{
  "study_id": 1,
  "specification_id": "S01-P051",
  "source_specification_id": "CI-T3-I03-ORIG",
  "role": "active_comparison",
  "published_source_location": "Table 3, panel I, row 3 (\"Environment versus growth\"), accepted-manuscript p. 47",
  "outcome_label": "Environment versus growth [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-P051.json",
  "input_bytes": 187685,
  "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": "Environment versus growth [Table 3 original scale]",
        "d": "New Curriculum indicator (newcurr)"
      },
      "allow_repeated_cells": true,
      "time_fe": null,
      "unit_fe": null,
      "latest_cohort_control": true,
      "slug": "s01-p051",
      "study_id": 1,
      "study": "Curriculum and Ideology",
      "citation": "Cantoni et al. (2017), JPE. https://doi.org/10.1086/690951",
      "description": "Environment versus growth [Table 3 original scale]",
      "source_specification_id": "CI-T3-I03-ORIG",
      "specification_id": "S01-P051",
      "data": "repl-archives/twfe-microdata-replication-private/outputs/published_clustering_2026_10_08/curriculum/prepared_rows/CI-T3-I03-ORIG.csv",
      "output_dir": "analyses/full-archive/results/S01-P051"
    },
    "source": {
      "file": "CI-T3-I03-ORIG.csv",
      "bytes": 187685,
      "sha256": "5d846376e8fb945faa6d6568c261ab48ddd94579dcb6d98a3d3b22138d7334de"
    },
    "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": 1708,
          "source_sd": 0.46055714832476063,
          "rows": 1070,
          "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": -0.016524825876976464,
            "se": 0.13076992569701865,
            "pvalue": 0.9008433241057924,
            "lower": -0.29126224497452585,
            "upper": 0.25821259322057294
          },
          {
            "method": "Dynamic TWFE",
            "estimate": -0.14921413387867322,
            "se": 0.1843568051552385,
            "pvalue": 0.4288683190264719,
            "lower": -0.5365334090977365,
            "upper": 0.23810514134039001
          },
          {
            "method": "BJS / did2s",
            "estimate": -0.1465815077736981,
            "se": 0.1538743798858386,
            "pvalue": 0.3534081731431137,
            "lower": -0.46985958390427873,
            "upper": 0.17669656835688252
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.18143225297181387,
            "se": 0.20284056896460448,
            "pvalue": 0.3828818336359593,
            "lower": -0.6075844749645838,
            "upper": 0.244719969020956
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -3,
              "estimate": -0.01745698671661227,
              "se": 0.23352670104719725,
              "pvalue": 0.9412351979819931,
              "lower": -0.5080783799314489,
              "upper": 0.4731644064982244
            },
            {
              "event_time": -2,
              "estimate": -0.028783299437282875,
              "se": 0.20670032935263238,
              "pvalue": 0.8907977339096734,
              "lower": -0.46304457709930985,
              "upper": 0.40547797822474413
            },
            {
              "event_time": 0,
              "estimate": -0.056795307768626,
              "se": 0.15684356234265867,
              "pvalue": 0.7214829647081181,
              "lower": -0.3863114047642369,
              "upper": 0.2727207892269849
            },
            {
              "event_time": 1,
              "estimate": -0.131503474126459,
              "se": 0.20518505094406922,
              "pvalue": 0.5296625014747217,
              "lower": -0.5625812699828343,
              "upper": 0.29957432172991627
            },
            {
              "event_time": 2,
              "estimate": -0.4166037741969557,
              "se": 0.28583460763246976,
              "pvalue": 0.16220462056622484,
              "lower": -1.0171200012356607,
              "upper": 0.18391245284174929
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -3,
              "estimate": 0.027825067110774745,
              "se": 0.09309722458956823,
              "pvalue": 0.7684534367480282,
              "lower": -0.16776494391471908,
              "upper": 0.2234150781362686
            },
            {
              "event_time": -2,
              "estimate": -0.0036585479147457,
              "se": 0.07884099787489865,
              "pvalue": 0.9634991122314748,
              "lower": -0.16929733802471714,
              "upper": 0.16198024219522572
            },
            {
              "event_time": -1,
              "estimate": -0.004383556340787162,
              "se": 0.039307534553815256,
              "pvalue": 0.9124385592028467,
              "lower": -0.08696562203243381,
              "upper": 0.0781985093508595
            },
            {
              "event_time": 0,
              "estimate": -0.05885122682825802,
              "se": 0.13678040390013307,
              "pvalue": 0.6721133771464017,
              "lower": -0.34621619205511883,
              "upper": 0.2285137383986028
            },
            {
              "event_time": 1,
              "estimate": -0.13233664716749613,
              "se": 0.1628447182807798,
