{
 "dataset": "Business Buyer School Establishment Durability Dataset 2026",
 "version": "2026.1",
 "publisher": "Business Buyer School",
 "note": "Generated from business-buyer-school-establishment-durability-2026.csv without changing any value. Empty cells are null.",
 "rows": [
  {
   "rank": 1.0,
   "ranking_status": "ranked",
   "naics_4": "3321",
   "official_industry_name": "Forging and Stamping",
   "parent_sector": "Manufacturing",
   "confidence": "Medium",
   "confidence_basis": "min establishments >=1,000 and min employment >=10,000",
   "durability_score_model_A": 97.1,
   "score_B_exit_heavy": 97.5,
   "score_C_firm_job_heavy": 97.1,
   "score_D_equal": 96.2,
   "score_E_exit_rates_only": 96.8,
   "rank_B_exit_heavy": 1.0,
   "rank_C_firm_job_heavy": 1.0,
   "rank_D_equal": 1.0,
   "rank_E_exit_rates_only": 1.0,
   "rank_F_zscore_winsorised": 1.0,
   "rank_range_across_models": 0.0,
   "stability_class": "stable most durable quartile",
   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 98.7,
   "comp_firm_shutdown_pctile": 99.3,
   "comp_job_destruction_pctile": 94.7,
   "comp_exit_volatility_pctile": 92.1,
   "establishment_exit_rate_avg_2014_2023_pct": 4.6446,
   "establishment_exit_rate_avg_2019_2023_pct": 5.0886,
   "establishment_exit_rate_avg_2014_2019_pct": 4.1875,
   "establishment_exit_rate_avg_2004_2023_pct": 4.8407,
   "firm_shutdown_rate_avg_2014_2023_pct": 3.6919,
   "job_destruction_rate_avg_2014_2023_pct": 8.2876,
   "job_destruction_from_exits_rate_avg_2014_2023_pct": 1.76,
   "exit_rate_volatility_sd_2004_2023_pp": 0.7679,
   "establishment_entry_rate_avg_2014_2023_pct": 3.0821,
   "exit_rate_minus_total_private_pp": -4.4436,
   "establishments_2023": 1929.0,
   "employment_2023": 96432.0,
   "firms_2023": 1662.0,
   "employees_per_establishment_2023": 50.0,
   "establishments_exited_2014_2023_cumulative": 1027.0,
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   "flags": "large_firm_skew_40_75_emp_per_firm",
   "naics_version": "2017 (BDS vintage-consistent)",
   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
  {
   "rank": 2.0,
   "ranking_status": "ranked",
   "naics_4": "3339",
   "official_industry_name": "Other General Purpose Machinery Manufacturing",
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   "confidence": "High",
   "confidence_basis": "min establishments >=3,000 and min employment >=30,000 over 2007-2023",
   "durability_score_model_A": 95.1,
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   "score_C_firm_job_heavy": 96.3,
   "score_D_equal": 94.2,
   "score_E_exit_rates_only": 93.5,
   "rank_B_exit_heavy": 2.0,
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   "rank_D_equal": 2.0,
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   "rank_F_zscore_winsorised": 2.0,
   "rank_range_across_models": 4.0,
   "stability_class": "stable most durable quartile",
   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 95.4,
   "comp_firm_shutdown_pctile": 98.7,
   "comp_job_destruction_pctile": 98.0,
   "comp_exit_volatility_pctile": 84.8,
   "establishment_exit_rate_avg_2014_2023_pct": 5.1258,
   "establishment_exit_rate_avg_2019_2023_pct": 5.5388,
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   "establishment_exit_rate_avg_2004_2023_pct": 5.5597,
   "firm_shutdown_rate_avg_2014_2023_pct": 3.8884,
   "job_destruction_rate_avg_2014_2023_pct": 7.5723,
   "job_destruction_from_exits_rate_avg_2014_2023_pct": 1.7051,
   "exit_rate_volatility_sd_2004_2023_pp": 0.8773,
   "establishment_entry_rate_avg_2014_2023_pct": 4.7658,
   "exit_rate_minus_total_private_pp": -3.9624,
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   "naics_version": "2017 (BDS vintage-consistent)",
   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
  {
   "rank": 3.0,
   "ranking_status": "ranked",
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   "official_industry_name": "Electrical Equipment Manufacturing",
   "parent_sector": "Manufacturing",
   "confidence": "Medium",
   "confidence_basis": "min establishments >=1,000 and min employment >=10,000",
   "durability_score_model_A": 92.6,
   "score_B_exit_heavy": 91.2,
   "score_C_firm_job_heavy": 94.7,
   "score_D_equal": 93.7,
   "score_E_exit_rates_only": 86.3,
   "rank_B_exit_heavy": 8.0,
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   "rank_D_equal": 3.0,
   "rank_E_exit_rates_only": 15.0,
   "rank_F_zscore_winsorised": 7.0,
   "rank_range_across_models": 12.0,
   "stability_class": "stable most durable quartile",
   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 86.8,
   "comp_firm_shutdown_pctile": 97.4,
   "comp_job_destruction_pctile": 99.3,
   "comp_exit_volatility_pctile": 91.4,
