{ "study_id": 1, "specification_id": "S01-P023", "source_specification_id": "CI-T3-B03-ORIG", "role": "active_comparison", "published_source_location": "Table 3, panel B, row 3 (\"Bribes are not necessary: police\"), accepted-manuscript p. 46", "outcome_label": "Bribes are not necessary: police [Table 3 original scale]", "outcome_variable": "", "treatment_label": "New Curriculum indicator (newcurr)", "unit_fixed_effects": "Province", "time_fixed_effects": "High-school entry cohort", "allowed_adjustments": "", "published_weights": "", "published_clustering": "Province x high-school-entry cohort (proXcoh)", "panel_structure": "Student repeated cross-section; treatment assigned at province x high-school-entry-cohort", "design": "repeated_cross_section", "descriptive_metadata_status": "recorded_source_fields", "title": "Curriculum and Ideology", "status": "ready", "reason": "", "config": "analyses/full-archive/configs/S01-P023.json", "input_bytes": 190428, "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": [], "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": "Bribes are not necessary: police [Table 3 original scale]", "d": "New Curriculum indicator (newcurr)" }, "allow_repeated_cells": true, "time_fe": null, "unit_fe": null, "frequency_weights": false, "source_sd": null, "latest_cohort_control": true, "slug": "s01-p023", "study_id": 1, "study": "Curriculum and Ideology", "citation": "Cantoni et al. (2017), JPE. https://doi.org/10.1086/690951", "description": "Bribes are not necessary: police [Table 3 original scale]", "source_specification_id": "CI-T3-B03-ORIG", "specification_id": "S01-P023", "data": "repl-archives/twfe-microdata-replication-private/outputs/published_clustering_2026_10_08/curriculum/prepared_rows/CI-T3-B03-ORIG.csv", "output_dir": "analyses/full-archive/results/S01-P023" }, "source": { "file": "CI-T3-B03-ORIG.csv", "bytes": 190428, "sha256": "6d645bfad9adbf508383eaab52d58650984a5a769f2c1a6617c6daaa69b6aa9f" }, "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": 1734, "source_sd": 1.0157125484622274, "rows": 1091, "units": 19, "clusters": 19, "treated_units": 13, "never_treated_units": 6, "treated_cohorts": 3, "latest_cohort_control_index": null, "unique_unit_period_cells": 76, "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": 0 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.07176181127411996, "se": 0.08578517243408915, "pvalue": 0.41382538693289317, "lower": -0.1084661482185359, "upper": 0.2519897707667758 }, { "method": "Dynamic TWFE", "estimate": -0.07694147948097135, "se": 0.08611603611531418, "pvalue": 0.3833998209868106, "lower": -0.25786455777382816, "upper": 0.10398159881188546 }, { "method": "BJS / did2s", "estimate": 0.022768454018900472, "se": 0.08533925959031581, "pvalue": 0.792656259875389, "lower": -0.1565226773522454, "upper": 0.20205958539004637 }, { "method": "Sun\u2013Abraham", "estimate": -0.07239225849517301, "se": 0.07291212747652069, "pvalue": 0.33393377531482193, "lower": -0.2255749541114595, "upper": 0.08079043712111349 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -3, "estimate": 0.32004203100107237, "se": 0.24050081226992523, "pvalue": 0.19989005568780796, "lower": -0.1852314261926859, "upper": 0.8253154881948306 }, { "event_time": -2, "estimate": -0.0626392164895391, "se": 0.10973402766253175, "pvalue": 0.5751744521276262, "lower": -0.2931818537701718, "upper": 0.16790342079109363 }, { "event_time": 0, "estimate": -0.007321389276774209, "se": 0.08133244545949453, "pvalue": 0.9292669685011783, "lower": -0.1781945165293284, "upper": 0.16355173797578001 }, { "event_time": 1, "estimate": -0.07665549463645753, "se": 0.10315985911801459, "pvalue": 0.467024739358525, "lower": -0.2933863163256548, "upper": 0.14007532705273973 }, { "event_time": 2, "estimate": -0.25722068343593013, "se": 0.12220652319450213, "pvalue": 0.04962107572429527, "lower": -0.5139670614764873, "upper": -0.0004743053953729648 } ], "BJS / did2s": [ { "event_time": -3, "estimate": 0.13249251395008574, "se": 0.08977337004726853, "pvalue": 0.1572622172861952, "lower": -0.05611433780893538, "upper": 0.32109936570910685 }, { "event_time": -2, "estimate": -0.07326794086561257, "se": 0.05135951577127702, "pvalue": 0.17081945512273325, "lower": -0.18117027952559567, "upper": 0.034634397794370525 }, { "event_time": -1, "estimate": 0.01157305469800795, "se": 0.02250113751502183, "pvalue": 0.613277037962763, "lower": -0.03570008103779588, "upper": 0.05884619043381178 }, { "event_time": 0, "estimate": 0.07165245875161168, "se": 0.08700200005441962, "pvalue": 0.42096100803859504, "lower": -0.1111319607077705, "upper": 0.25443687821099387 }, { "event_time": 1, "estimate": 0.02178006554359611, "se": 0.11970593615829157, "pvalue": 