              "pvalue": 0.42703379722577056,
              "lower": -0.47446070494042913,
              "upper": 0.20978741060543685
            },
            {
              "event_time": 2,
              "estimate": -0.3954831872003618,
              "se": 0.24554158062059198,
              "pvalue": 0.12465095708523505,
              "lower": -0.9113469057217852,
              "upper": 0.12038053132106163
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -3,
              "estimate": 0.08778685830318794,
              "se": 0.3350721619221195,
              "pvalue": 0.7963008502345231,
              "lower": -0.6161736317502069,
              "upper": 0.7917473483565829
            },
            {
              "event_time": -2,
              "estimate": 0.1007731216060271,
              "se": 0.25000255164544916,
              "pvalue": 0.6916307763005053,
              "lower": -0.4244627492623955,
              "upper": 0.6260089924744497
            },
            {
              "event_time": 0,
              "estimate": -0.08419789856845236,
              "se": 0.15289951454238443,
              "pvalue": 0.5886266443589538,
              "lower": -0.4054278586127029,
              "upper": 0.23703206147579822
            },
            {
              "event_time": 1,
              "estimate": -0.12522527670198422,
              "se": 0.27300986320301657,
              "pvalue": 0.6519510561498043,
              "lower": -0.6987977155083925,
              "upper": 0.44834716210442405
            },
            {
              "event_time": 2,
              "estimate": -0.5348025046729673,
              "se": 0.30288290167325,
              "pvalue": 0.09440173968881041,
              "lower": -1.1711358684104574,
              "upper": 0.10153085906452286
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0
          ],
          "weights": [
            0.4640151515151515,
            0.3522727272727273,
            0.18371212121212122
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
          "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17,
          "saturated_vs_deviations_relative_rss_difference": 4.431290769948073e-16
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 0.5738006447515914,
          "df_num": 1,
          "df_den": 1039,
          "pvalue": 0.44892433741068394,
          "log10_pvalue": -0.3478268496737421,
          "inference": "Homoskedastic nested-model F",
          "observations": 1070,
          "design_columns": 9,
          "restricted_design_columns": 8,
          "fixed_effect_rank": 22,
          "covariance_rank": 1,
          "rss_unrestricted": 1026.2187125486084,
          "rss_restricted": 1026.7854545687399,
          "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": [
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ]
            ]
          },
          "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": 0.5178943634330441
            },
            {
              "event_time": 0.0,
              "cohort": 3,
              "estimate": 0.5271661985925695
            },
            {
              "event_time": 1.0,
              "cohort": 3,
              "estimate": 0.285797581403684
            },
            {
              "event_time": 0.0,
              "cohort": 4,
              "estimate": 0.367032395059235
            }
          ]
        }
      }
    },
    "code_sha256": {
      "replication_engine.py": "1bbe86d78c4c03fda3c933adf831c8473a0e275698cf0bbb14447878d7e54148",
      "reference_f_test.py": "b801de6e92ee3f3008618673a3087b955e8d266dbf6024e91e7e0c54d3775025",
      "sparse_did2s.py": "a348042269b0077dd2916898779f992f0b5fc2971edfee8b0118d3af715eaafb"
    }
  },
  "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": "Environment versus growth [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-p051",
      "study_id": 1,
      "study": "Curriculum and Ideology",
      "citation": "Cantoni et al. (2017), JPE. https://doi.org/10.1086/690951",
      "description": "Environment versus growth [Table 3 original scale]",
      "source_specification_id": "CI-T3-I03-ORIG",
      "specification_id": "S01-P051",
      "data": "repl-archives/twfe-microdata-replication-private/outputs/published_clustering_2026_10_08/curriculum/prepared_rows/CI-T3-I03-ORIG.csv",
      "output_dir": "analyses/archive-expanded/fits/S01-P051"
    },
    "options": {
      "output_dir": "analyses/archive-expanded/fits/S01-P051",
      "regression_results": "analyses/archive-expanded/baselines/S01-P051.json",
      "display_window": [
        -10,
        10
      ],
      "timeout_seconds": 3600
    },
    "source": {
      "file": "CI-T3-I03-ORIG.csv",
      "bytes": 187685,
      "sha256": "5d846376e8fb945faa6d6568c261ab48ddd94579dcb6d98a3d3b22138d7334de"
    },
    "regressions": {
      "y__d": {
        "sample": {
          "outcome": "y",
          "treatment": "d",
          "source_rows": 1708,
          "source_sd": 0.46055714832476063,
          "rows": 1070,
          "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": -0.016524825876976464,
            "se": 0.13076992569701865,
            "pvalue": 0.9008433241057924,
