{
  "study_id": 1,
  "specification_id": "S01-P094",
  "source_specification_id": "CI-T5-D-C09",
  "role": "active_comparison",
  "published_source_location": "Table 5, panel D, column 9 (\"Attitudes about environment\"), accepted-manuscript p. 49",
  "outcome_label": "Attitudes about environment z-score index [humanities-track students only]",
  "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-P094.json",
  "input_bytes": 66677,
  "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": "Attitudes about environment z-score index [humanities-track students only]",
        "d": "New Curriculum indicator (newcurr)"
      },
      "allow_repeated_cells": true,
      "time_fe": null,
      "latest_cohort_control": true,
      "slug": "s01-p094",
      "study_id": 1,
      "study": "Curriculum and Ideology",
      "citation": "Cantoni et al. (2017), JPE. https://doi.org/10.1086/690951",
      "description": "Attitudes about environment z-score index [humanities-track students only]",
      "source_specification_id": "CI-T5-D-C09",
      "specification_id": "S01-P094",
      "data": "repl-archives/twfe-microdata-replication-private/outputs/published_clustering_2026_10_08/curriculum/prepared_rows/CI-T5-D-C09.csv",
      "output_dir": "analyses/full-archive/results/S01-P094"
    },
    "source": {
      "file": "CI-T5-D-C09.csv",
      "bytes": 66677,
      "sha256": "e3ffd8db10e0e488a918c7f2a8d4ab9e4ff4c1964a28b475d76dcb9a711dbbc5"
    },
    "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": 455,
          "source_sd": 0.936535311381519,
          "rows": 261,
          "units": 17,
          "clusters": 17,
          "treated_units": 10,
          "never_treated_units": 7,
          "treated_cohorts": 3,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 65,
          "unsupported_prediction_rows_removed": 0,
          "initially_treated_units_removed": 10,
          "post_adoption_untreated_rows_removed": 0,
          "units_without_minus_one_removed": 2,
          "additional_rows_removed": 21
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": 0.1606615496153213,
            "se": 0.2302547890410383,
            "pvalue": 0.49534592165489744,
            "lower": -0.32745679784384785,
            "upper": 0.6487798970744905
          },
          {
            "method": "Dynamic TWFE",
            "estimate": 0.05355033954285865,
            "se": 0.27569369083496126,
            "pvalue": 0.8484338497636166,
            "lower": -0.5308941766200419,
            "upper": 0.6379948557057593
          },
          {
            "method": "BJS / did2s",
            "estimate": 0.01715326985649418,
            "se": 0.2778396402640654,
            "pvalue": 0.9515361083696348,
            "lower": -0.571840455873025,
            "upper": 0.6061469955860135
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.08054578016886683,
            "se": 0.317077026750425,
            "pvalue": 0.8027111814593776,
            "lower": -0.7527190494384123,
            "upper": 0.5916274891006786
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -3,
              "estimate": -0.41896547647593246,
              "se": 0.4127634787945528,
              "pvalue": 0.3251978545663941,
              "lower": -1.2939849624975048,
              "upper": 0.45605400954563996
            },
            {
              "event_time": -2,
              "estimate": -0.5023539468568929,
              "se": 0.3791502841250526,
              "pvalue": 0.20380066267085742,
              "lower": -1.3061166433748364,
              "upper": 0.30140874966105036
            },
            {
              "event_time": 0,
              "estimate": 0.11417829778829998,
              "se": 0.1990890487842599,
              "pvalue": 0.5742771248805784,
              "lower": -0.30787163174637144,
              "upper": 0.5362282273229714
            },
            {
              "event_time": 1,
              "estimate": -0.015792627142594818,
              "se": 0.35290819514203636,
              "pvalue": 0.9648603635325236,
              "lower": -0.7639245801628063,
              "upper": 0.7323393258776167
            },
            {
              "event_time": 2,
              "estimate": 0.0003208780102659607,
              "se": 0.44510563781442025,
              "pvalue": 0.9994337145170176,
              "lower": -0.94326092230578,
              "upper": 0.9439026783263118
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -3,
              "estimate": 0.0858425248723906,
              "se": 0.2183045232909997,
              "pvalue": 0.6993442304068885,
              "lower": -0.3769423908961695,
              "upper": 0.5486274406409507
            },
            {
              "event_time": -2,
              "estimate": -0.057306586150604175,
              "se": 0.10829458197703638,
              "pvalue": 0.6039502022827125,
              "lower": -0.2868808443606742,
              "upper": 0.1722676720594658
            },
            {
              "event_time": -1,
              "estimate": 0.023902245423570074,
              "se": 0.07584442717094259,
              "pvalue": 0.7567219817756947,
              "lower": -0.13688075765251162,
              "upper": 0.1846852484996518
            },
            {
              "event_time": 0,
              "estimate": 0.10779630428935441,
              "se": 0.26171836761055844,
              "pvalue": 0.685893211643526,
              "lower": -0.44702185011180484,
              "upper": 0.6626144586905136
            },
            {
              "event_time": 1,
              "estimate": -0.10150330223901591,
              "se": 0.3690055853614482,
              "pvalue": 0.786780976158442,
              "lower": -0.883760198088991,
