{
 "dataset": "Business Buyer School Recession Resistance Dataset 2026",
 "version": "2026.1",
 "publisher": "Business Buyer School",
 "note": "Generated from business-buyer-school-recession-resistance-2026.csv without changing any value. Empty cells are null.",
 "rows": [
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   "recession_resistance_score_model_A": 87.2,
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   "covid_recovery_source": "QCEW_monthly",
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   "covid_establishment_drawdown_pct": 0.0,
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   "sector_benchmark_gr_employment_drawdown_pct": -10.91,
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   "universe_benchmark_gr_employment_drawdown_pct": -7.93,
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   "naics_version": "2017 (BDS); QCEW 2017 vintage 2018-2021, 2022 vintage only where 1:1",
   "source_version": "BDS 2023 release; BLS QCEW as downloaded 2026-10-04",
   "calculation_version": "recession-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-04"
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   "covid_series_spliced_across_naics_2022": false,
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   "source_version": "BDS 2023 release; BLS QCEW as downloaded 2026-10-04",
   "calculation_version": "recession-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-04"
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   "confidence": "Medium",
   "confidence_basis": "min establishments >=1,000 and min employment >=10,000",
   "recession_resistance_score_model_A": 86.1,
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   "source_version": "BDS 2023 release; BLS QCEW as downloaded 2026-10-04",
   "calculation_version": "recession-score-v1",
   "package_version": "2026.1",
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   "source_version": "BDS 2023 release; BLS QCEW as downloaded 2026-10-04",
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   "package_version": "2026.1",
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   "source_version": "BDS 2023 release; BLS QCEW as downloaded 2026-10-04",
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   "covid_recovery_source": "QCEW_monthly",
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   "score_B_drawdown_heavy": 59.1,
   "score_C_recovery_heavy": 50.4,
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   "rank_B_drawdown_heavy": null,
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   "rank_D_equal_weights": null,
   "rank_E_employment_only": null,
   "rank_F_zscore_winsorised": null,
   "rank_range_across_models": null,
   "stability_class": null,
   "share_of_weight_draws_in_top_quartile": null,
   "comp_gr_employment_drawdown_pctile": 76.5,
   "comp_gr_establishment_drawdown_pctile": 90.7,
   "comp_gr_recovery_pctile": 67.2,
   "comp_covid_employment_drawdown_pctile": 20.2,
   "comp_covid_establishment_drawdown_pctile": 70.2,
   "comp_covid_recovery_pctile": 29.8,
   "comp_volatility_pctile": 5.6,
   "gr_employment_2007_bds": 17853.0,
   "gr_employment_trough_bds": 17300.0,
   "gr_employment_trough_year": 2012.0,
   "gr_employment_drawdown_pct": -3.1,
   "gr_employment_recovery_year": 2013.0,
   "gr_employment_recovery_years_from_2007": 6.0,
   "gr_employment_recovery_status": "recovered",
   "gr_establishments_2007_bds": 2804.0,
   "gr_establishments_trough_bds": 2812.0,
   "gr_establishment_drawdown_pct": 0.0,
   "gr_establishment_recovery_year": 2007.0,
   "gr_establishment_recovery_status": "no decline observed",
   "covid_employment_baseline_2019_qcew_avg": 29293.0,
   "covid_employment_trough_qcew": 20846.0,
   "covid_employment_trough_month": "2021-01",
   "covid_employment_drawdown_pct": -28.84,
   "covid_employment_recovery_month": "2022-08",
   "covid_employment_recovery_months_from_mar2020": 29.0,
   "covid_employment_recovery_status": "recovered",
   "covid_recovery_source": "QCEW_monthly",
   "covid_series_spliced_across_naics_2022": true,
   "covid_establishment_drawdown_pct": 0.0,
   "covid_establishment_recovery_months_from_2020q1": 0.0,