            "lower": -0.29126224497452585,
            "upper": 0.25821259322057294
          },
          {
            "method": "Dynamic TWFE",
            "estimate": -0.14921413387867322,
            "se": 0.1843568051552385,
            "pvalue": 0.4288683190264719,
            "lower": -0.5365334090977365,
            "upper": 0.23810514134039001
          },
          {
            "method": "BJS / did2s",
            "estimate": -0.1465815077736981,
            "se": 0.1538743798858386,
            "pvalue": 0.3534081731431137,
            "lower": -0.46985958390427873,
            "upper": 0.17669656835688252
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.18143225297181387,
            "se": 0.20284056896460448,
            "pvalue": 0.3828818336359593,
            "lower": -0.6075844749645838,
            "upper": 0.244719969020956
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -3,
              "estimate": -0.01745698671661227,
              "se": 0.23352670104719725,
              "pvalue": 0.9412351979819931,
              "lower": -0.5080783799314489,
              "upper": 0.4731644064982244
            },
            {
              "event_time": -2,
              "estimate": -0.028783299437282875,
              "se": 0.20670032935263238,
              "pvalue": 0.8907977339096734,
              "lower": -0.46304457709930985,
              "upper": 0.40547797822474413
            },
            {
              "event_time": 0,
              "estimate": -0.056795307768626,
              "se": 0.15684356234265867,
              "pvalue": 0.7214829647081181,
              "lower": -0.3863114047642369,
              "upper": 0.2727207892269849
            },
            {
              "event_time": 1,
              "estimate": -0.131503474126459,
              "se": 0.20518505094406922,
              "pvalue": 0.5296625014747217,
              "lower": -0.5625812699828343,
              "upper": 0.29957432172991627
            },
            {
              "event_time": 2,
              "estimate": -0.4166037741969557,
              "se": 0.28583460763246976,
              "pvalue": 0.16220462056622484,
              "lower": -1.0171200012356607,
              "upper": 0.18391245284174929
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -3,
              "estimate": 0.027825067110774745,
              "se": 0.09309722458956823,
              "pvalue": 0.7684534367480282,
              "lower": -0.16776494391471908,
              "upper": 0.2234150781362686
            },
            {
              "event_time": -2,
              "estimate": -0.0036585479147457,
              "se": 0.07884099787489865,
              "pvalue": 0.9634991122314748,
              "lower": -0.16929733802471714,
              "upper": 0.16198024219522572
            },
            {
              "event_time": -1,
              "estimate": -0.004383556340787162,
              "se": 0.039307534553815256,
              "pvalue": 0.9124385592028467,
              "lower": -0.08696562203243381,
              "upper": 0.0781985093508595
            },
            {
              "event_time": 0,
              "estimate": -0.05885122682825802,
              "se": 0.13678040390013307,
              "pvalue": 0.6721133771464017,
              "lower": -0.34621619205511883,
              "upper": 0.2285137383986028
            },
            {
              "event_time": 1,
              "estimate": -0.13233664716749613,
              "se": 0.1628447182807798,
              "pvalue": 0.42703379722577056,
              "lower": -0.47446070494042913,
              "upper": 0.20978741060543685
            },
            {
              "event_time": 2,
              "estimate": -0.3954831872003618,
              "se": 0.24554158062059198,
              "pvalue": 0.12465095708523505,
              "lower": -0.9113469057217852,
              "upper": 0.12038053132106163
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -3,
              "estimate": 0.08778685830318794,
              "se": 0.3350721619221195,
              "pvalue": 0.7963008502345231,
              "lower": -0.6161736317502069,
              "upper": 0.7917473483565829
            },
            {
              "event_time": -2,
              "estimate": 0.1007731216060271,
              "se": 0.25000255164544916,
              "pvalue": 0.6916307763005053,
              "lower": -0.4244627492623955,
              "upper": 0.6260089924744497
            },
            {
              "event_time": 0,
              "estimate": -0.08419789856845236,
              "se": 0.15289951454238443,
              "pvalue": 0.5886266443589538,
              "lower": -0.4054278586127029,
              "upper": 0.23703206147579822
            },
            {
              "event_time": 1,
              "estimate": -0.12522527670198422,
              "se": 0.27300986320301657,
              "pvalue": 0.6519510561498043,
              "lower": -0.6987977155083925,
              "upper": 0.44834716210442405
            },
            {
              "event_time": 2,
              "estimate": -0.5348025046729673,
              "se": 0.30288290167325,