0.8576581040782421, "lower": -0.2297127740790453, "upper": 0.27327290516623753 }, { "event_time": 2, "estimate": -0.10154608223103852, "se": 0.1373154031735863, "pvalue": 0.4691329185028837, "lower": -0.39003503922301014, "upper": 0.18694287476093313 } ], "Sun\u2013Abraham": [ { "event_time": -3, "estimate": 0.23341815518392153, "se": 0.30159919082116193, "pvalue": 0.44901553450682347, "lower": -0.4002182321311203, "upper": 0.8670545424989633 }, { "event_time": -2, "estimate": 0.05607015188750267, "se": 0.11254441523385021, "pvalue": 0.6243722605387372, "lower": -0.1803768905833325, "upper": 0.29251719435833784 }, { "event_time": 0, "estimate": -0.027275071412619645, "se": 0.07086388959396837, "pvalue": 0.704826112586812, "lower": -0.17615457891779535, "upper": 0.12160443609255606 }, { "event_time": 1, "estimate": -0.011588135535567964, "se": 0.09475714240241248, "pvalue": 0.9040219944579999, "lower": -0.21066550447905497, "upper": 0.18748923340791906 }, { "event_time": 2, "estimate": -0.3048924556924397, "se": 0.12372410208923001, "pvalue": 0.024022886963651374, "lower": -0.5648271486807354, "upper": -0.04495776270414409 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0 ], "weights": [ 0.47026022304832715, 0.3475836431226766, 0.1821561338289963 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17, "package_aggregate_vs_estimable_cell_weights": 0.0, "saturated_vs_deviations_relative_rss_difference": 1.12053712587946e-16 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 1.7329938325845409, "df_num": 1, "df_den": 1060, "pvalue": 0.1883135791121969, "log10_pvalue": -0.7251183622941922, "inference": "Homoskedastic nested-model F", "observations": 1091, "design_columns": 9, "restricted_design_columns": 8, "fixed_effect_rank": 22, "covariance_rank": 1, "rss_unrestricted": 1014.5744848247509, "rss_restricted": 1016.2332124897499, "test_horizon": null, "reference_cohort": 2, "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.-3.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-2.0]", "C(rel_time, contr.treatment(base=-1.0))[T.0.0]", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-2.0]:cohort_dummy_3" ], "data": [ [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_3,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_3" ], "deviations": [ { "event_time": -2.0, "cohort": 3, "estimate": 0.8727866946136137 }, { "event_time": 0.0, "cohort": 3, "estimate": 0.31279145592335766 }, { "event_time": 1.0, "cohort": 3, "estimate": 0.486943143171623 }, { "event_time": 0.0, "cohort": 4, "estimate": -0.12145973369836202 } ] } } }, "code_sha256": { "replication_engine.py": "aa5b4502ce913299533b0c0035000b0770df1c69af7de25b04aa0c8532a3ddca", "reference_f_test.py": "9cf8f31eeda89784ac1750ea22c35401ae46e24e06279acf938d2d103b78cccf", "sparse_did2s.py": "75169d7fbba6e1bad163e564ac9b5b1262a04033eda925dc379dc3eef64c59fa", "frequency.py": "8f922ae4be2b63ad9b89515d8e665cda4e11a354258b54ef3b820648243642eb" } }, "comparison": { "schema": "expensive-replication-v1", "config": { "outcomes": [ "y" ], "treatments": [ "d" ], "unit": "unit", "time": "time", "cluster": "cluster", "covariates": [], "baseline_by_time": [], "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": "Bribes are not necessary: police [Table 3 original scale]", "d": "New Curriculum indicator (newcurr)" }, "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": "s01-p023", "study_id": 1, "study": "Curriculum and Ideology", "citation": "Cantoni et al. (2017), JPE. https://doi.org/10.1086/690951", "description": "Bribes are not necessary: police [Table 3 original scale]", "source_specification_id": "CI-T3-B03-ORIG", "specification_id": "S01-P023", "data": "repl-archives/twfe-microdata-replication-private/outputs/published_clustering_2026_10_08/curriculum/prepared_rows/CI-T3-B03-ORIG.csv", "output_dir": "analyses/archive-expanded/fits/S01-P023" }, "options": { "output_dir": "analyses/archive-expanded/fits/S01-P023", "regression_results": "analyses/archive-expanded/baselines/S01-P023.json", "display_window": [ -10, 10 ], "timeout_seconds": 3600 }, "source": { "file": "CI-T3-B03-ORIG.csv", "bytes": 190428, "sha256": "6d645bfad9adbf508383eaab52d58650984a5a769f2c1a6617c6daaa69b6aa9f" }, "regressions": { "y__d": { "sample": { "outcome": "y", "treatment": "d", "source_rows": 1734, "source_sd": 1.0157125484622274, "rows": 1091, "units": 19, "clusters": 19, "treated_units": 13, "never_treated_units": 6, "treated_cohorts": 3, "latest_cohort_control_index": null, "unique_unit_period_cells": 76, "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": 0, "rows_without_never_control_time_fe_removed": 0 }, "estimates": [ { "method": "Static TWFE", "estimate": 0.07176181127411996, "se": 0.08578517243408915, "pvalue": 0.41382538693289317, "lower": -0.1084661482185359, "upper": 