{
 "meta": {
  "generated_at": "2026-09-16T22:43:08.283932+00:00",
  "scoring_version": "favorable-response-v2",
  "end_year": "2025-26",
  "survey_years": [
   "2021-22",
   "2022-23"
  ],
  "controls": [
   "utilization_permanent_pct",
   "school_grade_letter_index",
   "log_enrollment",
   "level dummies"
  ],
  "followup_years": {
   "2021-22": 4,
   "2022-23": 3
  },
  "cohort_comparison_note": "Total log changes over different follow-up durations, with the same endpoint and overlapping schools; not independent replications of an identical horizon.",
  "year_to_year_correlation_note": "Descriptive stability; does not identify measurement reliability or explain the difference between coefficients.",
  "universe": "district-run schools, active, with October membership in both years and all controls",
  "utilization_basis": {
   "2021-22": "October 2021-22 headcount \u00f7 2022-23 permanent capacity (first FISH report) \u00d7 100",
   "2022-23": "served utilization_permanent_pct for 2022-23"
  },
  "multiple_testing": {
   "family_size": 12,
   "method": "Holm step-down over all predictor \u00d7 cohort tests",
   "survive_05": [
    "survey_parents_recommend 2021-22",
    "survey_students_recommend 2021-22",
    "survey_parents_teaching 2021-22",
    "survey_students_safety 2021-22",
    "survey_staff_leadership 2021-22",
    "survey_students_recommend 2022-23",
    "survey_staff_leadership 2022-23"
   ]
  }
 },
 "by_survey_year": {
  "2021-22": {
   "n_controls_only": 305,
   "funnel": {
    "schools_with_any_metric_row_in_survey_year": 527,
    "with_survey_year_membership": 504,
    "with_any_survey_predictor": 462,
    "with_end_year_membership": 488,
    "dropped_no_end_year_membership_closed_or_merged": 16,
    "district_run_active": 341,
    "with_membership_both_years": 341,
    "with_utilization_permanent_pct": 315,
    "with_school_grade_letter_index": 305,
    "with_log_enrollment": 305
   },
   "predictors": {
    "survey_parents_recommend": {
     "n": 256,
     "coef_per_pp": 0.00553,
     "se": 0.00104,
     "t": 5.296,
     "p": 2.630081286092434e-07,
     "median_respondents_per_school": 52.0,
     "ci95_per_pp": [
      0.00348,
      0.00757
     ],
     "effect_of_1sd_in_pct_enrollment": 6.936,
     "predictor_sd_pp": 12.13,
     "r2_controls": 0.0615,
     "r2_with_predictor": 0.1575,
     "partial_r2": 0.1023,
     "raw_pearson_r": 0.3145,
     "raw_p": 2.760542511965067e-07,
     "p_holm": 3.1560975433109206e-06,
     "survives_holm_05": true
    },
    "survey_students_recommend": {
     "n": 298,
     "coef_per_pp": 0.00401,
     "se": 0.00111,
     "t": 3.619,
     "p": 0.00034889071407451233,
     "median_respondents_per_school": 191.5,
     "ci95_per_pp": [
      0.00184,
      0.00618
     ],
     "effect_of_1sd_in_pct_enrollment": 5.94,
     "predictor_sd_pp": 14.38,
     "r2_controls": 0.0875,
     "r2_with_predictor": 0.1273,
     "partial_r2": 0.0437,
     "raw_pearson_r": 0.2123,
     "raw_p": 0.00022247586937777504,
     "p_holm": 0.003140016426670611,
     "survives_holm_05": true
    },
    "survey_parents_teaching": {
     "n": 256,
     "coef_per_pp": 0.00822,
     "se": 0.0016,
     "t": 5.142,
     "p": 5.556912425763727e-07,
     "median_respondents_per_school": 52.0,
     "ci95_per_pp": [
      0.00508,
      0.01135
     ],
     "effect_of_1sd_in_pct_enrollment": 7.48,
     "predictor_sd_pp": 8.78,
     "r2_controls": 0.0615,
     "r2_with_predictor": 0.1526,
     "partial_r2": 0.097,
     "raw_pearson_r": 0.2839,