              "pvalue": 0.09440173968881041,
              "lower": -1.1711358684104574,
              "upper": 0.10153085906452286
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0
          ],
          "weights": [
            0.4640151515151515,
            0.3522727272727273,
            0.18371212121212122
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 1.1102230246251565e-16,
          "package_aggregate_vs_estimable_cell_weights": 1.3877787807814457e-17,
          "saturated_vs_deviations_relative_rss_difference": 4.431290769948073e-16
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 0.5738006447515914,
          "df_num": 1,
          "df_den": 1039,
          "pvalue": 0.44892433741068394,
          "log10_pvalue": -0.3478268496737421,
          "inference": "Homoskedastic nested-model F",
          "observations": 1070,
          "design_columns": 9,
          "restricted_design_columns": 8,
          "fixed_effect_rank": 22,
          "covariance_rank": 1,
          "rss_unrestricted": 1026.2187125486084,
          "rss_restricted": 1026.7854545687399,
          "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": [
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ],
              [
                -0.14075015362041632,
                -0.17190601811798523,
                -0.011602642513742161,
                -0.10008494322419587,
                -0.15379566258784194,
                -0.22086379394483133
              ]
            ]
          },
          "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": 0.5178943634330441
            },
            {
              "event_time": 0.0,
              "cohort": 3,
              "estimate": 0.5271661985925695
            },
            {
              "event_time": 1.0,
              "cohort": 3,
              "estimate": 0.285797581403684
            },
            {
              "event_time": 0.0,
              "cohort": 4,
              "estimate": 0.367032395059235
            }
          ]
        }
      }
    },
    "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": -0.21151941154497536,
                "se": 0.17886495579628162,
                "lower": -0.5620882830020361,
                "upper": 0.13904945991208537
              },
              {
                "typec": "simple",
                "aggregation": "Native CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": -0.15186410223644384,
                "se": 0.17060548248617724,
                "lower": -0.48624470347443016,
                "upper": 0.18251649900154251
              },
              {
                "typec": "group",
                "aggregation": "Native CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": -0.1142737130430236,
                "se": 0.1578989418908751,
                "lower": -0.4237499523461216,
                "upper": 0.19520252626007445
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "weight_sum": 528.0,
                "post_cells": 6,
                "estimate": -0.1410723179252408,
                "se": 0.16714965336830187,
                "lower": -0.4686796185554666,
                "upper": 0.186534982704985
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": []
          },
          "estimate": -0.21151941154497536,
          "se": 0.17886495579628162,
          "lower": -0.5620882830020361,
          "upper": 0.13904945991208537,
          "event_study": [
            {
              "event_time": -3,
              "estimate": 0.021983880338996082,
              "se": 0.321871987036817,
              "lower": -0.6088736218855084,
              "upper": 0.6528413825635007,
              "relative_to_minus_one": 0.021983880338996082,
              "n": 0.0
            },
            {
              "event_time": -2,
              "estimate": -0.03414522911016916,
              "se": 0.24273926953854116,
              "lower": -0.5099054550392705,
              "upper": 0.4416149968189322,
              "relative_to_minus_one": -0.03414522911016916,
              "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": -0.04766415767813368,
              "se": 0.16272866218376192,
              "lower": -0.36660647481069214,
              "upper": 0.27127815945442474,
              "relative_to_minus_one": -0.04766415767813368,
              "n": 245.0
            },
            {
              "event_time": 1,
              "estimate": -0.08071550516028451,
              "se": 0.18218405492136733,
              "lower": -0.43778969136363166,
              "upper": 0.2763586810430626,
              "relative_to_minus_one": -0.08071550516028451,
              "n": 186.0
            },
            {
              "event_time": 2,
              "estimate": -0.5061785717965079,
              "se": 0.28638950555740256,
              "lower": -1.0674916882392504,
              "upper": 0.055134544646234684,
              "relative_to_minus_one": -0.5061785717965079,
              "n": 97.0
            }
          ],
          "group_time_estimates": [
            {
              "group": 2,
              "year": 1,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 2,
              "year": 2,
