{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/securities-commodities-and-financial-services-sales-agents/", "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": "Securities, Commodities, and Financial Services Sales Agents", "soc_code": "41-3031", "category": "Sales", "us_employment": 489570, "median_annual_wage": 78660 }, "verdict": "EXPOSED", "risk_resistance": 51, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 9, "embodiment": 3, "liability_shield": 12, "trust_premium": 15, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "Screening tickers, rebalancing to a model, running Monte Carlo retirement projections and drafting the pitch book are all deliverables Betterment and a spreadsheet already produce, which pins this at 9 rather than 14 — the residual non-automatable work is the discovery conversation, the objection handling, and the cold-call-to-funded-account conversion, not the analysis.", "embodiment": "Everything from order entry to CRM notes to Zoom client reviews happens on two monitors; the 3 rather than 0 reflects that book-building still runs partly on in-person seminars, golf, and branch walk-ins that a purely remote agent loses.", "liability_shield": "Series 7 plus 63/65 or 66 is a hard gate — an unregistered person cannot solicit a trade, and Reg BI puts the recommendation on the named registered rep with FINRA arbitration and U4/U5 disclosure attached — but the 12 rather than 18 is because the broker-dealer's supervisory system and E&O absorb most claims, and firms substitute registered bodies routinely.", "trust_premium": "Clients transfer seven-figure rollovers on the strength of one named person who picks up in March 2020 and talks them out of selling; that fee follows the rep to the next firm, which is why recruiting deals are priced on trailing production rather than firm brand.", "judgment_accountability": "Calls on whether an illiquid alt or an annuity is suitable for a 68-year-old with concentrated employer stock are genuinely contestable and defended in arbitration, but the 12 rather than 16 reflects that compliance-approved product menus, model portfolios, and pre-trade suitability screens bound the discretion before the rep exercises it." }, "rationale": "The modal worker here is a retail broker or financial services sales agent whose analytical work — screening securities, building model allocations, drafting client proposals, summarizing research, generating suitability documentation — is exactly what robo-advisors and LLMs already do at usable quality and near-zero marginal cost. What survives is the licensed, relationship-carrying part: FINRA Series 7/63/65 registration, Reg BI suitability accountability, and clients who pay for a named human to answer the phone when markets drop 20%. Institutional and complex-product desks (derivatives, structured products, capital markets sales) hold up better than commission-driven retail product sales, which robo platforms have been compressing for a decade.", "outlook": "Headcount in commission-driven retail brokerage keeps shrinking as robo platforms and AI-assisted planning tools absorb portfolio work, while licensed fee-based advisors serving complex clients hold or grow their books.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "SEC/FINRA extending Reg BI so that an AI-generated recommendation delivered to a retail client requires a named registered representative to review and attest to suitability, with that rep personally exposed in arbitration — FINRA's 2024-25 guidance on supervision of generative AI tools and its Rule 3110 supervisory-control framework already point at named-person accountability for AI outputs; a rule that no 'recommendation' can be made by an algorithm without a registered principal's attestation would harden this", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "State-level fiduciary or best-interest annuity rules (NAIC model adopted in 45+ states) plus proposals to require a licensed producer of record for any AI-assisted annuity or insurance-wrapped product sale, keeping a personally liable human in every transaction chain", "plausibility": "already happening", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "If FINRA arbitration and SEC enforcement continue naming the individual rep rather than the firm for AI-assisted recommendations, the role's remaining function becomes owning the call under ambiguity — concentration exceptions, illiquid alternatives, elderly-client capacity determinations under FINRA Rule 2165 senior-exploitation holds, which require a human judgment on file", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: this occupation genuinely has two tiers. If screening, proposal drafting, and suitability documentation are fully absorbed, what remains is complex-product structuring, negotiated institutional execution, and crisis-window client persuasion — measurable as a shift in headcount toward capital-markets and structured-product desks and away from commission retail product sales", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Continued growth in fee-based advisory relationships where clients pay explicit basis points for a named human of record, plus custodian/insurer requirements that a human be identified for account authorization and fraud-verification calls; visible in wirehouse and RIA pricing surviving alongside 25bp robo options", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "Retail commission product sales has no strong route up on any dimension — robo compression has run for a decade and the trust premium there is thin and price-tested. The upside levers concentrate in institutional, complex-product, and high-net-worth segments, which are a minority of the 489k headcount, so occupation-level gains are capped in the mid-60s even if every lever fires." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 389610, "wage": 63780 }, { "y": 2018, "emp": 415890, "wage": 64120 }, { "y": 2019, "emp": 437880, "wage": 62270 }, { "y": 2020, "emp": 440300, "wage": 64770 }, { "y": 2021, "emp": 426870, "wage": 62910 }, { "y": 2022, "emp": 443220, "wage": 67480 }, { "y": 2023, "emp": 479630, "wage": 76900 }, { "y": 2024, "emp": 472300, "wage": 78140 }, { "y": 2025, "emp": 489570, "wage": 78660 } ], "from": 2017, "to": 2025, "change_pct": 25.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "real-estate-brokers", "title": "Real Estate Brokers", "verdict": "EXPOSED", "risk_resistance": 62, "median_wage": 73220, "overlap": 68, "skills_to_close": [ "Quality Control Analysis", "Operation and Control", "Negotiation", "Speaking" ] }, { "slug": "gambling-managers", "title": "Gambling Managers", "verdict": "EXPOSED", "risk_resistance": 61, "median_wage": 93220, "overlap": 67, "skills_to_close": [ "Management of Personnel Resources", "Quality Control Analysis", "Coordination", "Management of Material Resources" ] } ], "license": "https://cookedindex.com/terms" }