0.2519897707667758 }, { "method": "Dynamic TWFE", "estimate": -0.07694147948097135, "se": 0.08611603611531418, "pvalue": 0.3833998209868106, "lower": -0.25786455777382816, "upper": 0.10398159881188546 }, { "method": "BJS / did2s", "estimate": 0.022768454018900472, "se": 0.08533925959031581, "pvalue": 0.792656259875389, "lower": -0.1565226773522454, "upper": 0.20205958539004637 }, { "method": "Sun\u2013Abraham", "estimate": -0.07239225849517301, "se": 0.07291212747652069, "pvalue": 0.33393377531482193, "lower": -0.2255749541114595, "upper": 0.08079043712111349 } ], "event_studies": { "Dynamic TWFE": [ { "event_time": -3, "estimate": 0.32004203100107237, "se": 0.24050081226992523, "pvalue": 0.19989005568780796, "lower": -0.1852314261926859, "upper": 0.8253154881948306 }, { "event_time": -2, "estimate": -0.0626392164895391, "se": 0.10973402766253175, "pvalue": 0.5751744521276262, "lower": -0.2931818537701718, "upper": 0.16790342079109363 }, { "event_time": 0, "estimate": -0.007321389276774209, "se": 0.08133244545949453, "pvalue": 0.9292669685011783, "lower": -0.1781945165293284, "upper": 0.16355173797578001 }, { "event_time": 1, "estimate": -0.07665549463645753, "se": 0.10315985911801459, "pvalue": 0.467024739358525, "lower": -0.2933863163256548, "upper": 0.14007532705273973 }, { "event_time": 2, "estimate": -0.25722068343593013, "se": 0.12220652319450213, "pvalue": 0.04962107572429527, "lower": -0.5139670614764873, "upper": -0.0004743053953729648 } ], "BJS / did2s": [ { "event_time": -3, "estimate": 0.13249251395008574, "se": 0.08977337004726853, "pvalue": 0.1572622172861952, "lower": -0.05611433780893538, "upper": 0.32109936570910685 }, { "event_time": -2, "estimate": -0.07326794086561257, "se": 0.05135951577127702, "pvalue": 0.17081945512273325, "lower": -0.18117027952559567, "upper": 0.034634397794370525 }, { "event_time": -1, "estimate": 0.01157305469800795, "se": 0.02250113751502183, "pvalue": 0.613277037962763, "lower": -0.03570008103779588, "upper": 0.05884619043381178 }, { "event_time": 0, "estimate": 0.07165245875161168, "se": 0.08700200005441962, "pvalue": 0.42096100803859504, "lower": -0.1111319607077705, "upper": 0.25443687821099387 }, { "event_time": 1, "estimate": 0.02178006554359611, "se": 0.11970593615829157, "pvalue": 0.8576581040782421, "lower": -0.2297127740790453, "upper": 0.27327290516623753 }, { "event_time": 2, "estimate": -0.10154608223103852, "se": 0.1373154031735863, "pvalue": 0.4691329185028837, "lower": -0.39003503922301014, "upper": 0.18694287476093313 } ], "Sun\u2013Abraham": [ { "event_time": -3, "estimate": 0.23341815518392153, "se": 0.30159919082116193, "pvalue": 0.44901553450682347, "lower": -0.4002182321311203, "upper": 0.8670545424989633 }, { "event_time": -2, "estimate": 0.05607015188750267, "se": 0.11254441523385021, "pvalue": 0.6243722605387372, "lower": -0.1803768905833325, "upper": 0.29251719435833784 }, { "event_time": 0, "estimate": -0.027275071412619645, "se": 0.07086388959396837, "pvalue": 0.704826112586812, "lower": -0.17615457891779535, "upper": 0.12160443609255606 }, { "event_time": 1, "estimate": -0.011588135535567964, "se": 0.09475714240241248, "pvalue": 0.9040219944579999, "lower": -0.21066550447905497, "upper": 0.18748923340791906 }, { "event_time": 2, "estimate": -0.3048924556924397, "se": 0.12372410208923001, "pvalue": 0.024022886963651374, "lower": -0.5648271486807354, "upper": -0.04495776270414409 } ] }, "target": { "event_times": [ 0.0, 1.0, 2.0 ], "weights": [ 0.47026022304832715, 0.3475836431226766, 0.1821561338289963 ], "weighting": "observations" }, "checks": { "did2s_vs_direct_imputation_max_post_difference": 1.3877787807814457e-17, "package_aggregate_vs_estimable_cell_weights": 0.0, "saturated_vs_deviations_relative_rss_difference": 1.12053712587946e-16 }, "inference": { "standard_errors": "Cluster-robust; did2s uses two-stage covariance", "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom" }, "f_test": { "F": 1.7329938325845409, "df_num": 1, "df_den": 1060, "pvalue": 0.1883135791121969, "log10_pvalue": -0.7251183622941922, "inference": "Homoskedastic nested-model F", "observations": 1091, "design_columns": 9, "restricted_design_columns": 8, "fixed_effect_rank": 22, "covariance_rank": 1, "rss_unrestricted": 1014.5744848247509, "rss_restricted": 1016.2332124897499, "test_horizon": null, "reference_cohort": 2, "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.-3.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-2.0]", "C(rel_time, contr.treatment(base=-1.0))[T.0.0]", "C(rel_time, contr.treatment(base=-1.0))[T.1.0]", "C(rel_time, contr.treatment(base=-1.0))[T.2.0]", "C(rel_time, contr.treatment(base=-1.0))[T.