              "att": -0.11645129996909709,
              "se": 0.20845198535480453,
              "event_time": 0,
              "mass": 90.0
            },
            {
              "group": 2,
              "year": 3,
              "att": -0.1645512965582524,
              "se": 0.19934056956740318,
              "event_time": 1,
              "mass": 114.0
            },
            {
              "group": 2,
              "year": 4,
              "att": -0.5061785717965079,
              "se": 0.2863895055574026,
              "event_time": 2,
              "mass": 97.0
            },
            {
              "group": 3,
              "year": 1,
              "att": 0.09842250687388991,
              "se": 0.3113002478937523,
              "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": 0.0418144456822533,
              "se": 0.28241723560415355,
              "event_time": 0,
              "mass": 91.0
            },
            {
              "group": 3,
              "year": 4,
              "att": 0.03552490064328092,
              "se": 0.2186057077432851,
              "event_time": 1,
              "mass": 72.0
            },
            {
              "group": 4,
              "year": 1,
              "att": 0.021983880338996082,
              "se": 0.321871987036817,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 4,
              "year": 2,
              "att": -0.2239122420416649,
              "se": 0.3213355344268842,
              "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": -0.039223515606369386,
              "se": 0.29629436484515526,
              "event_time": 0,
              "mass": 64.0
            }
          ],
          "treated_cell_att": -0.1410723179252408,
          "treated_cell_se": 0.16714965336830187,
          "checks": {
            "input_rows": 1070,
            "retained_rows": 1070,
            "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": 0.04524058336392045,
          "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": -0.19762041703471622,
          "event_study": [
            {
              "event_time": -3,
              "estimate": 0.08037878027844012,
              "raw_gap": 0.13262208488648122,
              "n": 44,
              "n_cells": 4,
              "weight_sum": 44.0,
              "relative_to_minus_one": 0.08789167996234669
            },
            {
              "event_time": -2,
              "estimate": 0.025204043838266306,
              "raw_gap": 0.0016501724957077766,
              "n": 113,
              "n_cells": 8,
              "weight_sum": 113.0,
              "relative_to_minus_one": 0.03271694352217288
            },
            {
              "event_time": -1,
              "estimate": -0.007512899683906575,
              "raw_gap": -0.010907389019839871,
              "n": 185,
              "n_cells": 13,
              "weight_sum": 185.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.10615850217398239,
              "raw_gap": -0.11729155664531316,
              "n": 245,
              "n_cells": 13,
              "weight_sum": 245.0,
              "relative_to_minus_one": -0.09864560249007581
            },
            {
              "event_time": 1,
              "estimate": -0.15548990026516257,
              "raw_gap": -0.18131550752666126,
              "n": 186,
              "n_cells": 9,
              "weight_sum": 186.0,
              "relative_to_minus_one": -0.14797700058125599
            },
            {
              "event_time": 2,
              "estimate": -0.5094188217771571,
              "raw_gap": -0.5094188217771567,
              "n": 97,
              "n_cells": 5,
              "weight_sum": 97.0,
              "relative_to_minus_one": -0.5019059220932506
            }
          ],
          "package_event_study": {
            "event_time": [
              -3.0,
              -2.0,
              -1.0,
              0.0,
              1.0,
              2.0
            ],
            "estimate": [
              0.2232097120084034,
              -0.09151803760695841,
              -0.012361119013687928,
              -0.15382825519068882,
              -0.1785790780180368,
              -0.4865440907227205
            ],
            "n": [
              4.0,
              8.0,
              13.0,
              13.0,
              9.0,
              5.0
            ]
          },
          "sdid_pre_gap_correction": [
            {
              "cohort": 1,
              "pre_gap": 3.108624468950438e-16
            },
            {
              "cohort": 2,
              "pre_gap": -0.06671615209220552
            },
            {
              "cohort": 3,
              "pre_gap": 0.052243304608041094
            }
          ],
          "diagnostics": {
            "converged": true,
            "pre_rmse": 0.15239105481572948,
            "zeta_omega": [
              0.0,
              0.40122770188854906,
              0.8943126511651511
            ],
            "zeta_lambda": [
              0.0,
              2.385714189110266e-07,
              6.323745401397976e-07
            ]
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 5.551115123125783e-17