              "upper": 0.6807535936109591
            },
            {
              "event_time": 2,
              "estimate": -0.033249144038499545,
              "se": 0.37098353403403544,
              "pvalue": 0.9296980881298882,
              "lower": -0.8196991037610799,
              "upper": 0.7532008156840808
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -3,
              "estimate": -0.059495039962764194,
              "se": 0.5609465067105427,
              "pvalue": 0.9168516447401085,
              "lower": -1.2486485121180948,
              "upper": 1.1296584321925662
            },
            {
              "event_time": -2,
              "estimate": 0.0618104874619165,
              "se": 0.6432587173926001,
              "pvalue": 0.9246426547903829,
              "lower": -1.3018370763089238,
              "upper": 1.4254580512327568
            },
            {
              "event_time": 0,
              "estimate": -0.0219197881676369,
              "se": 0.24242970598554903,
              "pvalue": 0.9290780190605827,
              "lower": -0.5358478065750529,
              "upper": 0.4920082302397792
            },
            {
              "event_time": 1,
              "estimate": -0.10281902316790159,
              "se": 0.3680320010416258,
              "pvalue": 0.7835360170538241,
              "lower": -0.8830120124590465,
              "upper": 0.6773739661232433
            },
            {
              "event_time": 2,
              "estimate": -0.2192207031745659,
              "se": 0.5747848284687807,
              "pvalue": 0.7079265710075502,
              "lower": -1.4377101069575138,
              "upper": 0.999268700608382
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0
          ],
          "weights": [
            0.5130434782608696,
            0.3217391304347826,
            0.16521739130434782
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 5.551115123125783e-17,
          "package_aggregate_vs_estimable_cell_weights": 0.0,
          "saturated_vs_deviations_relative_rss_difference": 8.994318964003052e-16
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 2.5532088949955005,
          "df_num": 1,
          "df_den": 232,
          "pvalue": 0.11143156050705309,
          "log10_pvalue": -0.9529917875030626,
          "inference": "Homoskedastic nested-model F",
          "observations": 261,
          "design_columns": 9,
          "restricted_design_columns": 8,
          "fixed_effect_rank": 20,
          "covariance_rank": 1,
          "rss_unrestricted": 252.7969892475727,
          "rss_restricted": 255.57907339229246,
          "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": [
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ]
            ]
          },
          "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+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": 1.5353304087091086
            },
            {
              "event_time": 0.0,
              "cohort": 3,
              "estimate": 1.0561466514820095
            },
            {
              "event_time": 1.0,
              "cohort": 3,
              "estimate": 1.2215484744531295
            },
            {
              "event_time": 0.0,
              "cohort": 4,
              "estimate": 1.0727906168456696
            }
          ]
        }
      }
    },
    "code_sha256": {
      "replication_engine.py": "a84197989fc6e453d28f8a12b14fdabaee204780a523db7d585b9004c6231de4",
      "reference_f_test.py": "26f3d65e1ff59d46f05bb28011b2ed34b9ee150f04c47c144dd6836a4d75d6f0",
      "sparse_did2s.py": "a348042269b0077dd2916898779f992f0b5fc2971edfee8b0118d3af715eaafb"
    }
  },
  "comparison": {
    "schema": "expensive-replication-v1",
    "config": {
      "outcomes": [
        "y"
      ],
      "treatments": [
        "d"
      ],
      "unit": "unit",
      "time": "time",
      "cluster": "cluster",
      "covariates": [],
      "baseline_by_time": [],
      "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": "Attitudes about environment z-score index [humanities-track students only]",
        "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-p094",
      "study_id": 1,
      "study": "Curriculum and Ideology",
      "citation": "Cantoni et al. (2017), JPE. https://doi.org/10.1086/690951",
      "description": "Attitudes about environment z-score index [humanities-track students only]",
      "source_specification_id": "CI-T5-D-C09",
      "specification_id": "S01-P094",
      "data": "repl-archives/twfe-microdata-replication-private/outputs/published_clustering_2026_10_08/curriculum/prepared_rows/CI-T5-D-C09.csv",
      "output_dir": "analyses/archive-expanded/fits/S01-P094"
    },
    "options": {
      "output_dir": "analyses/archive-expanded/fits/S01-P094",
      "regression_results": "analyses/archive-expanded/baselines/S01-P094.json",
      "display_window": [
        -10,
        10
      ],
      "timeout_seconds": 3600
    },
    "source": {
      "file": "CI-T5-D-C09.csv",
      "bytes": 66677,
      "sha256": "e3ffd8db10e0e488a918c7f2a8d4ab9e4ff4c1964a28b475d76dcb9a711dbbc5"
    },
    "regressions": {
      "y__d": {
        "sample": {
          "outcome": "y",
          "treatment": "d",
          "source_rows": 455,
          "source_sd": 0.936535311381519,
          "rows": 261,
          "units": 17,
          "clusters": 17,
          "treated_units": 10,
          "never_treated_units": 7,
          "treated_cohorts": 3,
          "latest_cohort_control_index": null,
          "unique_unit_period_cells": 65,
          "unsupported_prediction_rows_removed": 0,
          "initially_treated_units_removed": 10,
          "post_adoption_untreated_rows_removed": 0,
          "units_without_minus_one_removed": 2,