   "establishment_exit_rate_avg_2014_2023_pct": 6.1784,
   "establishment_exit_rate_avg_2019_2023_pct": 6.5536,
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   "job_destruction_from_exits_rate_avg_2014_2023_pct": 1.8973,
   "exit_rate_volatility_sd_2004_2023_pp": 0.7744,
   "establishment_entry_rate_avg_2014_2023_pct": 4.5915,
   "exit_rate_minus_total_private_pp": -2.9098,
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   "flags": "large_firm_skew_40_75_emp_per_firm",
   "naics_version": "2017 (BDS vintage-consistent)",
   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
  {
   "rank": 4.0,
   "ranking_status": "ranked",
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   "official_industry_name": "Paint, Coating, and Adhesive Manufacturing",
   "parent_sector": "Manufacturing",
   "confidence": "Medium",
   "confidence_basis": "min establishments >=1,000 and min employment >=10,000",
   "durability_score_model_A": 92.0,
   "score_B_exit_heavy": 92.8,
   "score_C_firm_job_heavy": 93.6,
   "score_D_equal": 89.9,
   "score_E_exit_rates_only": 90.3,
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   "rank_C_firm_job_heavy": 4.0,
   "rank_D_equal": 4.0,
   "rank_E_exit_rates_only": 12.0,
   "rank_F_zscore_winsorised": 3.0,
   "rank_range_across_models": 9.0,
   "stability_class": "stable most durable quartile",
   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 94.0,
   "comp_firm_shutdown_pctile": 98.0,
   "comp_job_destruction_pctile": 95.4,
   "comp_exit_volatility_pctile": 72.2,
   "establishment_exit_rate_avg_2014_2023_pct": 5.3754,
   "establishment_exit_rate_avg_2019_2023_pct": 5.6454,
   "establishment_exit_rate_avg_2014_2019_pct": 5.179,
   "establishment_exit_rate_avg_2004_2023_pct": 5.8232,
   "firm_shutdown_rate_avg_2014_2023_pct": 4.2748,
   "job_destruction_rate_avg_2014_2023_pct": 8.2091,
   "job_destruction_from_exits_rate_avg_2014_2023_pct": 2.7548,
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   "establishment_entry_rate_avg_2014_2023_pct": 4.9324,
   "exit_rate_minus_total_private_pp": -3.7128,
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   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
  {
   "rank": 5.0,
   "ranking_status": "ranked",
   "naics_4": "4441",
   "official_industry_name": "Building Material and Supplies Dealers",
   "parent_sector": "Retail Trade",
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   "confidence_basis": "min establishments >=3,000 and min employment >=30,000 over 2007-2023",
   "durability_score_model_A": 90.7,
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   "score_E_exit_rates_only": 92.6,
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   "rank_E_exit_rates_only": 9.0,
   "rank_F_zscore_winsorised": 6.0,
   "rank_range_across_models": 4.0,
   "stability_class": "stable most durable quartile",
   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 96.0,
   "comp_firm_shutdown_pctile": 86.1,
   "comp_job_destruction_pctile": 100.0,
   "comp_exit_volatility_pctile": 71.5,
   "establishment_exit_rate_avg_2014_2023_pct": 4.8857,
   "establishment_exit_rate_avg_2019_2023_pct": 5.0674,
   "establishment_exit_rate_avg_2014_2019_pct": 4.7598,
   "establishment_exit_rate_avg_2004_2023_pct": 5.6986,
   "firm_shutdown_rate_avg_2014_2023_pct": 5.2925,
   "job_destruction_rate_avg_2014_2023_pct": 5.8084,
   "job_destruction_from_exits_rate_avg_2014_2023_pct": 1.2436,
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   "establishment_entry_rate_avg_2014_2023_pct": 4.494,
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   "flags": "2017to2022_many:1",
   "naics_version": "2017 (BDS vintage-consistent)",
   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
  {
   "rank": 6.0,
   "ranking_status": "ranked",
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   "official_industry_name": "Hardware, and Plumbing and Heating Equipment and Supplies Merchant Wholesalers",
   "parent_sector": "Wholesale Trade",
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   "confidence_basis": "min establishments >=3,000 and min employment >=30,000 over 2007-2023",
   "durability_score_model_A": 90.5,
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   "score_E_exit_rates_only": 94.0,
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   "rank_F_zscore_winsorised": 5.0,
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   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 97.4,
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   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
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   "rank": 7.0,
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   "official_industry_name": "Animal Food Manufacturing",
