{
 "generated_at": "2026-08-18T14:51:24+00:00",
 "min_n": 5,
 "corpus": {
  "conversations_analyzed": 44372,
  "two_model_confirmed": 188,
  "screened_accounts": 257,
  "classified_answers": 154,
  "displayed_quotes": 71
 },
 "questions": {
  "nobody_warns_you_about": {
   "n_answered": 24,
   "enough": true,
   "valence": {
    "challenge": 24
   }
  },
  "top_reason_for": {
   "n_answered": 18,
   "enough": true,
   "valence": {
    "reward": 18
   }
  },
  "entry_motivation_and_age": {
   "n_answered": 12,
   "enough": true,
   "valence": {
    "reward": 12
   }
  },
  "top_reason_against": {
   "n_answered": 11,
   "enough": true,
   "valence": {
    "challenge": 11
   }
  },
  "typical_day_or_week": {
   "n_answered": 11,
   "enough": true,
   "valence": {
    "neutral": 11
   }
  },
  "how_does_pay_progression_actually_work": {
   "n_answered": 10,
   "enough": true,
   "valence": {
    "neutral": 10
   }
  },
  "how_has_the_field_changed_in": {
   "n_answered": 7,
   "enough": true,
   "valence": {
    "neutral": 7
   }
  },
  "whats_a_myth_about_this_profession": {
   "n_answered": 6,
   "enough": true,
   "valence": {
    "neutral": 6
   }
  },
  "pay_worth_it": {
   "n_answered": 6,
   "enough": true,
   "valence": {
    "reward": 6
   }
  },
  "wish_someone_told_you": {
   "n_answered": 6,
   "enough": true,
   "valence": {
    "challenge": 6
   }
  },
  "education_path_would_repeat": {
   "n_answered": 6,
   "enough": true,
   "valence": {
    "neutral": 6
   }
  },
  "how_much_of_your_stress_comes": {
   "n_answered": 5,
   "enough": true,
   "valence": {
    "challenge": 5
   }
  },
  "longevity_10yr_intent": {
   "n_answered": 5,
   "enough": true,
   "valence": {
    "neutral": 5
   }
  },
  "what_would_do_differently": {
   "n_answered": 5,
   "enough": true,
   "valence": {
    "challenge": 5
   }
  },
  "is_there_a_meaningful_difference_between": {
   "n_answered": 4,
   "enough": false,
   "valence": {
    "neutral": 4
   }
  },
  "is_there_a_specialization_tax_do": {
   "n_answered": 4,
   "enough": false,
   "valence": {
    "neutral": 4
   }
  },
  "whats_something_about_liability_or_risk": {
   "n_answered": 4,
   "enough": false,
   "valence": {
    "neutral": 4
   }
  },
  "was_the_licensing_or_credentialing_proce": {
   "n_answered": 2,
   "enough": false,
   "valence": {
    "neutral": 2
   }
  },
  "expectation_vs_reality": {
   "n_answered": 2,
   "enough": false,
   "valence": {
    "neutral": 2
   }
  },
  "what_does_the_burnout_timeline_typically": {
   "n_answered": 2,
   "enough": false,
   "valence": {
    "challenge": 2
   }
  },
  "whats_the_realistic_timeline_from_starti": {
   "n_answered": 2,
   "enough": false,
   "valence": {
    "neutral": 2
   }
  },
  "satisfaction_score_would_choose_again": {
   "n_answered": 1,
   "enough": false,
   "valence": {
    "neutral": 1
   }
  },
  "how_do_you_handle_emotionally_difficult": {
   "n_answered": 1,
   "enough": false,
   "valence": {
    "neutral": 1
   }
  }
 },
 "not_prevalence": "These are self-selected people who chose to post publicly about their work, so how often something is said here is not how common it is in the workforce.",
 "thin_questions": [
  {
   "question_key": "is_there_a_meaningful_difference_between",
   "n": 4
  },
  {
   "question_key": "is_there_a_specialization_tax_do",
   "n": 4
  },
  {
   "question_key": "whats_something_about_liability_or_risk",
   "n": 4
  },
  {
   "question_key": "was_the_licensing_or_credentialing_proce",
   "n": 2
  },
  {
   "question_key": "expectation_vs_reality",
   "n": 2
  },
  {
   "question_key": "what_does_the_burnout_timeline_typically",
   "n": 2
  },
  {
   "question_key": "whats_the_realistic_timeline_from_starti",
   "n": 2
  },
  {
   "question_key": "satisfaction_score_would_choose_again",
   "n": 1
  },
  {
   "question_key": "how_do_you_handle_emotionally_difficult",
   "n": 1
  }
 ]
}