-2.0]:cohort_dummy_3" ], "data": [ [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ], [ -0.14425222279883212, -0.1656208725586099, -0.019728174320834506, -0.09562248341806762, -0.15178610202661952, -0.21739408050877965 ] ] }, "formula": "y~i(rel_time,ref=-1.0)+i(rel_time,cohort_dummy_3,ref=-1.0)+i(rel_time,cohort_dummy_4,ref=-1.0)|unit_fe+time_fe", "restriction_names": [ "C(rel_time, contr.treatment(base=-1.0))[T.1.0]:cohort_dummy_3" ], "deviations": [ { "event_time": -2.0, "cohort": 3, "estimate": 0.8727866946136137 }, { "event_time": 0.0, "cohort": 3, "estimate": 0.31279145592335766 }, { "event_time": 1.0, "cohort": 3, "estimate": 0.486943143171623 }, { "event_time": 0.0, "cohort": 4, "estimate": -0.12145973369836202 } ] } } }, "alternative_models": { "y__d": [ { "method": "CS-DID", "class": "csdid.att_gt.ATTgt", "package": { "csdid": "0.4.2", "drdid": "1.1.6" }, "parameters": { "est_method": "dr", "covariate_basis": "intercept", "control_group": "notyettreated", "xformla": "y ~ 1", "panel": false, "effective_panel": false, "allow_unbalanced_panel": true, "weights_name": "weight", "fix_weights": null, "base_period": "universal", "clustervar": "cluster", "aggregate": "dynamic", "faster_mode": true }, "data_structure": "repeated cross-section", "aggregations": { "summaries": [ { "typec": "dynamic", "aggregation": "Native CS-DID dynamic", "matches_treated_unit_year_target": false, "estimate": -0.03634777651679383, "se": 0.0740828859356351, "lower": -0.18154756482142753, "upper": 0.10885201178783988 }, { "typec": "simple", "aggregation": "Native CS-DID simple", "matches_treated_unit_year_target": false, "estimate": 0.0013704951665968479, "se": 0.07770174586382322, "lower": -0.15092212826238077, "upper": 0.15366311859557447 }, { "typec": "group", "aggregation": "Native CS-DID group", "matches_treated_unit_year_target": false, "estimate": -0.032928438276550134, "se": 0.09534827238707529, "lower": -0.2198076181433326, "upper": 0.15395074159023237 }, { "typec": "treated_cells", "aggregation": "Observed treated observations, configured weights", "matches_treated_unit_year_target": true, "weight_sum": 538.0, "post_cells": 6, "estimate": -0.012062155862563895, "se": 0.08032923035403038, "lower": -0.16950455426228514, "upper": 0.14538024253715734 } ], "same_group_time_effects": true, "additional_covariates": [] }, "estimate": -0.03634777651679383, "se": 0.0740828859356351, "lower": -0.18154756482142753, "upper": 0.10885201178783988, "event_study": [ { "event_time": -3, "estimate": 0.17840762406719693, "se": 0.29633835558939803, "lower": -0.4024048801258471, "upper": 0.7592201282602409, "relative_to_minus_one": 0.17840762406719693, "n": 0.0 }, { "event_time": -2, "estimate": -0.2498481827324095, "se": 0.19420504535434102, "lower": -0.6304830772428857, "upper": 0.13078671177806667, "relative_to_minus_one": -0.2498481827324095, "n": 0.0 }, { "event_time": -1, "estimate": 0.0, "se": null, "lower": null, "upper": null, "relative_to_minus_one": 0.0, "n": 0.0 }, { "event_time": 0, "estimate": 0.044197757875790805, "se": 0.1174058876489635, "lower": -0.1859135534891336, "upper": 0.2743090692407152, "relative_to_minus_one": 0.044197757875790805, "n": 253.0 }, { "event_time": 1, "estimate": 0.08679898946842599, "se": 0.1310655696816352, "lower": -0.17008480672080387, "upper": 0.34368278565765586, "relative_to_minus_one": 0.08679898946842599, "n": 187.0 }, { "event_time": 2, "estimate": -0.24004007689459828, "se": 0.09454475036043059, "lower": -0.4253443825283725, "upper": -0.054735771260824045, "relative_to_minus_one": -0.24004007689459828, "n": 98.0 } ], "group_time_estimates": [ { "group": 2, "year": 1, "att": 0.0, "se": null, "event_time": -1, "mass": 0.0 }, { "group": 2, "year": 2, "att": 0.30516957329528815, "se": 0.12982394192681998, "event_time": 0, "mass": 96.0 }, { "group": 2, "year": 3, "att": -0.07415657169968137, "se": 0.1583505139106276, "event_time": 1, "mass": 114.0 }, { "group": 2, "year": 4, "att": -0.24004007689459828, "se": 0.09454475036043059, "event_time": 2, "mass": 98.0 }, { "group": 3, "year": 1, "att": -0.03679251335028805, "se": 0.192043637239488, "event_time": -2, "mass": 0.0 }, { "group": 3, "year": 2, "att": 0.0, "se": null, "event_time": -1, "mass": 0.0 }, { "group": 3, "year": 3, "att": -0.07170250260560747, "se": 0.2055836191157379, "event_time": 0, "mass": 92.0 }, { "group": 3, "year": 4, "att": 0.3124744441132199, "se": 0.19240924783733032, "event_time": 1, "mass": 73.0 }, { "group": 4, "year": 1, "att": 0.17840762406719693, "se": 0.296338355589398, "event_time": -3, "mass": 0.0 }, { "group": 4, "year": 2, "att": -0.5500152834382555, "se": 0.16767672535268255, "event_time": -2, "mass": 0.0 }, { "group": 4, "year": 3, "att": 0.0, "se": null, "event_time": -1, "mass": 0.0 }, { "group": 4, "year": 4, "att": -0.30802994402341377, "se": 