   "employment_volatility_sd_pct_1991_2019_ex_gr_window": 7.79,
   "employment_cagr_2002_2007_pct": 3.2,
   "employment_cagr_2014_2019_pct": 3.02,
   "employment_change_2007_2023_pct": 52.8,
   "sector_benchmark_gr_employment_drawdown_pct": null,
   "sector_benchmark_covid_employment_drawdown_pct": null,
   "total_private_benchmark_gr_employment_drawdown_pct": -7.09,
   "total_private_benchmark_covid_employment_drawdown_pct": -16.26,
   "universe_benchmark_gr_employment_drawdown_pct": -7.93,
   "universe_benchmark_covid_employment_drawdown_pct": -19.9,
   "flags": null,
   "source_years": "Great Recession: BDS 2007-2023 (March); COVID: BLS QCEW monthly 2019-2021 (2022-2025 where 1:1 NAICS) ; volatility BDS 1991-2019",
   "naics_version": "2017 (BDS); QCEW 2017 vintage 2018-2021, 2022 vintage only where 1:1",
   "source_version": "BDS 2023 release; BLS QCEW as downloaded 2026-10-04",
   "calculation_version": "recession-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-04"
  },
  {
   "rank": null,
   "ranking_status": "unranked: low confidence (not comparable with ranked industries)",
   "naics_4": "7213",
   "official_industry_name": "Rooming and Boarding Houses, Dormitories, and Workers' Camps",
   "buyer_school_industry_note": null,
   "parent_sector": "Accommodation and Food Services",
   "confidence": "Low",
   "confidence_basis": "passes 500/5,000 floor only",
   "recession_resistance_score_model_A": 42.8,
   "score_B_drawdown_heavy": 42.0,
   "score_C_recovery_heavy": 41.4,
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   "rank_F_zscore_winsorised": null,
   "rank_range_across_models": null,
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   "share_of_weight_draws_in_top_quartile": null,
   "comp_gr_employment_drawdown_pctile": 67.2,
   "comp_gr_establishment_drawdown_pctile": 63.2,
   "comp_gr_recovery_pctile": 74.2,
   "comp_covid_employment_drawdown_pctile": 17.5,
   "comp_covid_establishment_drawdown_pctile": 4.3,
   "comp_covid_recovery_pctile": 11.3,
   "comp_volatility_pctile": 5.6,
   "gr_employment_2007_bds": 10985.0,
   "gr_employment_trough_bds": 10416.0,
   "gr_employment_trough_year": 2009.0,
   "gr_employment_drawdown_pct": -5.18,
   "gr_employment_recovery_year": 2012.0,
   "gr_employment_recovery_years_from_2007": 5.0,
   "gr_employment_recovery_status": "recovered",
   "gr_establishments_2007_bds": 2066.0,
   "gr_establishments_trough_bds": 1975.0,
   "gr_establishment_drawdown_pct": -4.4,
   "gr_establishment_recovery_year": null,
   "gr_establishment_recovery_status": "not recovered during observation period",
   "covid_employment_baseline_2019_qcew_avg": 11760.0,
   "covid_employment_trough_qcew": 7824.0,
   "covid_employment_trough_month": "2020-05",
   "covid_employment_drawdown_pct": -33.47,
   "covid_employment_recovery_month": null,
   "covid_employment_recovery_months_from_mar2020": null,
   "covid_employment_recovery_status": "not recovered during observation period",
   "covid_recovery_source": "QCEW_monthly",
   "covid_series_spliced_across_naics_2022": true,
   "covid_establishment_drawdown_pct": -6.85,
   "covid_establishment_recovery_months_from_2020q1": null,
   "employment_volatility_sd_pct_1991_2019_ex_gr_window": 7.57,
   "employment_cagr_2002_2007_pct": -2.96,
   "employment_cagr_2014_2019_pct": -4.11,
   "employment_change_2007_2023_pct": -10.9,
   "sector_benchmark_gr_employment_drawdown_pct": null,
   "sector_benchmark_covid_employment_drawdown_pct": null,
   "total_private_benchmark_gr_employment_drawdown_pct": -7.09,
   "total_private_benchmark_covid_employment_drawdown_pct": -16.26,
   "universe_benchmark_gr_employment_drawdown_pct": -7.93,
   "universe_benchmark_covid_employment_drawdown_pct": -19.9,
   "flags": null,
   "source_years": "Great Recession: BDS 2007-2023 (March); COVID: BLS QCEW monthly 2019-2021 (2022-2025 where 1:1 NAICS) ; volatility BDS 1991-2019",
   "naics_version": "2017 (BDS); QCEW 2017 vintage 2018-2021, 2022 vintage only where 1:1",
   "source_version": "BDS 2023 release; BLS QCEW as downloaded 2026-10-04",
   "calculation_version": "recession-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-04"
  }
 ]
}