          "additional_rows_removed": 21,
          "rows_without_never_control_time_fe_removed": 0
        },
        "estimates": [
          {
            "method": "Static TWFE",
            "estimate": 0.1606615496153213,
            "se": 0.2302547890410383,
            "pvalue": 0.49534592165489744,
            "lower": -0.32745679784384785,
            "upper": 0.6487798970744905
          },
          {
            "method": "Dynamic TWFE",
            "estimate": 0.05355033954285865,
            "se": 0.27569369083496126,
            "pvalue": 0.8484338497636166,
            "lower": -0.5308941766200419,
            "upper": 0.6379948557057593
          },
          {
            "method": "BJS / did2s",
            "estimate": 0.01715326985649418,
            "se": 0.2778396402640654,
            "pvalue": 0.9515361083696348,
            "lower": -0.571840455873025,
            "upper": 0.6061469955860135
          },
          {
            "method": "Sun\u2013Abraham",
            "estimate": -0.08054578016886683,
            "se": 0.317077026750425,
            "pvalue": 0.8027111814593776,
            "lower": -0.7527190494384123,
            "upper": 0.5916274891006786
          }
        ],
        "event_studies": {
          "Dynamic TWFE": [
            {
              "event_time": -3,
              "estimate": -0.41896547647593246,
              "se": 0.4127634787945528,
              "pvalue": 0.3251978545663941,
              "lower": -1.2939849624975048,
              "upper": 0.45605400954563996
            },
            {
              "event_time": -2,
              "estimate": -0.5023539468568929,
              "se": 0.3791502841250526,
              "pvalue": 0.20380066267085742,
              "lower": -1.3061166433748364,
              "upper": 0.30140874966105036
            },
            {
              "event_time": 0,
              "estimate": 0.11417829778829998,
              "se": 0.1990890487842599,
              "pvalue": 0.5742771248805784,
              "lower": -0.30787163174637144,
              "upper": 0.5362282273229714
            },
            {
              "event_time": 1,
              "estimate": -0.015792627142594818,
              "se": 0.35290819514203636,
              "pvalue": 0.9648603635325236,
              "lower": -0.7639245801628063,
              "upper": 0.7323393258776167
            },
            {
              "event_time": 2,
              "estimate": 0.0003208780102659607,
              "se": 0.44510563781442025,
              "pvalue": 0.9994337145170176,
              "lower": -0.94326092230578,
              "upper": 0.9439026783263118
            }
          ],
          "BJS / did2s": [
            {
              "event_time": -3,
              "estimate": 0.0858425248723906,
              "se": 0.2183045232909997,
              "pvalue": 0.6993442304068885,
              "lower": -0.3769423908961695,
              "upper": 0.5486274406409507
            },
            {
              "event_time": -2,
              "estimate": -0.057306586150604175,
              "se": 0.10829458197703638,
              "pvalue": 0.6039502022827125,
              "lower": -0.2868808443606742,
              "upper": 0.1722676720594658
            },
            {
              "event_time": -1,
              "estimate": 0.023902245423570074,
              "se": 0.07584442717094259,
              "pvalue": 0.7567219817756947,
              "lower": -0.13688075765251162,
              "upper": 0.1846852484996518
            },
            {
              "event_time": 0,
              "estimate": 0.10779630428935441,
              "se": 0.26171836761055844,
              "pvalue": 0.685893211643526,
              "lower": -0.44702185011180484,
              "upper": 0.6626144586905136
            },
            {
              "event_time": 1,
              "estimate": -0.10150330223901591,
              "se": 0.3690055853614482,
              "pvalue": 0.786780976158442,
              "lower": -0.883760198088991,
              "upper": 0.6807535936109591
            },
            {
              "event_time": 2,
              "estimate": -0.033249144038499545,
              "se": 0.37098353403403544,
              "pvalue": 0.9296980881298882,
              "lower": -0.8196991037610799,
              "upper": 0.7532008156840808
            }
          ],
          "Sun\u2013Abraham": [
            {
              "event_time": -3,
              "estimate": -0.059495039962764194,
              "se": 0.5609465067105427,
              "pvalue": 0.9168516447401085,
              "lower": -1.2486485121180948,
              "upper": 1.1296584321925662
            },
            {
              "event_time": -2,
              "estimate": 0.0618104874619165,
              "se": 0.6432587173926001,
              "pvalue": 0.9246426547903829,
              "lower": -1.3018370763089238,
              "upper": 1.4254580512327568
            },
            {
              "event_time": 0,
              "estimate": -0.0219197881676369,
              "se": 0.24242970598554903,
              "pvalue": 0.9290780190605827,
              "lower": -0.5358478065750529,
              "upper": 0.4920082302397792
            },
            {
              "event_time": 1,
              "estimate": -0.10281902316790159,
              "se": 0.3680320010416258,
              "pvalue": 0.7835360170538241,
              "lower": -0.8830120124590465,
              "upper": 0.6773739661232433
            },
            {
              "event_time": 2,
              "estimate": -0.2192207031745659,
              "se": 0.5747848284687807,
              "pvalue": 0.7079265710075502,
              "lower": -1.4377101069575138,
              "upper": 0.999268700608382