          },
          "native_matrix_att": -0.21166457314627465,
          "matrix_preparation": {
            "source_rows": 1070,
            "matrix_shape": [
              19,
              4
            ],
            "observed_cells": 76,
            "missing_cells": 0,
            "repeated_cells": 76,
            "minimum_cell_count": 2,
            "maximum_cell_count": 44,
            "observation_mass": 1070.0,
            "treated_observation_mass": 528.0,
            "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": 0.00036120833829045296,
          "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": -0.1695977693807317,
          "event_study": [
            {
              "event_time": -3,
              "estimate": 0.024075242739394896,
              "raw_gap": 0.024075242739394896,
              "n": 44,
              "n_cells": 4,
              "weight_sum": 44.0,
              "relative_to_minus_one": 0.024534809855722876
            },
            {
              "event_time": -2,
              "estimate": 0.0071543144220870295,
              "raw_gap": 0.0071543144220870295,
              "n": 113,
              "n_cells": 8,
              "weight_sum": 113.0,
              "relative_to_minus_one": 0.007613881538415008
            },
            {
              "event_time": -1,
              "estimate": -0.00045956711632797826,
              "raw_gap": -0.00045956711632797826,
              "n": 185,
              "n_cells": 13,
              "weight_sum": 185.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": -0.06759861465478004,
              "raw_gap": -0.06759861465478004,
              "n": 245,
              "n_cells": 13,
              "weight_sum": 245.0,
              "relative_to_minus_one": -0.06713904753845205
            },
            {
              "event_time": 1,
              "estimate": -0.16950007240019344,
              "raw_gap": -0.16950007240019344,
              "n": 186,
              "n_cells": 9,
              "weight_sum": 186.0,
              "relative_to_minus_one": -0.16904050528386547
            },
            {
              "event_time": 2,
              "estimate": -0.4274118368677242,
              "raw_gap": -0.4274118368677242,
              "n": 97,
              "n_cells": 5,
              "weight_sum": 97.0,
              "relative_to_minus_one": -0.4269522697513962
            }
          ],
          "package_event_study": {
            "event_time": [
              -3.0,
              -2.0,
              -1.0,
              0.0,
              1.0,
              2.0
            ],
            "estimate": [
              0.04705788102062841,
              -0.025071002593098968,
              0.0009490076548039222,
              -0.09595337615209248,
              -0.1626374683021258,
              -0.3982094794950546
            ],
            "n": [
              4.0,
              8.0,
              13.0,
              13.0,
              9.0,
              5.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "converged": true,
            "iterations": 47,
            "termination_reason": "Relative objective tolerance reached",
            "objective": 0.05278785217018673,
            "lambda_l": 0.01686483575012916,
            "singular_values": [
              1.2591824354707513,
              0.7684825135592932,
              0.4826066674945056,
              0.0
            ],
            "history_objective": [
              0.05297824780033157,
              0.052843675636279515,
              0.05281614406376521,
              0.05280300255918303,
              0.05279635365566003,
              0.052792801459925244,
              0.052790814029333964,
              0.05278966070458157,
              0.05278897267505263,
              0.05278855377741726,
              0.05278829491269424,
              0.05278813318823607,
              0.05278803133151101,
              0.05278796678871389,
              0.05278792569889615,
              0.05278789944420537,
              0.052787882619653566,
              0.05278787181266463,
              0.05278786485746774,
              0.05278786037395986,
              0.052787857479814404,
              0.05278785560943924,
              0.05278785439947782,
              0.052787853616066825,
              0.052787853108452513,
              0.052787852779326405,
              0.0527878525658058,
              0.05278785242721465,
              0.05278785233721862,
              0.05278785227875568,
              0.052787852240764134,
              0.052787852216068146,
              0.05278785220001052,
              0.05278785218956717,
              0.05278785218277371,
              0.052787852178353724,
              0.052787852175477414,
              0.05278785217360549,
              0.05278785217238698,
              0.05278785217159377,
              0.052787852171077315,
              0.052787852170741056,
              0.052787852170522086,
              0.052787852170379485,
              0.052787852170286614,
              0.05278785217022611,
              0.05278785217018673
            ],
            "history_rmse": [
              0.10248617445884024,