0.1781336113242678, "event_time": 0, "mass": 65.0 } ], "treated_cell_att": -0.012062155862563895, "treated_cell_se": 0.08032923035403038, "checks": { "input_rows": 1091, "retained_rows": 1091, "all_observed_post_cells_estimated": true, "dynamic_cluster_se_error": 0.0 }, "target": "Equal average of nonnegative native CS-DID event-time effects", "donor_rule": "notyettreated", "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty", "warnings": [], "seconds": 0.04666054202243686, "status": "estimated" }, { "method": "SDID", "class": "SyntheticDID", "parameters": {}, "partial_pooling": { "parameter": null, "value": null, "status": "not_applicable", "fit_scope": "Separate adoption-cohort fits", "within_cohort_target": "Mean treated outcome history", "cross_cohort_partial_pooling": false, "shared_structure": null, "note": "Regularization penalties are not partial-pooling parameters." }, "estimate": -0.1876698229622562, "event_study": [ { "event_time": -3, "estimate": 0.10019867313786064, "raw_gap": 0.34834032121948216, "n": 47, "n_cells": 4, "weight_sum": 47.0, "relative_to_minus_one": 0.14410661948856904 }, { "event_time": -2, "estimate": -0.14550799072032358, "raw_gap": -0.007433168440195011, "n": 115, "n_cells": 8, "weight_sum": 115.0, "relative_to_minus_one": -0.10160004436961517 }, { "event_time": -1, "estimate": -0.0439079463507084, "raw_gap": 0.038970361626343965, "n": 190, "n_cells": 13, "weight_sum": 190.0, "relative_to_minus_one": 0.0 }, { "event_time": 0, "estimate": -0.18292655056577853, "raw_gap": -0.09199339708244623, "n": 253, "n_cells": 13, "weight_sum": 253.0, "relative_to_minus_one": -0.13901860421507012 }, { "event_time": 1, "estimate": -0.14466071907381306, "raw_gap": -0.11548074397869752, "n": 187, "n_cells": 9, "weight_sum": 187.0, "relative_to_minus_one": -0.10075277272310465 }, { "event_time": 2, "estimate": -0.28198360197702893, "raw_gap": -0.28198360197702954, "n": 98, "n_cells": 5, "weight_sum": 98.0, "relative_to_minus_one": -0.23807565562632052 } ], "package_event_study": { "event_time": [ -3.0, -2.0, -1.0, 0.0, 1.0, 2.0 ], "estimate": [ 0.24814164808162154, -0.058266252580390754, -0.040495120898720455, -0.14494161596221636, -0.13886297099326544, -0.3740608081055103 ], "n": [ 4.0, 8.0, 13.0, 13.0, 9.0, 5.0 ] }, "sdid_pre_gap_correction": [ { "cohort": 1, "pre_gap": -6.217248937900876e-16 }, { "cohort": 2, "pre_gap": 0.07474870332584488 }, { "cohort": 3, "pre_gap": 0.24814164808162154 } ], "diagnostics": { "converged": true, "pre_rmse": 0.19125828191108485, "zeta_omega": [ 0.0, 0.6683116106372354, 0.6797861446363673 ], "zeta_lambda": [ 0.0, 3.973804612043643e-07, 4.806813926290345e-07 ] }, "checks": { "scalar_vs_treated_cell_average": 0.0, "native_scalar_vs_unweighted_matrix_average": 2.498001805406602e-16 }, "native_matrix_att": -0.2442543705892216, "matrix_preparation": { "source_rows": 1091, "matrix_shape": [ 19, 4 ], "observed_cells": 76, "missing_cells": 0, "repeated_cells": 76, "minimum_cell_count": 2, "maximum_cell_count": 47, "observation_mass": 1091.0, "treated_observation_mass": 538.0, "within_cell_aggregation": "Observation-weighted outcome mean", "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting", "reporting_weights": "Sum of original observation weights per treated unit-period" }, "seconds": 0.00032233307138085365, "crabbymetrics": "0.9.1", "normalization": "Original source outcome / source SD; no mean subtraction", "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights", "status": "estimated" }, { "method": "Matrix completion", "class": "MatrixCompletion", "parameters": { "lambda_fraction": 0.25, "max_iterations": 1000, "tolerance": 1e-12 }, "partial_pooling": { "parameter": null, "value": null, "status": "not_applicable", "fit_scope": "Joint untreated-cell fit", "within_cohort_target": null, "cross_cohort_partial_pooling": false, "shared_structure": "Low-rank matrix and unit/time effects", "note": "Regularization penalties are not partial-pooling parameters." }, "estimate": -0.08535589596472419, "event_study": [ { "event_time": -3, "estimate": 0.052624861259554984, "raw_gap": 0.052624861259554984, "n": 47, "n_cells": 4, "weight_sum": 47.0, "relative_to_minus_one": 0.04967038757465176 }, { "event_time": -2, "estimate": -0.015187442679038663, "raw_gap": -0.015187442679038663, "n": 115, "n_cells": 8, "weight_sum": 115.0, "relative_to_minus_one": -0.018141916363941888 }, { "event_time": -1, "estimate": 0.002954473684903226, "raw_gap": 0.002954473684903226, "n": 190, "n_cells": 13, "weight_sum": 190.0, "relative_to_minus_one": 0.0 }, { "event_time": 0, "estimate": -0.032047165217793855, "raw_gap": -0.032047165217793855, "n": 253, "n_cells": 13, "weight_sum": 253.0, "relative_to_minus_one": -0.03500163890269708 }, { "event_time": 