            }
          ]
        },
        "target": {
          "event_times": [
            0.0,
            1.0,
            2.0
          ],
          "weights": [
            0.5130434782608696,
            0.3217391304347826,
            0.16521739130434782
          ],
          "weighting": "observations"
        },
        "checks": {
          "did2s_vs_direct_imputation_max_post_difference": 5.551115123125783e-17,
          "package_aggregate_vs_estimable_cell_weights": 0.0,
          "saturated_vs_deviations_relative_rss_difference": 8.994318964003052e-16
        },
        "inference": {
          "standard_errors": "Cluster-robust; did2s uses two-stage covariance",
          "confidence_intervals": "Pointwise t, clusters minus one degrees of freedom"
        },
        "f_test": {
          "F": 2.5532088949955005,
          "df_num": 1,
          "df_den": 232,
          "pvalue": 0.11143156050705309,
          "log10_pvalue": -0.9529917875030626,
          "inference": "Homoskedastic nested-model F",
          "observations": 261,
          "design_columns": 9,
          "restricted_design_columns": 8,
          "fixed_effect_rank": 20,
          "covariance_rank": 1,
          "rss_unrestricted": 252.7969892475727,
          "rss_restricted": 255.57907339229246,
          "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": [
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ],
              [
                -0.10527054271892895,
                -0.25759806826199055,
                -0.023960995476643134,
                -0.10847202014602922,
                -0.17920222024122173,
                -0.27841244271859905
              ]
            ]
          },
          "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+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": 1.5353304087091086
            },
            {
              "event_time": 0.0,
              "cohort": 3,
              "estimate": 1.0561466514820095
            },
            {
              "event_time": 1.0,
              "cohort": 3,
              "estimate": 1.2215484744531295
            },
            {
              "event_time": 0.0,
              "cohort": 4,
              "estimate": 1.0727906168456696
            }
          ]
        }
      }
    },
    "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": -0.1352137192589618,
                "se": 0.26436227097059717,
                "lower": -0.6533542492325508,
                "upper": 0.38292681071462725
              },
              {
                "typec": "simple",
                "aggregation": "Native CS-DID simple",
                "matches_treated_unit_year_target": false,
                "estimate": -0.09451206964952817,
                "se": 0.25288310506727923,
                "lower": -0.5901538478800539,
                "upper": 0.40112970858099756
              },
              {
                "typec": "group",
                "aggregation": "Native CS-DID group",
                "matches_treated_unit_year_target": false,
                "estimate": 0.006695644086690904,
                "se": 0.2280192768053425,
                "lower": -0.44021392623264977,
                "upper": 0.4536052144060315
              },
              {
                "typec": "treated_cells",
                "aggregation": "Observed treated observations, configured weights",
                "matches_treated_unit_year_target": true,
                "weight_sum": 115.0,
                "post_cells": 6,
                "estimate": -0.11987903440231226,
                "se": 0.24698005268993276,
                "lower": -0.6039510425743854,
                "upper": 0.3641929737697608
              }
            ],
            "same_group_time_effects": true,
            "additional_covariates": []
          },
          "estimate": -0.1352137192589618,
          "se": 0.26436227097059717,
          "lower": -0.6533542492325508,
          "upper": 0.38292681071462725,
          "event_study": [
            {
              "event_time": -3,
              "estimate": -0.04073862833231736,
              "se": 0.4869571628753079,
              "lower": -0.9951571295817259,
              "upper": 0.9136798729170912,
              "relative_to_minus_one": -0.04073862833231736,
              "n": 0.0
            },
            {
              "event_time": -2,
              "estimate": -0.47361274922352264,
              "se": 0.48936481350342975,
              "lower": -1.4327501589914053,
              "upper": 0.48552466054436,
              "relative_to_minus_one": -0.47361274922352264,
              "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": -0.0383206300836222,
              "se": 0.1818034572546643,
              "lower": -0.39464885856763143,
              "upper": 0.31800759840038706,
              "relative_to_minus_one": -0.0383206300836222,
              "n": 59.0
            },
            {
              "event_time": 1,
              "estimate": -0.04075576150447424,
              "se": 0.36168485529776884,
              "lower": -0.7496450516416822,
              "upper": 0.6681335286327337,
              "relative_to_minus_one": -0.04075576150447424,
              "n": 37.0
            },
            {
              "event_time": 2,
              "estimate": -0.326564766188789,
              "se": 0.46293025599836596,
              "lower": -1.2338913952994937,
              "upper": 0.5807618629219156,
              "relative_to_minus_one": -0.326564766188789,
              "n": 19.0
            }
          ],
          "group_time_estimates": [
            {
              "group": 2,
              "year": 1,
              "att": 0.0,
              "se": null,
              "event_time": -1,
