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This is the actual product.
One complete transition report, exactly as a buyer receives it — national edition, occupation: Customer Service Representatives. The $29 version is prepared for your occupation and your state (program prices below are examples from three states; yours are priced locally). Judge the discipline here before spending anything.
§0 How to read this report
Four sections. §1 reads your occupation against the four public sources — two AI-exposure indices, one research framework, and the government’s own employment projection — including every point where they disagree. §2 shows what a “skills-adjacent safe pivot” engine actually returns for you. §3 is the paid substance: retraining routes with published prices, wage records, and funding pointers. §4 states what none of this data can tell you. Every figure carries a source and a fetch date; the consolidated list is at the end.
This report makes no predictions. It documents readings and facts.
§1 Your occupation, read honestly
employed, 2024 — one of the largest occupations in the U.S.
median annual wage, 2025 ($21.53/hr)
official BLS 2024–34 outlook: “Decline (−1% or lower)”
O*NET OnLine summary for 43-4051.00, republishing BLS OEWS (May 2025) and Employment Projections (2024–2034); fetched 2026-08-15.
| Source | What it measures | Reading for this occupation | Caveat that source itself carries |
|---|---|---|---|
| AIOE index Felten–Raj–Seamans, 2021 |
Occupational exposure to AI abilities, by task content | 73rd percentile of 774 scored occupations (re-derived 2026-08-15) | Built in 2021, before modern LLMs; scores are relative exposure, not risk of job loss |
| Anthropic Economic Index May 2026 period |
Observed Claude usage matched to occupational tasks | Usage share 0.07%, rank 203 of 718 published occupations; conversation style: 65.7% augmentation / 34.3% automation (retrieved 2026-08-15) | “AI is used for tasks commonly done by [this occupation]” — not evidence that these workers use AI or will be displaced; the dataset states it “cannot ground advice on career choices in either direction” |
| “GPTs are GPTs” Eloundou et al., Science 384:1306–1308, 2024 |
Share of tasks whose completion LLMs could speed up ≥50% | Framework paper, economy-wide: ~80% of U.S. workers have ≥10% of tasks affected; ~19% have ≥50% | Measures potential task overlap, explicitly not displacement or timing |
| BLS Employment Projections 2024–2034 |
The government’s official employment model | “Decline (−1% or lower)” (via O*NET OnLine, fetched 2026-08-15) | A model with its own assumptions; projections are revised every cycle |
Where the sources stand for this occupation: unusually, they point the same direction — above-median exposure on both indices and a declining official projection. That agreement is not guaranteed: for paralegals, the AIOE index reads the 87th percentile while BLS projects “little or no change.” When your occupation’s sources disagree, this section prints the disagreement instead of picking a side.
§2 The adjacency truth — what a “safe pivot” engine returns for you
O*NET lists 20 occupations related to yours by skills and task content. Here is every one of them with its AI-exposure percentile (AIOE, re-derived 2026-08-15). Below median exposure (<50th) is what a “safer pivot” would require.
| Related occupation | Exposure percentile | Job Zone |
|---|---|---|
| Credit Authorizers, Checkers, and Clerks | 98.2 | 2 |
| Management Analysts | 97.7 | 4 |
| Insurance Sales Agents | 91.5 | 4 |
| Billing and Posting Clerks | 90.4 | 3 |
| First-Line Supervisors of Non-Retail Sales Workers | 89.1 | 4 |
| Bill and Account Collectors | 85.5 | 2 |
| Insurance Claims and Policy Processing Clerks | 84.2 | 2 |
| Eligibility Interviewers, Government Programs | 83.6 | 3 |
| New Accounts Clerks | 81.8 | 3 |
| Correspondence Clerks | 80.7 | 2 |
| Brokerage Clerks | 80.2 | 3 |
| Telemarketers | 78.8 | 2 |
| First-Line Supervisors of Office & Admin Support | 76.5 | 3 |
| Receptionists and Information Clerks | 74.8 | 2 |
| Office Clerks, General | 74.3 | 2 |
| Order Clerks | 70.4 | 2 |
| Tellers | 61.7 | 2 |
| Counter and Rental Clerks | 53.3 | 2 |
| Cashiers | 45.0 | 2 |
| Sales Representatives of Services | not scored¹ | 2 |
¹ “Not scored” means the 2021-vintage index has no value for this occupation code. We print the gap; a naive engine silently drops it.