     "raw_p": 3.923017993582861e-06,
     "p_holm": 6.1126036683401e-06,
     "survives_holm_05": true
    },
    "survey_students_safety": {
     "n": 298,
     "coef_per_pp": 0.00324,
     "se": 0.00105,
     "t": 3.092,
     "p": 0.0021864596823626403,
     "median_respondents_per_school": 191.5,
     "ci95_per_pp": [
      0.00119,
      0.00529
     ],
     "effect_of_1sd_in_pct_enrollment": 5.311,
     "predictor_sd_pp": 15.97,
     "r2_controls": 0.0875,
     "r2_with_predictor": 0.1169,
     "partial_r2": 0.0322,
     "raw_pearson_r": 0.2265,
     "raw_p": 7.965392847014977e-05,
     "p_holm": 0.017491677458901123,
     "survives_holm_05": true
    },
    "survey_students_teaching": {
     "n": 298,
     "coef_per_pp": 0.00304,
     "se": 0.00196,
     "t": 1.549,
     "p": 0.1224070220789717,
     "median_respondents_per_school": 191.5,
     "ci95_per_pp": [
      -0.00081,
      0.00689
     ],
     "effect_of_1sd_in_pct_enrollment": 3.39,
     "predictor_sd_pp": 10.96,
     "r2_controls": 0.0875,
     "r2_with_predictor": 0.0951,
     "partial_r2": 0.0083,
     "raw_pearson_r": 0.1294,
     "raw_p": 0.025525462097257177,
     "p_holm": 0.39653074945727695,
     "survives_holm_05": false
    },
    "survey_staff_leadership": {
     "n": 301,
     "coef_per_pp": 0.00247,
     "se": 0.00089,
     "t": 2.767,
     "p": 0.006028427686446403,
     "median_respondents_per_school": 32.0,
     "ci95_per_pp": [
      0.00072,
      0.00421
     ],
     "effect_of_1sd_in_pct_enrollment": 3.476,
     "predictor_sd_pp": 13.86,
     "r2_controls": 0.0832,
     "r2_with_predictor": 0.1068,
     "partial_r2": 0.0257,
     "raw_pearson_r": 0.1576,
     "raw_p": 0.00615705091191661,
     "p_holm": 0.036170566118678416,
     "survives_holm_05": true
    }
   },
   "controls_only": {
    "r2": 0.0859,
    "n": 305,
    "coef": {
     "intercept": 0.13237,
     "utilization_permanent_pct": -0.00018,
     "school_grade_letter_index": 0.02628,
     "log_enrollment": -0.02844
    },
    "se": {
     "intercept": 0.20747,
     "utilization_permanent_pct": 0.0007,
     "school_grade_letter_index": 0.01552,
     "log_enrollment": 0.03157
    }
   }
  },
  "2022-23": {
   "n_controls_only": 306,
   "funnel": {
    "schools_with_any_metric_row_in_survey_year": 525,
    "with_survey_year_membership": 515,
    "with_any_survey_predictor": 452,
    "with_end_year_membership": 500,
    "dropped_no_end_year_membership_closed_or_merged": 15,
    "district_run_active": 341,
    "with_membership_both_years": 341,
    "with_utilization_permanent_pct": 315,
    "with_school_grade_letter_index": 306,
    "with_log_enrollment": 306
   },
   "predictors": {
    "survey_parents_recommend": {
     "n": 265,
     "coef_per_pp": 0.00197,
     "se": 0.00124,
     "t": 1.592,
     "p": 0.1125197164497489,
     "median_respondents_per_school": 55.0,
     "ci95_per_pp": [
      -0.00045,
      0.00439
     ],
     "effect_of_1sd_in_pct_enrollment": 2.003,
     "predictor_sd_pp": 10.07,
     "r2_controls": 0.1069,
     "r2_with_predictor": 0.1157,
     "partial_r2": 0.0099,
     "raw_pearson_r": 0.0822,
     "raw_p": 0.18230002893740682,
     "p_holm": 0.39653074945727695,
     "survives_holm_05": false
    },
    "survey_students_recommend": {
     "n": 289,
     "coef_per_pp": 0.00342,
     "se": 0.00091,
     "t": 3.763,
     "p": 0.0002049810009454589,
     "median_respondents_per_school": 158.0,
     "ci95_per_pp": [
      0.00164,
      0.00521
     ],