1, "estimate": -0.07201592588339915, "raw_gap": -0.07201592588339915, "n": 187, "n_cells": 9, "weight_sum": 187.0, "relative_to_minus_one": -0.07497039956830238 }, { "event_time": 2, "estimate": -0.24843429682371576, "raw_gap": -0.24843429682371576, "n": 98, "n_cells": 5, "weight_sum": 98.0, "relative_to_minus_one": -0.25138877050861896 } ], "package_event_study": { "event_time": [ -3.0, -2.0, -1.0, 0.0, 1.0, 2.0 ], "estimate": [ 0.03863013246574987, -0.01752909202369457, -0.0010989819139119493, -0.03501928851165005, -0.06039149858871573, -0.2756389952309418 ], "n": [ 4.0, 8.0, 13.0, 13.0, 9.0, 5.0 ] }, "sdid_pre_gap_correction": [], "diagnostics": { "converged": true, "iterations": 45, "termination_reason": "Relative objective tolerance reached", "objective": 0.029902188814487474, "lambda_l": 0.013564280750944135, "singular_values": [ 1.0919717337818602, 0.4326303830405681, 0.18139080036237365, 0.0 ], "history_objective": [ 0.03040865333073371, 0.030194889457080706, 0.030075776674053145, 0.03000471191023467, 0.029962543191231757, 0.029937623744657513, 0.02992294714853532, 0.029914327387359024, 0.029909276614532153, 0.029906322690672622, 0.02990459771453803, 0.029903591594368416, 0.02990300529681593, 0.02990266387931348, 0.02990246516332942, 0.029902349545874975, 0.02990228229331578, 0.02990224317955357, 0.029902220432891792, 0.02990220720477185, 0.02990219951186273, 0.029902195037713124, 0.029902192435337968, 0.029902190921503737, 0.029902190040772755, 0.029902189528300045, 0.029902189230060293, 0.029902189056467576, 0.02990218895540928, 0.029902188896567032, 0.02990218886229925, 0.02990218884233909, 0.029902188830710552, 0.02990218882393463, 0.029902188819985492, 0.02990218881768344, 0.02990218881634121, 0.02990218881555847, 0.029902188815101906, 0.029902188814835542, 0.029902188814680118, 0.029902188814589396, 0.02990218881453643, 0.029902188814505508, 0.029902188814487474 ], "history_rmse": [ 0.08192933815707919, 0.08198707521354154, 0.0820832163077684, 0.08214200802318264, 0.08217755215073937, 0.08219879845942052, 0.08221137630409402, 0.08221876771851919, 0.08222308848745384, 0.0822256051160226, 0.08222706732970113, 0.08222791550206009, 0.08222840694440536, 0.08222869147770279, 0.08222885613165384, 0.08222895138127105, 0.08222900646939874, 0.08222903832556161, 0.08222905674585436, 0.0822290673967737, 0.08222907355534637, 0.08222907711646738, 0.08222907917574933, 0.08222908036664613, 0.08222908105540458, 0.08222908145378587, 0.08222908168423426, 0.08222908181755394, 0.08222908189469093, 0.08222908193932699, 0.08222908196515906, 0.0822290819801106, 0.08222908198876577, 0.08222908199377699, 0.08222908199667836, 0.08222908199835881, 0.08222908199933207, 0.08222908199989583, 0.08222908200022257, 0.08222908200041198, 0.0822290820005217, 0.08222908200058514, 0.08222908200062205, 0.08222908200064354, 0.08222908200065612 ] }, "checks": { "scalar_vs_treated_cell_average": 2.7755575615628914e-17, "native_scalar_vs_unweighted_matrix_average": 0.0 }, "native_matrix_att": -0.08803589681868894, "matrix_preparation": { "source_rows": 1091, "matrix_shape": [ 19, 4 ], "observed_cells": 76, "missing_cells": 0, "repeated_cells": 76, "minimum_cell_count": 2, "maximum_cell_count": 47, "observation_mass": 1091.0, "treated_observation_mass": 538.0, "within_cell_aggregation": "Observation-weighted outcome mean", "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting", "reporting_weights": "Sum of original observation weights per treated unit-period" }, "seconds": 0.0002903332933783531, "crabbymetrics": "0.9.1", "normalization": "Original source outcome / source SD; no mean subtraction", "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights", "status": "estimated" }, { "method": "Horizontal ridge", "class": "HorizontalPanelRidge", "parameters": { "penalty": 1.0 }, "partial_pooling": { "parameter": null, "value": null, "status": "not_applicable", "fit_scope": "Separate adoption-cohort fits", "within_cohort_target": "Mean treated outcome history", "cross_cohort_partial_pooling": false, "shared_structure": null, "note": "Regularization penalties are not partial-pooling parameters." }, "estimate": 0.19493219977497012, "event_study": [ { "event_time": -3, "estimate": 0.10716927135745566, "raw_gap": 0.10716927135745566, "n": 47, "n_cells": 4, "weight_sum": 47.0, "relative_to_minus_one": 0.010726262026839406 }, { "event_time": -2, "estimate": -0.04957868261067879, "raw_gap": -0.04957868261067879, "n": 115, "n_cells": 8, "weight_sum": 115.0, "relative_to_minus_one": -0.14602169194129505 }, { "event_time": -1, "estimate": 0.09644300933061625, "raw_gap": 0.09644300933061625, "n": 190, "n_cells": 13, "weight_sum": 190.0, "relative_to_minus_one": 0.0 }, { "event_time": 0, "estimate": 0.1944294042824138, "raw_gap": 