              0.10219368700172332,
              0.10221997266060721,
              0.10222995664166457,
              0.10223394290701765,
              0.10223566843938701,
              0.10223649616943947,
              0.10223693670649761,
              0.10223719188462024,
              0.1022373484385845,
              0.10223744780588746,
              0.10223751202912978,
              0.10223755390507464,
              0.10223758131322233,
              0.10223759927437337,
              0.10223761104520439,
              0.10223761875563793,
              0.10223762380316753,
              0.10223762710539659,
              0.10223762926459741,
              0.10223763067575357,
              0.10223763159767041,
              0.10223763219978246,
              0.10223763259293428,
              0.10223763284959787,
              0.10223763301713337,
              0.10223763312647935,
              0.10223763319784052,
              0.10223763324440893,
              0.10223763327479657,
              0.10223763329462494,
              0.10223763330756233,
              0.10223763331600366,
              0.1022376333215111,
              0.1022376333251042,
              0.10223763332744842,
              0.10223763332897763,
              0.10223763332997536,
              0.10223763333062606,
              0.1022376333310506,
              0.10223763333132756,
              0.10223763333150812,
              0.10223763333162593,
              0.10223763333170278,
              0.10223763333175288,
              0.10223763333178541,
              0.10223763333180685
            ]
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 0.0
          },
          "native_matrix_att": -0.17415475933968916,
          "matrix_preparation": {
            "source_rows": 1070,
            "matrix_shape": [
              19,
              4
            ],
            "observed_cells": 76,
            "missing_cells": 0,
            "repeated_cells": 76,
            "minimum_cell_count": 2,
            "maximum_cell_count": 44,
            "observation_mass": 1070.0,
            "treated_observation_mass": 528.0,
            "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": 0.0002720835618674755,
          "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": 0.10918049363117435,
          "event_study": [
            {
              "event_time": -3,
              "estimate": -0.08995886699741715,
              "raw_gap": -0.08995886699741715,
              "n": 44,
              "n_cells": 4,
              "weight_sum": 44.0,
              "relative_to_minus_one": -0.11606600696514464
            },
            {
              "event_time": -2,
              "estimate": -0.010043913224577702,
              "raw_gap": -0.010043913224577702,
              "n": 113,
              "n_cells": 8,
              "weight_sum": 113.0,
              "relative_to_minus_one": -0.036151053192305195
            },
            {
              "event_time": -1,
              "estimate": 0.026107139967727493,
              "raw_gap": 0.026107139967727493,
              "n": 185,
              "n_cells": 13,
              "weight_sum": 185.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": 0.13326805719435636,
              "raw_gap": 0.13326805719435636,
              "n": 245,
              "n_cells": 13,
              "weight_sum": 245.0,
              "relative_to_minus_one": 0.10716091722662886
            },
            {
              "event_time": 1,
              "estimate": 0.11378793763387651,
              "raw_gap": 0.11378793763387651,
              "n": 186,
              "n_cells": 9,
              "weight_sum": 186.0,
              "relative_to_minus_one": 0.08768079766614902
            },
            {
              "event_time": 2,
              "estimate": 0.039505878605584736,
              "raw_gap": 0.039505878605584736,
              "n": 97,
              "n_cells": 5,
              "weight_sum": 97.0,
              "relative_to_minus_one": 0.013398738637857243
            }
          ],
          "package_event_study": {
            "event_time": [
              -3.0,
              -2.0,
              -1.0,
              0.0,
              1.0,
              2.0
            ],
            "estimate": [
              0.0006287601245050234,
              -0.05306130085968416,
              0.03245964356765363,
              0.11480553703500461,
              0.11200813063811078,
              0.062380609660021055
            ],
            "n": [
              4.0,
              8.0,
              13.0,
              13.0,
              9.0,
              5.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "pre_rmse": 0.04340512593931763,
            "penalty": 1.0
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 4.163336342344337e-17
          },
          "native_matrix_att": 0.10416474835178383,
          "matrix_preparation": {
            "source_rows": 1070,
            "matrix_shape": [
              19,
              4
            ],
            "observed_cells": 76,
            "missing_cells": 0,
            "repeated_cells": 76,
            "minimum_cell_count": 2,
