{
  "duplicate_audit_sha256": "9f0220744c44f2baa75dafb134f1700938611d1b5a4be1f6fbb126d068f40bfd",
  "input_sha256": "2624f729930ebd1b8b135ecf09a6e8b7f10196fdb8b21db21aeced7398c494fa",
  "latest_successful_collection_date": "2026-10-29",
  "limitations": [
    "First seen is when this tracker observed a listing, not its employer publication date.",
    "Periodic collection and gaps can move apparent growth between days or months. No equal-exposure or market-wide demand claim is made.",
    "The newest month ends at the saved observation cutoff and is incomplete. Earlier calendar months also have intermittent coverage.",
    "These title-based signals do not measure hires, worker earnings or unique vacancies.",
    "This versioned reconstruction differs from the October article's manually reviewed counts; the dated article baseline is preserved and is not silently replaced."
  ],
  "method": "Count groups by earliest saved first-seen month, regardless of current status. Merge identical source URLs within a source and the saved October 30 reviewed duplicate mappings. Do not merge titles alone. Exclude salary-only groups. Match the published title regexes consistently across all three months; signals may overlap.",
  "method_version": "2026-10-31.1",
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    "oldest": "2026-04-03T06:05:24Z"
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  ],
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      "first_scan_date": "2026-09-08",
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      "label": "Physician and specialist-doctor titles",
      "title_pattern": "\\b(?:physician|doctor|radiologist|cardiologist|oncologist|dermatologist|psychiatrist|surgeon|neurologist|anesthesiologist|ophthalmologist|pathologist|pediatrician|MD|DO)\\b"
    },
    {
      "key": "search_evaluation",
      "label": "Search-engine evaluation titles",
      "title_pattern": "search[ -](?:engine[ -])?(?:evaluator|evaluation|rater|rating)"
    },
    {
      "key": "speech_recording",
      "label": "Speech and voice recording titles",
      "title_pattern": "(?:speech|voice|audio|conversation).*(?:record|collect)|(?:record|collect).*(?:speech|voice|audio|conversation)"
    },
    {
      "key": "paid_studies",
      "label": "Paid research-study titles",
      "title_pattern": "(?:paid|research|participant|participation|user experience|UX).*\\bstud(?:y|ies)\\b|\\bstud(?:y|ies)\\b.*(?:paid|research|participant)"
    },
    {
      "key": "legal_titles",
      "label": "Attorney and lawyer titles",
      "title_pattern": "\\b(?:attorney|lawyer)\\b"
    }
  ],
  "source": "SignalGigs saved listing observations",
  "source_record_count": 8965,
  "title": "First-observed AI-work listings by title signal"
}