              "mass": 0.0
            },
            {
              "group": 2,
              "year": 2,
              "att": -0.26380305190805936,
              "se": 0.39565295804758116,
              "event_time": 0,
              "mass": 25.0
            },
            {
              "group": 2,
              "year": 3,
              "att": -0.5033966421997338,
              "se": 0.43221996932594114,
              "event_time": 1,
              "mass": 24.0
            },
            {
              "group": 2,
              "year": 4,
              "att": -0.326564766188789,
              "se": 0.46293025599836596,
              "event_time": 2,
              "mass": 19.0
            },
            {
              "group": 3,
              "year": 1,
              "att": -0.1646820980596287,
              "se": 0.678349372174534,
              "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": 0.017857338191457423,
              "se": 0.38767630191637437,
              "event_time": 0,
              "mass": 22.0
            },
            {
              "group": 3,
              "year": 4,
              "att": 0.4766715392731186,
              "se": 0.44305963371733736,
              "event_time": 1,
              "mass": 13.0
            },
            {
              "group": 4,
              "year": 1,
              "att": -0.04073862833231736,
              "se": 0.4869571628753079,
              "event_time": -3,
              "mass": 0.0
            },
            {
              "group": 4,
              "year": 2,
              "att": -1.12579967945841,
              "se": 0.42035812202327755,
              "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": 0.3754704884211308,
              "se": 0.298088774182645,
              "event_time": 0,
              "mass": 12.0
            }
          ],
          "treated_cell_att": -0.11987903440231226,
          "treated_cell_se": 0.24698005268993276,
          "checks": {
            "input_rows": 261,
            "retained_rows": 261,
            "all_observed_post_cells_estimated": true,
            "dynamic_cluster_se_error": 5.551115123125783e-17
          },
          "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": 0.04386000009253621,
          "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": -0.22115687715404414,
          "event_study": [
            {
              "event_time": -3,
              "estimate": 0.26440505954137644,
              "raw_gap": 0.05908914635859443,
              "n": 9,
              "n_cells": 2,
              "weight_sum": 9.0,
              "relative_to_minus_one": 0.19433531806623727
            },
            {
              "event_time": -2,
              "estimate": -0.21949045197271325,
              "raw_gap": -0.255675713117214,
              "n": 31,
              "n_cells": 6,
              "weight_sum": 31.0,
              "relative_to_minus_one": -0.28956019344785244
            },
            {
              "event_time": -1,
              "estimate": 0.07006974147513918,
              "raw_gap": 0.027751986876804642,
              "n": 42,
              "n_cells": 10,
              "weight_sum": 42.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": 0.03914874135563913,
              "raw_gap": -0.0009674766208062427,
              "n": 59,
              "n_cells": 10,
              "weight_sum": 59.0,
              "relative_to_minus_one": -0.030921000119500053
            },
            {
              "event_time": 1,
              "estimate": -0.4937102536554459,
              "raw_gap": -0.49216216610190733,
              "n": 37,
              "n_cells": 8,
              "weight_sum": 37.0,
              "relative_to_minus_one": -0.5637799951305851
            },
            {
              "event_time": 2,
              "estimate": -0.49871248565506754,
              "raw_gap": -0.49871248565506765,
              "n": 19,
              "n_cells": 4,
              "weight_sum": 19.0,
              "relative_to_minus_one": -0.5687822271302068
            }
          ],
          "package_event_study": {
            "event_time": [
              -3.0,
              -2.0,
              -1.0,
              0.0,
              1.0,
              2.0
            ],
            "estimate": [
              0.21035259985633298,
              -0.0724487703424812,
              0.0013987422342220876,
              0.03653562866948684,
              -0.4706656816207226,
              -0.38043363178142076
            ],
            "n": [
              2.0,
              6.0,
              10.0,
              10.0,
              8.0,
              4.0
            ]
          },
          "sdid_pre_gap_correction": [
            {
              "cohort": 1,
              "pre_gap": -8.673617379884035e-17
            },
            {
              "cohort": 2,
              "pre_gap": 0.004406095344686788
            },
            {
              "cohort": 3,
              "pre_gap": -0.205315913182782
            }
          ],
          "diagnostics": {
            "converged": true,
            "pre_rmse": 0.13125443061385872,
            "zeta_omega": [
              0.0,
              3.6746765216272754,
              2.1621063907213047
            ],
            "zeta_lambda": [
              0.0,
              2.184975732426303e-06,
              1.8181075133546923e-06
            ],
            "n_observed": 65,
            "n_missing": 3,
            "n_treated_observed": 22,
            "n_untreated_observed": 43,
            "missing_method": "available-case normalized weights",
            "missing_diagnostics": [
              {
                "cohort": 1,
                "unit_iterations": 0,
                "time_iterations": 0,
