{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/fundraising-managers/",
  "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": "Fundraising Managers",
    "soc_code": "11-2033",
    "category": "Management",
    "us_employment": 38810,
    "median_annual_wage": 125470
  },
  "verdict": "EXPOSED",
  "risk_resistance": 49,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 9,
    "embodiment": 7,
    "liability_shield": 3,
    "trust_premium": 16,
    "judgment_accountability": 14
  },
  "reasoning": {
    "task_resistance": "Roughly half the week — appeal copy, grant narratives, wealth-screening summaries, RFM segmentation in Raiser's Edge or Salesforce NPSP, gift-acknowledgment templates, campaign pacing reports — is generative or query work a model does in minutes, which is why this lands at 9 rather than 14; what holds it above 6 is the solicitation cycle itself, cultivation visits, board-member coaching, and volunteer committee management that has to be done by a person.",
    "embodiment": "A 7 reflects the travel, not the labor: donor lunches, cultivation dinners, campus and program-site tours, gala and groundbreaking events, and regional prospect trips put you in rooms and cars, but nothing about the physical setting is uncontrolled or skill-bearing — the work itself is talk, and the rest of the week is CRM and Zoom.",
    "liability_shield": "CFRE and ACFRE are voluntary credentials no employer is legally required to demand, and nothing bars an unlicensed person from running a capital campaign; the compliance exposure that exists — IRS substantiation letters, state charitable solicitation registrations, Form 990 Schedule G — attaches to the organization and its officers, not to your personal certificate, which is why this sits at 3.",
    "trust_premium": "Major-gift portfolios are named relationships built over three to seven years, and when a development director leaves, the top-twenty donors' giving frequently follows or stalls until re-cultivated — the donor gives because of who asked, which is why 16 rather than 12; it stops short of the top because direct mail, digital, and grant revenue flow to the institution regardless of who signs the letter.",
    "judgment_accountability": "You set the ask amount and the moment for a prospect with one shot at a seven-figure commitment, decide whether a gift with restrictive naming or reputational baggage should be accepted or refused, and set the campaign goal and feasibility threshold the board will be held to — calls made on incomplete wealth data with no procedure to fall back on, which puts this at 14 even though the board formally votes."
  },
  "rationale": "The production half of this job — drafting appeal letters and case statements, writing grant proposals, segmenting donor databases, building prospect research briefs, assembling board reports and campaign dashboards — is already well within reach of current AI, and small shops are the first to substitute. The surviving half is the part no model can do: sitting across a table from a donor capable of a seven-figure gift, reading the room, deciding the ask amount and timing, and being the accountable face when a campaign misses its number. There is no licensure here (CFRE is voluntary), so the moat is relationship and outcome ownership, not regulation.",
  "outlook": "Grant-writing and mass-appeal staff shrink under AI while major-gift and campaign leadership roles hold value — expect the same number of fundraising managers overseeing smaller teams and larger personal portfolios.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Routine-tier automation (appeal drafting, segmentation, prospect briefs, dashboards) collapses the job into major-gift cultivation, board management, and campaign strategy — the residual day is face-to-face solicitation and volunteer leadership, which no model performs. Watch for job postings retitled 'Director of Major Gifts / Principal Gifts' replacing generalist 'Development Manager' roles at midsize nonprofits.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Donor-facing AI-disclosure norms: if AFP's Code of Ethical Principles or a major funder consortium (e.g., Council on Foundations members) requires disclosure that an appeal or grant narrative was AI-generated, and donors demonstrably respond worse to disclosed content, human-written solicitation becomes a purchased attribute. Also watch state charitable-solicitation regulators (NY AG Charities Bureau, CA AB 488) adding AI-disclosure to registration requirements.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "Gift-acceptance and donor-vetting decisions escalating into named-person accountability: if boards, following naming-rights scandals (Sackler, Epstein), adopt policies requiring a named development officer to sign the gift-acceptance memo and source-of-funds review for gifts above a threshold, the role owns a documented consequential call.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Weak but real route: state charitable solicitation statutes already require a registered individual to sign annual filings and, in some states, professional fundraiser registration with bonding (e.g., NY, FL, NC). If those signature/bond requirements were extended from external solicitation firms to in-house development leadership, or if IRS Form 990 Schedule G required a named preparer attestation, a personally liable human signature enters the workflow.",
        "plausibility": "unlikely",
        "would_add": 3
      }
    ],
    "ceiling_note": "No licensure exists and CFRE is unlikely to become mandatory — there is no professional body with the statutory power to make one. The realistic ceiling is mid-60s, driven almost entirely by task-mix concentration into major-gift work; that concentration also means fewer such jobs, so the surviving role is more resistant while the headcount falls."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2021,
        "emp": 23190,
        "wage": 100810
      },
      {
        "y": 2022,
        "emp": 26240,
        "wage": 107390
      },
      {
        "y": 2023,
        "emp": 31810,
        "wage": 119200
      },
      {
        "y": 2024,
        "emp": 36920,
        "wage": 123480
      },
      {
        "y": 2025,
        "emp": 38810,
        "wage": 125470
      }
    ],
    "from": 2021,
    "to": 2025,
    "change_pct": 67.4,
    "comparable_from": 2021,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}