            "maximum_cell_count": 44,
            "observation_mass": 1070.0,
            "treated_observation_mass": 528.0,
            "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": 0.00015999982133507729,
          "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)": -0.016524825876976464,
        "SE": 0.13076992569701865,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.14921413387867322,
        "SE": 0.1843568051552385,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.1465815077736981,
        "SE": 0.1538743798858386,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.18143225297181387,
        "SE": 0.20284056896460448,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": -0.21151941154497536,
        "SE": 0.17886495579628162,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.1410723179252408,
        "SE": 0.16714965336830187,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.19762041703471622,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.1695977693807317,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": 0.10918049363117435,
        "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": "98784341a7fbdc8ef51833554c0439ef6755c5f702e9128d5fa2b1292c5f093c",
      "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
      "bootstrap_matrix.py": "c6a1f4bb0085e0a21f9a41677fb4def7990be5f6199077a53e951de489ab9550",
      "eligibility.py": "a7b9e165017d6ac92b40068a0a274585962dbb40b09a4101ccd1ddb072ca51dd"
    },
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": -0.016524825876976464,
        "SE": 0.13076992569701865,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.29126224497452585,
        "upper": 0.25821259322057294,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": -0.14921413387867322,
        "SE": 0.1843568051552385,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5365334090977365,
        "upper": 0.23810514134039001,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": -0.1465815077736981,
        "SE": 0.1538743798858386,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.46985958390427873,
        "upper": 0.17669656835688252,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.18143225297181387,
        "SE": 0.20284056896460448,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.6075844749645838,
        "upper": 0.244719969020956,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.21151941154497536,
        "SE": 0.17886495579628162,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5620882830020361,
        "upper": 0.13904945991208537,
        "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)": -0.1410723179252408,
        "SE": 0.16714965336830187,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.4686796185554666,
        "upper": 0.186534982704985,
        "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)": -0.19762041703471622,
        "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)": -0.1695977693807317,
        "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)": 0.10918049363117435,
        "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": 1791588665.48385,
  "scalar_ranges": [
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Static TWFE",
      "Estimate (SDs)": -0.016524825876976464,
      "SE": 0.13076992569701865,
      "Aggregation": "Coefficient",
      "Event study": "No",
      "Status": "estimated",
      "Note": "",
      "lower": -0.29126224497452585,
      "upper": 0.25821259322057294,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Dynamic TWFE",
      "Estimate (SDs)": -0.14921413387867322,
      "SE": 0.1843568051552385,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.5365334090977365,
      "upper": 0.23810514134039001,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "BJS / did2s",
      "Estimate (SDs)": -0.1465815077736981,
      "SE": 0.1538743798858386,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.46985958390427873,
      "upper": 0.17669656835688252,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Sun\u2013Abraham",
      "Estimate (SDs)": -0.18143225297181387,
      "SE": 0.20284056896460448,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.6075844749645838,
      "upper": 0.244719969020956,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (equal event-time)",
      "Estimate (SDs)": -0.21151941154497536,
      "SE": 0.17886495579628162,
      "Aggregation": "Equal post-event times",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.5620882830020361,
      "upper": 0.13904945991208537,
      "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)": -0.1410723179252408,
      "SE": 0.16714965336830187,
      "Aggregation": "Treated cells",
      "Event study": "Same CS-DID path",
      "Status": "estimated",
      "Note": "",
      "lower": -0.4686796185554666,
      "upper": 0.186534982704985,
      "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)": -0.19762041703471622,
      "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)": -0.1695977693807317,
      "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)": 0.10918049363117435,
      "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"
    }
  ]
}