The verdict this table forces: of 19 scored related occupations, one sits below median exposure — Cashiers, at $32,880 median (2025): 27% below your occupation’s median wage, and itself projected to decline (BLS 2024–34: “Decline (−1% or lower)”; fetched 2026-08-15). Your most exposed “related options” — credit checking, billing, claims processing — sit at the 84th–98th percentile: the engine would be recommending climbs into the fire. This is why RetrainMap does not sell adjacency pivots. What it sells is §3.
§3 The priced escape menu — real routes, with receipts
Routes that materially lower exposure are mostly Job-Zone jumps: hands-on healthcare, licensed trades, transport. That is retraining — so the honest questions are what does it cost, what does it pay, and who funds it. Answers below, from published catalogs and rate sheets. In the paid edition these routes are priced from your state’s programs (in-district tuition differs; examples here are from TX, NJ, IL, NY).
| Route | Median wage (2025) | BLS outlook 2024–34 | Exposure pctl | Training cost & time, as published | Source, date |
|---|---|---|---|---|---|
| Medical Assistant | $45,690 | ▲ Much faster than avg (7%+) | 55.4 | Clinical Medical Assistant certificate — $5,491 total in-district, 2025–26 (Northeast Texas CC, line items published) · $8,999 incl. national CCMA exam fee, ~629 instructional hours (Brookdale CC, NJ; textbook ~$225 separate) | ntcc.edu · brookdalecc.edu, fetched 2026-08-15 |
| Licensed Practical Nurse (LPN) | $64,400 | → Average (3–4%) | 38.0 | LPN certificate of achievement — ≈$8,899 total in-district estimate, 2025–26, $287/credit hour (Lincoln Land CC, IL) | llcc.edu, fetched 2026-08-15 |
| Electrician — IBEW/NECA registered apprenticeship | $63,190 | ▲ Much faster than avg (7%+) | 27.8 | Paid from day one — earn while you train. Example first-year apprentice rate: $19.25/hr (NYC Local 3, effective 2026-04-15; each local publishes its own sheet). 4–5 years to journeyman; out-of-pocket typically limited to books/fees | jibei.org rate sheet, fetched 2026-08-15 |
| HVAC Mechanic / Installer | $61,010 | ▲ Much faster than avg (7%+) | 25.7 | Community-college certificate; published prices vary widely by college — your state edition prices the named programs near you | wage/outlook: O*NET OnLine, fetched 2026-08-15 |
| Truck Driver (CDL-A) | $58,640 | → Average (3–4%) | 13.7 | $4,000–$6,000 nationwide for the full 160-hour course (~4 weeks); WIOA grants “can cover up to 100%” for eligible workers; employer-paid $0 routes exist with employment commitments | 160drivingacademy.com, fetched 2026-08-15 |
Wages, employment and outlooks: O*NET OnLine (republishing BLS OEWS May 2025 / EP 2024–2034), fetched 2026-08-15. Exposure percentiles: AIOE, re-derived 2026-08-15 — readings, not predictions; see §4.
Who pays for this
Under the Workforce Innovation and Opportunity Act (WIOA), eligible workers can have training costs covered through their local American Job Center (find yours at CareerOneStop, a U.S. Department of Labor site). Registered apprenticeships pay wages from day one — search openings at apprenticeship.gov. Your paid edition lists the offices and programs for your state.
Earnings records, where they exist
For many college certificate programs, the U.S. Department of Education publishes program-level graduate earnings (College Scorecard field-of-study data), and the Census Bureau publishes earnings by institution and field (PSEO). Where a named route has a published earnings record, your report includes it — with the year and the count behind it. Where none exists, the report says “no published record” instead of inventing one.
§4 What this report cannot tell you
- Whether you, personally, will lose your job. No public dataset supports that claim. The freshest exposure dataset (Anthropic Economic Index) states it plainly: “This data alone cannot support conclusions about job displacement or job security, and cannot ground advice on career choices in either direction” (served with the dataset, anthropic.com/economic-index, retrieved 2026-08-15).
- Whether the indices are right. AIOE predates modern LLMs (2021); usage data is a snapshot of conversations, not employment; and the government’s projections sometimes contradict the indices — where they do, we print both.
- Whether a route will work out for you. Program prices, wage medians and funding rules are facts with dates. Your completion, licensure, local market and luck are not in any table. The report gives you the evidence; the decision is yours.
Sources and dates for every figure above
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