                "unit_objective": 0.0,
                "time_objective": 1.6217521261673715,
                "unit_projected_gradient": 2.7755575615628914e-17,
                "time_projected_gradient": 0.0
              },
              {
                "cohort": 2,
                "unit_iterations": 12,
                "time_iterations": 16,
                "unit_objective": 1.9292391905410209,
                "time_objective": 0.6611403697999433,
                "unit_projected_gradient": 9.00990321239803e-09,
                "time_projected_gradient": 1.7536538332585394e-09
              },
              {
                "cohort": 3,
                "unit_iterations": 13,
                "time_iterations": 15,
                "unit_objective": 0.7355303568263449,
                "time_objective": 0.13080241382662577,
                "unit_projected_gradient": 5.4826405082586405e-09,
                "time_projected_gradient": 5.120763008070739e-09
              }
            ]
          },
          "checks": {
            "scalar_vs_treated_cell_average": 0.0,
            "native_scalar_vs_unweighted_matrix_average": 2.7755575615628914e-17
          },
          "native_matrix_att": -0.20665093771766022,
          "matrix_preparation": {
            "source_rows": 261,
            "matrix_shape": [
              17,
              4
            ],
            "observed_cells": 65,
            "missing_cells": 3,
            "repeated_cells": 52,
            "minimum_cell_count": 1,
            "maximum_cell_count": 11,
            "observation_mass": 261.0,
            "treated_observation_mass": 115.0,
            "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": 0.0006213751621544361,
          "crabbymetrics": "0.9.1",
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          },
          "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": -0.1229722460551683,
          "event_study": [
            {
              "event_time": -3,
              "estimate": 0.02868120099964686,
              "raw_gap": 0.02868120099964686,
              "n": 9,
              "n_cells": 2,
              "weight_sum": 9.0,
              "relative_to_minus_one": 0.01518959657314188
            },
            {
              "event_time": -2,
              "estimate": -0.04531282989707959,
              "raw_gap": -0.04531282989707959,
              "n": 31,
              "n_cells": 6,
              "weight_sum": 31.0,
              "relative_to_minus_one": -0.058804434323584565
            },
            {
              "event_time": -1,
              "estimate": 0.013491604426504978,
              "raw_gap": 0.013491604426504978,
              "n": 42,
              "n_cells": 10,
              "weight_sum": 42.0,
              "relative_to_minus_one": 0.0
            },
            {
              "event_time": 0,
              "estimate": 0.037564303048674565,
              "raw_gap": 0.037564303048674565,
              "n": 59,
              "n_cells": 10,
              "weight_sum": 59.0,
              "relative_to_minus_one": 0.024072698622169587
            },
            {
              "event_time": 1,
              "estimate": -0.2998850907322077,
              "raw_gap": -0.2998850907322077,
              "n": 37,
              "n_cells": 8,
              "weight_sum": 37.0,
              "relative_to_minus_one": -0.3133766951587127
            },
            {
              "event_time": 2,
              "estimate": -0.2769659904802351,
              "raw_gap": -0.2769659904802351,
              "n": 19,
              "n_cells": 4,
              "weight_sum": 19.0,
              "relative_to_minus_one": -0.2904575949067401
            }
          ],
          "package_event_study": {
            "event_time": [
              -3.0,
              -2.0,
              -1.0,
              0.0,
              1.0,
              2.0
            ],
            "estimate": [
              0.09775098259431404,
              -0.039272726056497946,
              0.004013385096380761,
              0.10571105785525878,
              -0.2873746328164503,
              -0.16402975145357845
            ],
            "n": [
              2.0,
              6.0,
              10.0,
              10.0,
              8.0,
              4.0
            ]
          },
          "sdid_pre_gap_correction": [],
          "diagnostics": {
            "converged": true,
            "iterations": 49,
            "termination_reason": "Relative objective tolerance reached",
            "objective": 0.19741922339768647,
            "lambda_l": 0.04057531876513382,
            "singular_values": [
              2.799564520482077,
              0.814198631136435,
              0.0,
              0.0
            ],
            "history_objective": [
              0.19982595129216607,
              0.1988187302679262,
              0.19828072435439226,
              0.19795270375721055,
              0.19775062441916438,
              0.1976253756106756,
              0.19754749537816257,
              0.1974990077006318,
              0.1974688160933077,
              0.1974500260259675,
              0.1974383407827357,
              0.1974310801061888,
              0.19742657241713862,
              0.1974237760217746,
              0.19742204241448807,
              0.19742096829587477,
              0.1974203031099867,
              0.1974198913358505,
              0.19741963651692201,
              0.19741947886927178,
              0.1974193813593684,
              0.19741932105710008,
              0.1974192837701226,
              0.19741926071691435,
              0.1974192464652393,
              0.19741923765538885,
              0.1974192322097929,
              0.19741922884389135,
