{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/brokerage-clerks/", "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": "Brokerage Clerks", "soc_code": "43-4011", "category": "Office", "us_employment": 35940, "median_annual_wage": 65750 }, "verdict": "COOKED", "risk_resistance": 16, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 4, "embodiment": 1, "liability_shield": 4, "trust_premium": 3, "judgment_accountability": 4 }, "reasoning": { "task_resistance": "Trade-break reconciliation, DTC transfer verification, dividend and accrued-interest computation, and account statement posting are all deterministic matching against feeds that DTCC's straight-through settlement and T+1 automation already run unattended — the 4 rather than 10 reflects that even the exception queue is now largely rules-driven triage, with only multi-system corporate-action breaks needing a human to chase.", "embodiment": "The work is a terminal, a phone, and a printer for occasional physical certificate or Medallion-stamped transfer paperwork; the 1 is for that residual paper handling, not for anything that requires being in a particular room.", "liability_shield": "Series 99 (or Series 7 in lieu) registers you as an Operations Professional so FINRA can sanction the firm's supervisory chain — the customer-facing rep and the designated principal sign and carry the personal exposure, so a clerk's registration functions as a training requirement rather than a barrier to replacing the function.", "trust_premium": "Clients call the registered rep, not the clerk who cleared their ACAT; your counterparties are the clearing firm's ops desk and the custodian, relationships that survive whoever is at the keyboard, which puts this at 3 rather than the 8 an account-servicing role with named clients would earn.", "judgment_accountability": "Deciding whether a cost-basis discrepancy is a wash-sale adjustment or a bad tax lot import is real analysis, but it resolves against IRS rules, the prospectus, and the firm's ops manual with a supervisor signing the correcting journal entry — discretion inside a written procedure, not ownership of an ambiguous call." }, "rationale": "Brokerage clerks reconcile trade confirmations, verify transfer paperwork, compute dividends and interest, correct posting errors, and answer routine account questions — all structured data work on screens that straight-through processing and now LLM-assisted exception handling absorb directly. FINRA operations-professional registration (Series 99) gives a thin regulatory foothold, but it licenses a function, not a signature that carries personal liability. The surviving sliver is complex exception research: failed settlements, corporate-action edge cases, and cost-basis disputes where someone must trace a break across systems and own the fix.", "outlook": "Headcount keeps shrinking as clearing and settlement go straight-through and AI absorbs exception triage; the remaining jobs consolidate into small corporate-actions and reconciliation teams at clearing firms and custodians.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift is genuine here: the occupation has a routine tier (confirm matching, dividend computation, standing-instruction transfers) and a judgment tier (failed settlements, corporate-action elections on unusual terms, cost-basis and wash-sale disputes, DTC/ACATS breaks traced across custodian, clearing firm and transfer agent). If the routine tier is fully absorbed, the residual role is exception research where no single system holds the truth and reconciliation requires phoning counterparties. T+1 settlement (SEC rule effective May 2024) and the proposed move toward T+0 compress the window for resolving a break to hours, which raises the value of a human who can chase it out of band.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "liability_shield", "change": "FINRA currently registers the operations professional (Series 99) as a function, not a signature. A rule change requiring a named registered principal to attest to specific operational outputs — e.g. an amendment to FINRA Rule 3110 supervisory-control or Rule 4370 requiring individual sign-off on machine-generated corporate-action elections, cost-basis reporting to IRS under 1099-B, or ACATS transfer approvals — would convert this into a personal-liability foothold. Watch also SEC Rule 15c3-3 possession-and-control reconciliations, where an attested human reviewer of automated segregation calculations is a live supervisory-technology question in FINRA's annual Regulatory Oversight Report.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "If firms formalise the exception desk as the owner of break resolution decisions — buy-in/close-out calls under Reg SHO Rule 204, choosing between fail-to-deliver remedies, deciding whether a cost-basis correction triggers a customer-reimbursable error — rather than routing those to a manager, the surviving clerk role owns consequential calls under ambiguity. This is an internal org-design change, not a legal one, and is visible in how firms staff post-T+1 exception teams.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Trust premium has no realistic route: the buyer is an institution, the work is invisible to the end customer, and no retail or institutional client will ever pay extra to have a human reconcile their trade confirmation. Embodiment is fixed at floor. Even with the liability and judgment levers fully realised, the surviving population is a fraction of 35,940 — these levers protect the exception-research tier, not the headcount." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 16, 14 ], "run_verdicts": [ "COOKED", "COOKED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 58930, "wage": 49800 }, { "y": 2018, "emp": 55100, "wage": 51400 }, { "y": 2019, "emp": 47990, "wage": 52750 }, { "y": 2020, "emp": 44720, "wage": 55270 }, { "y": 2021, "emp": 39980, "wage": 54000 }, { "y": 2022, "emp": 42700, "wage": 54680 }, { "y": 2023, "emp": 48060, "wage": 60150 }, { "y": 2024, "emp": 40090, "wage": 62940 }, { "y": 2025, "emp": 35940, "wage": 65750 } ], "from": 2017, "to": 2025, "change_pct": -39, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "loan-officers", "title": "Loan Officers", "verdict": "EXPOSED", "risk_resistance": 37, "median_wage": 76690, "overlap": 80, "skills_to_close": [ "Judgment and Decision Making", "Technology Design" ] }, { "slug": "accountants-and-auditors", "title": "Accountants and Auditors", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 83680, "overlap": 79, "skills_to_close": [ "Quality Control Analysis", "Technology Design", "Complex Problem Solving", "Judgment and Decision Making" ] }, { "slug": "tax-examiners-and-collectors-and-revenue-agents", "title": "Tax Examiners and Collectors, and Revenue Agents", "verdict": "EXPOSED", "risk_resistance": 34, "median_wage": 62370, "overlap": 75, "skills_to_close": [ "Quality Control Analysis", "Critical Thinking", "Technology Design" ] } ], "license": "https://cookedindex.com/terms" }