     "effect_of_1sd_in_pct_enrollment": 5.289,
     "predictor_sd_pp": 15.05,
     "r2_controls": 0.1253,
     "r2_with_predictor": 0.1677,
     "partial_r2": 0.0485,
     "raw_pearson_r": 0.2255,
     "raw_p": 0.00010993949685665341,
     "p_holm": 0.002049810009454589,
     "survives_holm_05": true
    },
    "survey_parents_teaching": {
     "n": 265,
     "coef_per_pp": 0.002,
     "se": 0.00156,
     "t": 1.278,
     "p": 0.20254555414856923,
     "median_respondents_per_school": 55.0,
     "ci95_per_pp": [
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      0.00506
     ],
     "effect_of_1sd_in_pct_enrollment": 1.734,
     "predictor_sd_pp": 8.62,
     "r2_controls": 0.1069,
     "r2_with_predictor": 0.1126,
     "partial_r2": 0.0064,
     "raw_pearson_r": 0.0274,
     "raw_p": 0.6564492007956537,
     "p_holm": 0.39653074945727695,
     "survives_holm_05": false
    },
    "survey_students_safety": {
     "n": 289,
     "coef_per_pp": 0.00229,
     "se": 0.00092,
     "t": 2.49,
     "p": 0.013354905169843168,
     "median_respondents_per_school": 158.0,
     "ci95_per_pp": [
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     ],
     "effect_of_1sd_in_pct_enrollment": 3.845,
     "predictor_sd_pp": 16.46,
     "r2_controls": 0.1253,
     "r2_with_predictor": 0.1444,
     "partial_r2": 0.0218,
     "raw_pearson_r": 0.204,
     "raw_p": 0.0004835040851640803,
     "p_holm": 0.06677452584921584,
     "survives_holm_05": false
    },
    "survey_students_teaching": {
     "n": 289,
     "coef_per_pp": 0.00237,
     "se": 0.00144,
     "t": 1.655,
     "p": 0.09913268736431924,
     "median_respondents_per_school": 158.0,
     "ci95_per_pp": [
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     ],
     "effect_of_1sd_in_pct_enrollment": 2.861,
     "predictor_sd_pp": 11.88,
     "r2_controls": 0.1253,
     "r2_with_predictor": 0.1339,
     "partial_r2": 0.0098,
     "raw_pearson_r": 0.103,
     "raw_p": 0.08048306415539133,
     "p_holm": 0.39653074945727695,
     "survives_holm_05": false
    },
    "survey_staff_leadership": {
     "n": 298,
     "coef_per_pp": 0.00278,
     "se": 0.00095,
     "t": 2.93,
     "p": 0.0036657696578581422,
     "median_respondents_per_school": 34.0,
     "ci95_per_pp": [
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     ],
     "effect_of_1sd_in_pct_enrollment": 3.161,
     "predictor_sd_pp": 11.19,
     "r2_controls": 0.1192,
     "r2_with_predictor": 0.1448,
     "partial_r2": 0.029,
     "raw_pearson_r": 0.1632,
     "raw_p": 0.004749784109382496,
     "p_holm": 0.025660387605006996,
     "survives_holm_05": true
    }
   },
   "controls_only": {
    "r2": 0.1097,
    "n": 306,
    "coef": {
     "intercept": -0.04081,
     "utilization_permanent_pct": 0.00086,
     "school_grade_letter_index": 0.0111,
     "log_enrollment": -0.00596
    },
    "se": {
     "intercept": 0.17406,
     "utilization_permanent_pct": 0.00058,
     "school_grade_letter_index": 0.01238,
     "log_enrollment": 0.02613
    }
   }
  }
 },
 "common_schools": {
  "years": [
   "2021-22",
   "2022-23"
  ],
  "n_boot": 2000,
  "predictors": {
   "survey_parents_recommend": {
    "n_common": 242,
    "n_published": [
     256,
     265
    ],
    "2021-22": {
     "coef_per_pp": 0.00644,
     "se": 0.0011,
     "t": 5.842,
     "effect_of_1sd_in_pct_enrollment": 7.132
    },
    "2022-23": {
     "coef_per_pp": 0.00319,
     "se": 0.0011,
     "t": 2.89,
     "effect_of_1sd_in_pct_enrollment": 3.47
    },
    "difference_per_pp": -0.00325,
