{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/medical-records-specialists/",
  "methodology": "https://cookedindex.com/methodology",
  "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.",
  "scored_at": "2026-08-11",
  "model": "claude-opus-5",
  "occupation": {
    "title": "Medical Records Specialists",
    "soc_code": "29-2072",
    "category": "Healthcare",
    "us_employment": 194720,
    "median_annual_wage": 51140
  },
  "verdict": "COOKED",
  "risk_resistance": 25,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 5,
    "embodiment": 3,
    "liability_shield": 6,
    "trust_premium": 4,
    "judgment_accountability": 7
  },
  "reasoning": {
    "task_resistance": "Assigning ICD-10-CM codes from a discharge summary, abstracting tumor-registry fields, and running claim scrubbers are all structured text-to-label mappings that CAC engines already pre-code at 80-90% accuracy on outpatient charts, leaving the coder as a confirm-or-override reviewer; the 5 rather than 0 reflects that multi-comorbidity inpatient DRG sequencing and querying an attending for specificity on 'sepsis vs. bacteremia' still require reading the whole chart against Coding Clinic guidance.",
    "embodiment": "The job is a workstation, an EHR, an encoder, and increasingly a home office — the only physical residue is pulling or scanning legacy paper charts, purging shadow files, and walking a release request to a department, which is why this sits at 3 rather than 0.",
    "liability_shield": "RHIT, CCS and CPC are AHIMA/AAPC certifications that employers and payers demand but no state licenses you, so nothing legally requires a credentialed human to touch a claim; the 6 reflects that upcoding exposes you personally under the False Claims Act and improper disclosure names you in a HIPAA breach report, which is real accountability without the practice-act protection a nurse or RT gets.",
    "trust_premium": "Patients requesting their records and physicians receiving CDI queries deal with the HIM department, not with you by name, and payers see only a claim form — the 4 credits the working relationships you build with specific attendings who learn to answer your queries, but any competent replacement inherits that in a month.",
    "judgment_accountability": "Choosing a principal diagnosis when two conditions both meet 'after study,' deciding whether a subpoena is valid enough to release psychotherapy notes, and writing an appeal that reframes medical necessity are genuine calls made against official guidelines rather than invented from scratch, which puts this at the low end of real discretion — the coding rules exist, you're interpreting them, and a compliance auditor reviews you."
  },
  "rationale": "The core work — reading clinical documentation and assigning ICD-10-CM/PCS, CPT and DRG codes, abstracting charts into registries, scrubbing claims, and checking records for completeness — is text-in/label-out pattern work that computer-assisted coding plus LLMs already do at production quality, with humans increasingly auditing rather than coding. What persists is the ambiguous 10%: complex inpatient DRG assignment, clinical documentation improvement queries to physicians, denial and appeal narratives, and release-of-information decisions where HIPAA exposure attaches to a named person. Credentials (RHIT, CCS, CPC) are employer-required and payer-relevant but are not state licensure, so the regulatory shield is thin.",
  "outlook": "Expect the routine coding tier to shrink substantially by the mid-2030s as autonomous coding takes outpatient volume, while a smaller, better-paid tier of CDI specialists, coding auditors, denial writers, and privacy officers absorbs the surviving work.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift is genuinely two-tiered here: if autonomous coding takes the routine outpatient/E&M tier, the residual job is complex inpatient DRG/MS-DRG assignment, CDI physician queries, and denial-appeal narrative construction. Watch for job postings retitled from 'Coder' to 'CDI Specialist' or 'Coding Auditor/Denials Analyst' and for AHIMA/ACDIS certification volume shifting toward CCDS/CDIP.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "CMS or OIG guidance under the False Claims Act requiring a named credentialed coder attestation on AI-generated claims — the mechanism to watch is DOJ FCA settlements over autonomous-coding upcoding (already a live theory against EHR/CAC vendors, cf. eClinicalWorks and Practice Fusion settlements), which would push payers and hospital compliance to demand a human sign-off of record on high-DRG and modifier-bearing claims.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "State licensure (not just certification) for health information management, or a state privacy statute naming an individual release-of-information custodian personally liable for improper PHI disclosure; HHS OCR enforcement plus state laws like Washington's My Health My Data (private right of action) create the pressure, but no state currently licenses HIM staff.",
        "plausibility": "unlikely",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "If hospital compliance programs formalize the coder as the designated reviewer who can override AI-assigned DRGs and must document rationale for RAC/MAC audit defense — i.e., the role becomes the audit-trail owner rather than the producer — accountability under ambiguity concentrates. Watch for internal coding-compliance policies naming an 'AI output reviewer of record' and payer audit protocols demanding that name.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "No plausible route to a meaningful trust premium: the buyer is a payer or hospital revenue cycle, and no patient chooses a human coder. Embodiment is structurally near-zero and fully remote-capable. Even with both liability levers landing, the headcount story is unaffected — a shield that requires one attesting coder per hospital does not preserve 194,720 jobs; it preserves the senior audit tier while the routine tier disappears."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2021,
        "emp": 180570,
        "wage": 46660
      },
      {
        "y": 2022,
        "emp": 187720,
        "wage": 47180
      },
      {
        "y": 2023,
        "emp": 185690,
        "wage": 48780
      },
      {
        "y": 2024,
        "emp": 187910,
        "wage": 50250
      },
      {
        "y": 2025,
        "emp": 194720,
        "wage": 51140
      }
    ],
    "from": 2021,
    "to": 2025,
    "change_pct": 7.8,
    "comparable_from": 2021,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}