0.1944294042824138, "n": 253, "n_cells": 13, "weight_sum": 253.0, "relative_to_minus_one": 0.09798639495179753 }, { "event_time": 1, "estimate": 0.21684197598495558, "raw_gap": 0.21684197598495558, "n": 187, "n_cells": 9, "weight_sum": 187.0, "relative_to_minus_one": 0.12039896665433933 }, { "event_time": 2, "estimate": 0.1544228029213935, "raw_gap": 0.1544228029213935, "n": 98, "n_cells": 5, "weight_sum": 98.0, "relative_to_minus_one": 0.057979793590777234 } ], "package_event_study": { "event_time": [ -3.0, -2.0, -1.0, 0.0, 1.0, 2.0 ], "estimate": [ 0.006970598219595003, -0.050906164293093026, 0.02918207088208947, 0.15188020437127953, 0.18898422594734457, 0.06234559679291278 ], "n": [ 4.0, 8.0, 13.0, 13.0, 9.0, 5.0 ] }, "sdid_pre_gap_correction": [], "diagnostics": { "pre_rmse": 0.06025521277225668, "penalty": 1.0 }, "checks": { "scalar_vs_treated_cell_average": 5.551115123125783e-17, "native_scalar_vs_unweighted_matrix_average": 0.0 }, "native_matrix_att": 0.1476677286784185, "matrix_preparation": { "source_rows": 1091, "matrix_shape": [ 19, 4 ], "observed_cells": 76, "missing_cells": 0, "repeated_cells": 76, "minimum_cell_count": 2, "maximum_cell_count": 47, "observation_mass": 1091.0, "treated_observation_mass": 538.0, "within_cell_aggregation": "Observation-weighted outcome mean", "fitting_weights": "Standard crabbymetrics objective on cell means; no cell-count precision weighting", "reporting_weights": "Sum of original observation weights per treated unit-period" }, "seconds": 0.000147208571434021, "crabbymetrics": "0.9.1", "normalization": "Original source outcome / source SD; no mean subtraction", "target": "All observed treated observations, using configured observation weights; cell mass equals sum of row weights", "status": "estimated" }, { "method": "Multisynth (cohort-averaged)", "status": "unsupported", "reason": "multisynth-cohort: requires one observation per unit-period; no observations collapsed." }, { "method": "Multisynth (individual)", "status": "unsupported", "reason": "multisynth-individual: requires one observation per unit-period; no observations collapsed." } ] }, "combined_table": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.07176181127411996, "SE": 0.08578517243408915, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.07694147948097135, "SE": 0.08611603611531418, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.022768454018900472, "SE": 0.08533925959031581, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.07239225849517301, "SE": 0.07291212747652069, "Aggregation": "observations", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID", "Estimate (SDs)": -0.03634777651679383, "SE": 0.0740828859356351, "Aggregation": "Equal post-event times", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (treated cells)", "Estimate (SDs)": -0.012062155862563895, "SE": 0.08032923035403038, "Aggregation": "Treated cells", "Event study": "Same CS-DID path", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": -0.1876698229622562, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": -0.08535589596472419, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": 0.19493219977497012, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "" }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (cohort-averaged)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-cohort: requires one observation per unit-period; no observations collapsed." }, { "Outcome / treatment": "y__d", "Estimator": "Multisynth (individual)", "Estimate (SDs)": null, "SE": null, "Aggregation": "Treated cells", "Event study": "No", "Status": "unsupported", "Note": "multisynth-individual: requires one observation per unit-period; no observations collapsed." } ], "adapter_sha256": { "validate_template.py": "acaff11c7459081dc8abf2f6a6eaf882aed70c073f4681e9f5ce6d63eae93e39", "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85", "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d", "runner.py": "cbb7d135d08e454e57f87bee2bba8365431617b1f8295727611cadb00414f0f4", "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae", "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f", "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604", "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b", "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540", "matrix_models.py": "1d19f99cf01acbd1dbfd9179242a52d0a0720b78b08f6fcff09ab2eb0560eccc", "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee", "bootstrap_matrix.py": "9815529a8ae1abb9440939848b5f003758a359e14d400747488c6af340bf6be4", "eligibility.py": "a7b9e165017d6ac92b40068a0a274585962dbb40b09a4101ccd1ddb072ca51dd" }, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.07176181127411996, "SE": 