    "difference_ci95_bootstrap": [
     -0.00564,
     -0.00097
    ],
    "difference_p_bootstrap": 0.003,
    "ratio_second_to_first": 0.495,
    "year_to_year_pearson_r": 0.6016,
    "predictor_sd_pooled_pp": 10.7,
    "median_respondents_per_school": [
     54.0,
     58.0
    ]
   },
   "survey_students_recommend": {
    "n_common": 283,
    "n_published": [
     298,
     289
    ],
    "2021-22": {
     "coef_per_pp": 0.0042,
     "se": 0.00113,
     "t": 3.702,
     "effect_of_1sd_in_pct_enrollment": 6.37
    },
    "2022-23": {
     "coef_per_pp": 0.00367,
     "se": 0.00095,
     "t": 3.86,
     "effect_of_1sd_in_pct_enrollment": 5.54
    },
    "difference_per_pp": -0.00053,
    "difference_ci95_bootstrap": [
     -0.00253,
     0.00148
    ],
    "difference_p_bootstrap": 0.514,
    "ratio_second_to_first": 0.873,
    "year_to_year_pearson_r": 0.8265,
    "predictor_sd_pooled_pp": 14.71,
    "median_respondents_per_school": [
     192.0,
     160.0
    ]
   },
   "survey_parents_teaching": {
    "n_common": 242,
    "n_published": [
     256,
     265
    ],
    "2021-22": {
     "coef_per_pp": 0.00829,
     "se": 0.00166,
     "t": 4.983,
     "effect_of_1sd_in_pct_enrollment": 7.346
    },
    "2022-23": {
     "coef_per_pp": 0.00347,
     "se": 0.0014,
     "t": 2.47,
     "effect_of_1sd_in_pct_enrollment": 3.008
    },
    "difference_per_pp": -0.00482,
    "difference_ci95_bootstrap": [
     -0.00812,
     -0.00191
    ],
    "difference_p_bootstrap": 0.0,
    "ratio_second_to_first": 0.418,
    "year_to_year_pearson_r": 0.6821,
    "predictor_sd_pooled_pp": 8.55,
    "median_respondents_per_school": [
     54.0,
     58.0
    ]
   },
   "survey_students_safety": {
    "n_common": 283,
    "n_published": [
     298,
     289
    ],
    "2021-22": {
     "coef_per_pp": 0.00356,
     "se": 0.00109,
     "t": 3.253,
     "effect_of_1sd_in_pct_enrollment": 5.919
    },
    "2022-23": {
     "coef_per_pp": 0.00245,
     "se": 0.00095,
     "t": 2.585,
     "effect_of_1sd_in_pct_enrollment": 4.034
    },
    "difference_per_pp": -0.00111,
    "difference_ci95_bootstrap": [
     -0.00316,
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    ],
    "difference_p_bootstrap": 0.404,
    "ratio_second_to_first": 0.688,
    "year_to_year_pearson_r": 0.8773,
    "predictor_sd_pooled_pp": 16.18,
    "median_respondents_per_school": [
     192.0,
     160.0
    ]
   },
   "survey_students_teaching": {
    "n_common": 283,
    "n_published": [
     298,
     289
    ],
    "2021-22": {
     "coef_per_pp": 0.00351,
     "se": 0.00205,
     "t": 1.715,
     "effect_of_1sd_in_pct_enrollment": 4.096
    },
    "2022-23": {
     "coef_per_pp": 0.00259,
     "se": 0.0015,
     "t": 1.721,
     "effect_of_1sd_in_pct_enrollment": 3.002
    },
    "difference_per_pp": -0.00092,
    "difference_ci95_bootstrap": [
     -0.00415,
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    ],
    "difference_p_bootstrap": 0.672,
    "ratio_second_to_first": 0.737,
    "year_to_year_pearson_r": 0.8548,
    "predictor_sd_pooled_pp": 11.43,
    "median_respondents_per_school": [
     192.0,
     160.0
    ]
   },
   "survey_staff_leadership": {
    "n_common": 294,
    "n_published": [
     301,
     298
    ],
    "2021-22": {
     "coef_per_pp": 0.00264,
     "se": 0.00089,
     "t": 2.954,
     "effect_of_1sd_in_pct_enrollment": 3.385
    },
    "2022-23": {
     "coef_per_pp": 0.00261,
     "se": 0.00095,
     "t": 2.748,
     "effect_of_1sd_in_pct_enrollment": 3.343
