Alternative careers for Farmworkers and Laborers, Crop, Nursery, and Greenhouse
People searching for career moves out of Farmworkers and Laborers, Crop, Nursery, and Greenhouse usually want two things at once: work that still uses familiar skills, and work that is less exposed to Generative AI. This matrix ranks other occupations by shared O*NET Detailed Work Activities, then filters toward lower AI vulnerability scores than the current 27/100 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse.
Overlap is Jaccard similarity on Detailed Work Activities (DWAs) — a shared federal taxonomy of work verbs, not fuzzy title matching. Preferred matches need AI risk under 30 and DWA overlap of at least 50%. In the pilot catalog, when those strict matches are scarce, we expand the filter and disclose the fallback.
The strongest overlap in this set is Fashion Designers (3% shared activities, AI risk 39, median pay $80,960). Compare wage and growth before switching — a lower AI score is not automatically a raise.
Fallback results are labeled on this page. Prefer matches with positive overlap percentages when choosing a transition path. Pilot fallback: fewer than three matches met the strict threshold (risk < 30 and ≥ 50% DWA overlap), so we expanded the filter and labeled results accordingly.
- Fashion Designers
27-1022.00
39
AI risk
🛡️ Moderate Hybrid Moat (53/100) P90 Ceiling: $160,850 Pay Delta: +$45,300 vs current- Overlap
- 3%
- Median pay
- $80,960
- Growth
- +0.1%
1 shared detailed work activities · fallback match
Compare AI risk (39 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($80,960, +$45,300 vs current), and growth (+0.1%) before switching. Structural insulation against automation is 53/100 (Moderate Hybrid Moat).
- Biological Technicians
19-4021.00
36
AI risk
🛡️ Moderate Hybrid Moat (61/100) P90 Ceiling: $80,330 Pay Delta: +$21,850 vs current- Overlap
- 3%
- Median pay
- $57,510
- Growth
- +7.4%
1 shared detailed work activities · fallback match
Compare AI risk (36 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($57,510, +$21,850 vs current), and growth (+7.4%) before switching. Structural insulation against automation is 61/100 (Moderate Hybrid Moat).
- Photographers
27-4021.00
38
AI risk
🛡️ High Physical/Social Insulation (66/100) +1 pts higher moat P90 Ceiling: $95,740 Pay Delta: +$9,000 vs current- Overlap
- 2%
- Median pay
- $44,660
- Growth
- -0.7%
1 shared detailed work activities · fallback match
Compare AI risk (38 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($44,660, +$9,000 vs current), and growth (-0.7%) before switching. Structural insulation against automation is 66/100 (High Physical/Social Insulation).
- Plumbers, Pipefitters, and Steamfitters
47-2152.00
14
AI risk
🛡️ High Physical/Social Insulation (71/100) +6 pts higher moat P90 Ceiling: $103,140 Pay Delta: +$28,140 vs current- Overlap
- 2%
- Median pay
- $63,800
- Growth
- +6.8%
1 shared detailed work activities · fallback match
Compare AI risk (14 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($63,800, +$28,140 vs current), and growth (+6.8%) before switching. Structural insulation against automation is 71/100 (High Physical/Social Insulation).
- Stockers and Order Fillers
53-7065.00
27
AI risk
🛡️ Moderate Hybrid Moat (65/100) P90 Ceiling: $48,890 Pay Delta: +$1,670 vs current- Overlap
- 2%
- Median pay
- $37,330
- Growth
- +8.9%
1 shared detailed work activities · fallback match
Compare AI risk (27 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($37,330, +$1,670 vs current), and growth (+8.9%) before switching. Structural insulation against automation is 65/100 (Moderate Hybrid Moat).
- Correctional Officers and Jailers
33-3012.00
24
AI risk
🛡️ High Physical/Social Insulation (74/100) +9 pts higher moat P90 Ceiling: $87,250 Pay Delta: +$23,280 vs current- Overlap
- 2%
- Median pay
- $58,940
- Growth
- -7.4%
1 shared detailed work activities · fallback match
Compare AI risk (24 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($58,940, +$23,280 vs current), and growth (-7.4%) before switching. Structural insulation against automation is 74/100 (High Physical/Social Insulation).
- Food Service Managers
11-9051.00
41
AI risk
🛡️ High Physical/Social Insulation (72/100) +7 pts higher moat P90 Ceiling: $101,240 Pay Delta: +$33,730 vs current- Overlap
- 2%
- Median pay
- $69,390
- Growth
- +5.8%
1 shared detailed work activities · fallback match
Compare AI risk (41 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($69,390, +$33,730 vs current), and growth (+5.8%) before switching. Structural insulation against automation is 72/100 (High Physical/Social Insulation).
- Construction Laborers
47-2061.00
14
AI risk
🛡️ High Physical/Social Insulation (70/100) +5 pts higher moat P90 Ceiling: $76,010 Pay Delta: +$11,460 vs current- Overlap
- 2%
- Median pay
- $47,120
- Growth
- +7.3%
1 shared detailed work activities · fallback match
Compare AI risk (14 vs 27 for Farmworkers and Laborers, Crop, Nursery, and Greenhouse), pay ($47,120, +$11,460 vs current), and growth (+7.3%) before switching. Structural insulation against automation is 70/100 (High Physical/Social Insulation).
How to use this matrix
- Prefer matches with positive DWA overlap — those reuse skills you already practice.
- Check whether median pay and BLS growth are acceptable tradeoffs for lower AI exposure.
- Open the destination occupation’s task page to see which duties remain human-led.
- Treat fallback matches (thin overlap) as directional, not as guaranteed skill transfers.
Fallback results are labeled on this page. Prefer matches with positive overlap percentages when choosing a transition path.
FAQ
What are good alternative careers for Farmworkers and Laborers, Crop, Nursery, and Greenhouse?
The strongest overlap in this set is Fashion Designers (3% shared activities, AI risk 39, median pay $80,960). Compare wage and growth before switching — a lower AI score is not automatically a raise.
How do you match alternative careers to Farmworkers and Laborers, Crop, Nursery, and Greenhouse?
Overlap is Jaccard similarity on Detailed Work Activities (DWAs) — a shared federal taxonomy of work verbs, not fuzzy title matching. Preferred matches need AI risk under 30 and DWA overlap of at least 50%. In the pilot catalog, when those strict matches are scarce, we expand the filter and disclose the fallback.
Should I switch careers because of AI risk?
Fallback results are labeled on this page. Prefer matches with positive overlap percentages when choosing a transition path. Wage, growth, credentials, and personal preference matter as much as the AI score.