0.08578517243408915, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.1084661482185359, "upper": 0.2519897707667758, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.07694147948097135, "SE": 0.08611603611531418, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.25786455777382816, "upper": 0.10398159881188546, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.022768454018900472, "SE": 0.08533925959031581, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.1565226773522454, "upper": 0.20205958539004637, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.07239225849517301, "SE": 0.07291212747652069, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.2255749541114595, "upper": 0.08079043712111349, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": -0.03634777651679383, "SE": 0.0740828859356351, "Aggregation": "Equal post-event times", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.18154756482142753, "upper": 0.10885201178783988, "ci_level": 0.95, "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (treated cells)", "Estimate (SDs)": -0.012062155862563895, "SE": 0.08032923035403038, "Aggregation": "Treated cells", "Event study": "Same CS-DID path", "Status": "estimated", "Note": "", "lower": -0.16950455426228514, "upper": 0.14538024253715734, "ci_level": 0.95, "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": -0.1876698229622562, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": -0.08535589596472419, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": 0.19493219977497012, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "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: requires one observation per unit-period; no observations collapsed.", "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: requires one observation per unit-period; no observations collapsed.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ], "reporting_source": { "path": "templates/reporting/comparison_report.py", "sha256": "94e9c5116a13335ead2db81834cac48593160291aea51c30c12fe3e11e5da1ce" } }, "finished": 1791588632.663851, "scalar_ranges": [ { "Outcome / treatment": "y__d", "Estimator": "Static TWFE", "Estimate (SDs)": 0.07176181127411996, "SE": 0.08578517243408915, "Aggregation": "Coefficient", "Event study": "No", "Status": "estimated", "Note": "", "lower": -0.1084661482185359, "upper": 0.2519897707667758, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Dynamic TWFE", "Estimate (SDs)": -0.07694147948097135, "SE": 0.08611603611531418, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.25786455777382816, "upper": 0.10398159881188546, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "BJS / did2s", "Estimate (SDs)": 0.022768454018900472, "SE": 0.08533925959031581, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.1565226773522454, "upper": 0.20205958539004637, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "Sun\u2013Abraham", "Estimate (SDs)": -0.07239225849517301, "SE": 0.07291212747652069, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.2255749541114595, "upper": 0.08079043712111349, "ci_level": 0.95, "inference": "Configured-cluster regression interval" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (equal event-time)", "Estimate (SDs)": -0.03634777651679383, "SE": 0.0740828859356351, "Aggregation": "Equal post-event times", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": -0.18154756482142753, "upper": 0.10885201178783988, "ci_level": 0.95, "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty" }, { "Outcome / treatment": "y__d", "Estimator": "CS-DID (treated cells)", "Estimate (SDs)": -0.012062155862563895, "SE": 0.08032923035403038, "Aggregation": "Treated cells", "Event study": "Same CS-DID path", "Status": "estimated", "Note": "", "lower": -0.16950455426228514, "upper": 0.14538024253715734, "ci_level": 0.95, "inference": "Configured-cluster analytical influence-function intervals; observed-cell ratio includes estimated weight-share uncertainty" }, { "Outcome / treatment": "y__d", "Estimator": "SDID", "Estimate (SDs)": -0.1876698229622562, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Matrix completion", "Estimate (SDs)": -0.08535589596472419, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" }, { "Outcome / treatment": "y__d", "Estimator": "Horizontal ridge", "Estimate (SDs)": 0.19493219977497012, "SE": null, "Aggregation": "Treated cells", "Event study": "Yes", "Status": "estimated", "Note": "", "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: requires one observation per unit-period; no observations collapsed.", "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: requires one observation per unit-period; no observations collapsed.", "lower": null, "upper": null, "ci_level": null, "inference": "Not computed" } ] }