              0.19741922676352233,
              0.1974192254777462,
              0.19741922468309075,
              0.1974192241919766,
              0.1974192238884631,
              0.19741922370089185,
              0.19741922358497443,
              0.1974192235133394,
              0.1974192234690706,
              0.19741922344171395,
              0.19741922342480847,
              0.19741922341436163,
              0.1974192234079059,
              0.19741922340391665,
              0.19741922340145143,
              0.19741922339992815,
              0.19741922339898696,
              0.1974192233984051,
              0.19741922339804585,
              0.19741922339782364,
              0.19741922339768647
            ],
            "history_rmse": [
              0.22874214265706888,
              0.22932565271131838,
              0.22856798873065592,
              0.228029568723284,
              0.22756024300180094,
              0.22715364396820809,
              0.22680990205197657,
              0.22652480082054777,
              0.2262915304619205,
              0.2261025224954058,
              0.22595046988493056,
              0.22582879784239135,
              0.2257318279580818,
              0.22565478254475424,
              0.22559371232663708,
              0.2255453933204019,
              0.22550721736926838,
              0.22547708860907462,
              0.22545333130136438,
              0.22543461072835222,
              0.22541986689966476,
              0.2254082599003458,
              0.22539912535956783,
              0.22539193847426242,
              0.2253862851280219,
              0.225381838816504,
              0.2253783422788949,
              0.22537559291636539,
              0.2253734312416572,
              0.2253717317449515,
              0.2253703956799292,
              0.22536934537212605,
              0.22536851973190217,
              0.22536787071928358,
              0.22536736056010614,
              0.2253669595546337,
              0.22536664435308892,
              0.22536639659893618,
              0.22536620186169068,
              0.2253660487976047,
              0.22536592848964182,
              0.22536583392850032,
              0.22536575960456556,
              0.22536570118710814,
              0.22536565527208186,
              0.22536561918385992,
              0.22536559081938617,
              0.2253655685256537,
              0.22536555100341027
            ],
            "n_observed": 65,
            "n_missing": 3,
            "n_treated_observed": 22,
            "n_untreated_observed": 43
          },
          "checks": {
            "scalar_vs_treated_cell_average": 1.3877787807814457e-17,
            "native_scalar_vs_unweighted_matrix_average": 0.0
          },
          "native_matrix_att": -0.08627297680878764,
          "matrix_preparation": {
            "source_rows": 261,
            "matrix_shape": [
              17,
              4
            ],
            "observed_cells": 65,
            "missing_cells": 3,
            "repeated_cells": 52,
            "minimum_cell_count": 1,
            "maximum_cell_count": 11,
            "observation_mass": 261.0,
            "treated_observation_mass": 115.0,
            "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": 0.00043904222548007965,
          "crabbymetrics": "0.9.1",
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          },
          "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",
          "status": "unidentified",
          "reason": "ValueError: ridge cohort 2, period 2: no donor/pre-period overlap for observed treated outcomes",
          "parameters": {
            "penalty": 1.0
          },
          "crabbymetrics_build": {
            "source_commit": "cb3fcc0e8664cdbb6848d3998ddc4365d65740dc",
            "extension_sha256": "3e1dd2e2bd6d38612b9200b15094fc37138cd002749f8b31148d6265fc533cbd"
          }
        },
        {
          "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)": 0.1606615496153213,
        "SE": 0.2302547890410383,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.05355033954285865,
        "SE": 0.27569369083496126,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.01715326985649418,
        "SE": 0.2778396402640654,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.08054578016886683,
        "SE": 0.317077026750425,
        "Aggregation": "observations",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID",
        "Estimate (SDs)": -0.1352137192589618,
        "SE": 0.26436227097059717,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (treated cells)",
        "Estimate (SDs)": -0.11987903440231226,
        "SE": 0.24698005268993276,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "SDID",
        "Estimate (SDs)": -0.22115687715404414,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Matrix completion",
        "Estimate (SDs)": -0.1229722460551683,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": ""
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Horizontal ridge",
        "Estimate (SDs)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unidentified",
        "Note": "ValueError: ridge cohort 2, period 2: no donor/pre-period overlap for observed treated outcomes"
      },
      {
        "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": "9c8cc9bb42c9d4eb4f48bfa0a6ee09498fe83516d08aa9f26a49c21c4686618a",
      "mtgpax_worker.py": "7279b1b2aaa3f5909cd39ac1964d2e9c75907219011fe661a015511131affa85",
      "csdid_general.py": "07619c3b3dfee796ae9e4842afdbc6e367a74cece254ede73f7c403dfc924f6d",
      "runner.py": "3d6f87d28c1a24f0efe21b6d9b06d77866b0d16abcfdaaaef47465cc9cc1078e",
      "matrix_inputs.py": "3f675276f9022147996dd5b62762721be2dd436d5db171491a286b05628176ae",