    },
    "difference_per_pp": -3e-05,
    "difference_ci95_bootstrap": [
     -0.00213,
     0.00226
    ],
    "difference_p_bootstrap": 0.966,
    "ratio_second_to_first": 0.988,
    "year_to_year_pearson_r": 0.5958,
    "predictor_sd_pooled_pp": 12.62,
    "median_respondents_per_school": [
     32.0,
     34.0
    ]
   }
  }
 },
 "coverage": {
  "active_schools": {
   "district": 385,
   "charter": 157
  },
  "active_regular": {
   "district": 322,
   "charter": 140
  },
  "students_universe": {
   "year": "2024-25",
   "note": "active REGULAR schools with October membership in grades 4-12",
   "eligible": {
    "district": 314,
    "charter": 130
   },
   "with_students_safety": {
    "district": 310,
    "charter": 76
   }
  },
  "by_respondent_year": [
   {
    "respondent": "parents",
    "year": "2018-19",
    "sector": "district",
    "with_value": 331,
    "with_value_active": 316,
    "cells": 336
   },
   {
    "respondent": "parents",
    "year": "2018-19",
    "sector": "charter",
    "with_value": 107,
    "with_value_active": 95,
    "cells": 110
   },
   {
    "respondent": "parents",
    "year": "2020-21",
    "sector": "district",
    "with_value": 268,
    "with_value_active": 263,
    "cells": 335
   },
   {
    "respondent": "parents",
    "year": "2020-21",
    "sector": "charter",
    "with_value": 66,
    "with_value_active": 63,
    "cells": 111
   },
   {
    "respondent": "parents",
    "year": "2021-22",
    "sector": "district",
    "with_value": 277,
    "with_value_active": 271,
    "cells": 336
   },
   {
    "respondent": "parents",
    "year": "2021-22",
    "sector": "charter",
    "with_value": 59,
    "with_value_active": 57,
    "cells": 103
   },
   {
    "respondent": "parents",
    "year": "2022-23",
    "sector": "district",
    "with_value": 287,
    "with_value_active": 279,
    "cells": 322
   },
   {
    "respondent": "parents",
    "year": "2022-23",
    "sector": "charter",
    "with_value": 81,
    "with_value_active": 78,
    "cells": 105
   },
   {
    "respondent": "parents",
    "year": "2023-24",
    "sector": "district",
    "with_value": 282,
    "with_value_active": 276,
    "cells": 341
   },
   {
    "respondent": "parents",
    "year": "2023-24",
    "sector": "charter",
    "with_value": 57,
    "with_value_active": 57,
    "cells": 119
   },
   {
    "respondent": "parents",
    "year": "2024-25",
    "sector": "district",
    "with_value": 289,
    "with_value_active": 281,
    "cells": 344
   },
   {
    "respondent": "parents",
    "year": "2024-25",
    "sector": "charter",
    "with_value": 67,
    "with_value_active": 64,
    "cells": 138
   },
   {
    "respondent": "staff",
    "year": "2019-20",
    "sector": "district",
    "with_value": 321,
    "with_value_active": 308,
    "cells": 337
   },
   {
    "respondent": "staff",
    "year": "2019-20",
    "sector": "charter",
    "with_value": 78,
    "with_value_active": 72,
    "cells": 108
   },
   {
    "respondent": "staff",
    "year": "2020-21",
    "sector": "district",
    "with_value": 337,
    "with_value_active": 323,
    "cells": 355
   },
   {
    "respondent": "staff",
    "year": "2020-21",
    "sector": "charter",
    "with_value": 81,
    "with_value_active": 77,
    "cells": 106
   },
   {
    "respondent": "staff",
    "year": "2021-22",
    "sector": "district",
    "with_value": 345,
    "with_value_active": 333,
    "cells": 364
   },
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}