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   "durability_score_model_A": 90.0,
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   "score_E_exit_rates_only": 93.3,
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   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 99.3,
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   "comp_job_destruction_pctile": 86.8,
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   "establishment_exit_rate_avg_2014_2023_pct": 4.5443,
   "establishment_exit_rate_avg_2019_2023_pct": 4.7262,
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   "firm_shutdown_rate_avg_2014_2023_pct": 4.7122,
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   "establishment_entry_rate_avg_2014_2023_pct": 5.7677,
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   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
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   "official_industry_name": "Coating, Engraving, Heat Treating, and Allied Activities",
   "parent_sector": "Manufacturing",
   "confidence": "High",
   "confidence_basis": "min establishments >=3,000 and min employment >=30,000 over 2007-2023",
   "durability_score_model_A": 89.6,
   "score_B_exit_heavy": 90.7,
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   "score_E_exit_rates_only": 92.4,
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   "rank_E_exit_rates_only": 10.0,
   "rank_F_zscore_winsorised": 8.0,
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   "stability_class": "stable most durable quartile",
   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 93.4,
   "comp_firm_shutdown_pctile": 96.7,
   "comp_job_destruction_pctile": 75.5,
   "comp_exit_volatility_pctile": 86.8,
   "establishment_exit_rate_avg_2014_2023_pct": 5.4341,
   "establishment_exit_rate_avg_2019_2023_pct": 5.5752,
   "establishment_exit_rate_avg_2014_2019_pct": 5.2942,
   "establishment_exit_rate_avg_2004_2023_pct": 5.9008,
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   "exit_rate_volatility_sd_2004_2023_pp": 0.8582,
   "establishment_entry_rate_avg_2014_2023_pct": 4.421,
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   "establishments_2023": 5167.0,
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   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
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   "rank": 9.0,
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   "official_industry_name": "Death Care Services",
   "parent_sector": "Other Services (except Public Administration)",
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   "confidence_basis": "min establishments >=3,000 and min employment >=30,000 over 2007-2023",
   "durability_score_model_A": 89.6,
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   "rank_F_zscore_winsorised": 11.0,
   "rank_range_across_models": 12.0,
   "stability_class": "stable most durable quartile",
   "share_weight_draws_top_quartile": 1.0,
   "comp_exit_rate_10yr_pctile": 100.0,
   "comp_firm_shutdown_pctile": 100.0,
   "comp_job_destruction_pctile": 72.2,
   "comp_exit_volatility_pctile": 67.5,
   "establishment_exit_rate_avg_2014_2023_pct": 4.2214,
   "establishment_exit_rate_avg_2019_2023_pct": 4.5636,
   "establishment_exit_rate_avg_2014_2019_pct": 3.8642,
   "establishment_exit_rate_avg_2004_2023_pct": 4.5262,
   "firm_shutdown_rate_avg_2014_2023_pct": 3.5705,
   "job_destruction_rate_avg_2014_2023_pct": 10.4624,
   "job_destruction_from_exits_rate_avg_2014_2023_pct": 2.6422,
   "exit_rate_volatility_sd_2004_2023_pp": 1.0493,
   "establishment_entry_rate_avg_2014_2023_pct": 4.0598,
   "exit_rate_minus_total_private_pp": -4.8668,
   "establishments_2023": 19340.0,
   "employment_2023": 140833.0,
   "firms_2023": 13145.0,
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   "establishment_stock_2013": 19581.0,
   "flags": null,
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   "source_version": "BDS 2023 release",
   "calculation_version": "durability-score-v1",
   "package_version": "2026.1",
   "run_date": "2026-10-06"
  },
  {
   "rank": 10.0,
   "ranking_status": "ranked",
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   "official_industry_name": "Industrial Machinery Manufacturing",
   "parent_sector": "Manufacturing",
   "confidence": "Medium",
   "confidence_basis": "min establishments >=1,000 and min employment >=10,000",
   "durability_score_model_A": 88.0,
   "score_B_exit_heavy": 88.4,
   "score_C_firm_job_heavy": 90.6,
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   "score_E_exit_rates_only": 84.6,
   "rank_B_exit_heavy": 12.0,
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}
