] }, "formula": "y~i(rel_time,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_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+time_fe", "restriction_names": [ "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_10" ], "deviations": [ { "event_time": 0.0, "cohort": 7, "estimate": -0.9643399839509998 }, { "event_time": 1.0, "cohort": 7, "estimate": -2.051504615514582 }, { "event_time": 2.0, "cohort": 7, "estimate": -1.8338003324846466 }, { "event_time": 3.0, "cohort": 7, "estimate": -2.2986508828346577 }, { "event_time": 4.0, "cohort": 7, "estimate": -2.462580969273514 }, { "event_time": -7.0, "cohort": 8, "estimate": 1.2636265889077691 }, { "event_time": -6.0, "cohort": 8, "estimate": 0.6727273496563192 }, { "event_time": -5.0, "cohort": 8, "estimate": 0.2713069643861071 }, { "event_time": -4.0, "cohort": 8, "estimate": -0.18485165012254431 }, { "event_time": -3.0, "cohort": 8, "estimate": -2.8358400757348976 }, { "event_time": -2.0, "cohort": 8, "estimate": -1.8559252766458638 }, { "event_time": 0.0, "cohort": 8, "estimate": -0.9706742023888044 }, { "event_time": 1.0, "cohort": 8, "estimate": -1.821286808633185 }, { "event_time": 2.0, "cohort": 8, "estimate": -1.9706651914694993 }, { "event_time": 3.0, "cohort": 8, "estimate": -2.48059127762152 }, { "event_time": -3.0, "cohort": 10, "estimate": -2.4189452257084176 }, { "event_time": -2.0, "cohort": 10, "estimate": -1.723262963374518 }, { "event_time": 0.0, "cohort": 10, "estimate": -0.8022618718714692 }, { "event_time": 1.0, "cohort": 10, "estimate": -1.8557465096013197 } ] } } }, "alternative_models": { "y__d": [ { "method": "CS-DID", "status": "unidentified", "reason": "UnidentifiedTarget: CS-DID cannot estimate 19 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)": 0.4225868461420414, "SE": 0.15998925084723942, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.7342104510713576, "SE": 0.3989028590728659, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.45739378920032453, "SE": 0.16738139184092737, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 1.0743855666103255, "SE": 0.4275343425918645, "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 19 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)": 0.4225868461420414, "SE": 0.15998925084723942, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": 0.1040075471775811, "upper": 0.7411661451065017, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.7342104510713576, "SE": 0.3989028590728659, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.06010662039047987, "upper": 1.5285275225331951, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.45739378920032453, "SE": 0.16738139184092737, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.12409485699085243, "upper": 0.7906927214097966, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 1.0743855666103255, "SE": 0.4275343425918645, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.22305592774479188, "upper": 1.925715205475859, "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 19 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": 1791581246.345803, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.4225868461420414, "SE": 0.15998925084723942, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": 0.1040075471775811, "upper": 0.7411661451065017, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": 0.7342104510713576, "SE": 0.3989028590728659, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.06010662039047987, "upper": 1.5285275225331951, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.45739378920032453, "SE": 0.16738139184092737, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.12409485699085243, "upper": 0.7906927214097966, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": 1.0743855666103255, "SE": 0.4275343425918645, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": 0.22305592774479188, "upper": 1.925715205475859, "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 19 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" } ] }