      "csdid_model.py": "b9fd5536d4886e99a707d2b162db5b11da3ff463930eca5b7590d27500096a3f",
      "multisynth_model.R": "3ae0740c5b75b14f563dacc9961688e8286655866a6b435045a3ef6f453c1604",
      "csdid_streaming.py": "378198e98c44bd46862601bdcb514b19d9ea4038cddc38dad7fdba9b0aa0216b",
      "multisynth_sparse.R": "f9ab3d8d7f7b52a79ccd694c7173f626276a0830f23bb79e527c88c0f0292540",
      "matrix_models.py": "2fddc228b899ed1c806fd1bd7feef84c5164b4c9d472d0218d2f1491a47a302b",
      "csdid_aggregations.py": "cbed0fb13450d9398f9a59d53dbfdf8e275a74daa01158c38c0f3396a3e8c6ee",
      "bootstrap_matrix.py": "a55b171313d43a703063c87e668021b75eb3153fa30795b9ae3d9e2721d9b9d0",
      "eligibility.py": "f0eb686ff3f13e89c8f3d85f49890601c4a7f9a611a2938753be599b8ceac9a6"
    },
    "scalar_ranges": [
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Static TWFE",
        "Estimate (SDs)": 0.1606615496153213,
        "SE": 0.2302547890410383,
        "Aggregation": "Coefficient",
        "Event study": "No",
        "Status": "estimated",
        "Note": "",
        "lower": -0.32745679784384785,
        "upper": 0.6487798970744905,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Dynamic TWFE",
        "Estimate (SDs)": 0.05355033954285865,
        "SE": 0.27569369083496126,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.5308941766200419,
        "upper": 0.6379948557057593,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "BJS / did2s",
        "Estimate (SDs)": 0.01715326985649418,
        "SE": 0.2778396402640654,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.571840455873025,
        "upper": 0.6061469955860135,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "Sun\u2013Abraham",
        "Estimate (SDs)": -0.08054578016886683,
        "SE": 0.317077026750425,
        "Aggregation": "Treated cells",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.7527190494384123,
        "upper": 0.5916274891006786,
        "ci_level": 0.95,
        "inference": "Configured-cluster regression interval"
      },
      {
        "Outcome / treatment": "y__d",
        "Estimator": "CS-DID (equal event-time)",
        "Estimate (SDs)": -0.1352137192589618,
        "SE": 0.26436227097059717,
        "Aggregation": "Equal post-event times",
        "Event study": "Yes",
        "Status": "estimated",
        "Note": "",
        "lower": -0.6533542492325508,
        "upper": 0.38292681071462725,
        "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)": -0.11987903440231226,
        "SE": 0.24698005268993276,
        "Aggregation": "Treated cells",
        "Event study": "Same CS-DID path",
        "Status": "estimated",
        "Note": "",
        "lower": -0.6039510425743854,
        "upper": 0.3641929737697608,
        "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)": -0.22115687715404414,
        "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)": -0.1229722460551683,
        "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)": null,
        "SE": null,
        "Aggregation": "Treated cells",
        "Event study": "No",
        "Status": "unidentified",
        "Note": "ValueError: ridge cohort 2, period 2: no donor/pre-period overlap for observed treated outcomes",
        "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": 1791602687.634419,
  "scalar_ranges": [
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Static TWFE",
      "Estimate (SDs)": 0.1606615496153213,
      "SE": 0.2302547890410383,
      "Aggregation": "Coefficient",
      "Event study": "No",
      "Status": "estimated",
      "Note": "",
      "lower": -0.32745679784384785,
      "upper": 0.6487798970744905,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Dynamic TWFE",
      "Estimate (SDs)": 0.05355033954285865,
      "SE": 0.27569369083496126,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.5308941766200419,
      "upper": 0.6379948557057593,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "BJS / did2s",
      "Estimate (SDs)": 0.01715326985649418,
      "SE": 0.2778396402640654,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.571840455873025,
      "upper": 0.6061469955860135,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "Sun\u2013Abraham",
      "Estimate (SDs)": -0.08054578016886683,
      "SE": 0.317077026750425,
      "Aggregation": "Treated cells",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.7527190494384123,
      "upper": 0.5916274891006786,
      "ci_level": 0.95,
      "inference": "Configured-cluster regression interval"
    },
    {
      "Outcome / treatment": "y__d",
      "Estimator": "CS-DID (equal event-time)",
      "Estimate (SDs)": -0.1352137192589618,
      "SE": 0.26436227097059717,
      "Aggregation": "Equal post-event times",
      "Event study": "Yes",
      "Status": "estimated",
      "Note": "",
      "lower": -0.6533542492325508,
      "upper": 0.38292681071462725,
      "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)": -0.11987903440231226,
      "SE": 0.24698005268993276,
      "Aggregation": "Treated cells",
      "Event study": "Same CS-DID path",
      "Status": "estimated",
      "Note": "",
      "lower": -0.6039510425743854,
      "upper": 0.3641929737697608,
      "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)": -0.22115687715404414,
      "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)": -0.1229722460551683,
      "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)": null,
      "SE": null,
      "Aggregation": "Treated cells",
      "Event study": "No",
      "Status": "unidentified",
      "Note": "ValueError: ridge cohort 2, period 2: no donor/pre-period overlap for observed treated outcomes",
      "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"
    }
  ]
}
