Alternative careers for Environmental Scientists and Specialists, Including Health
People searching for career moves out of Environmental Scientists and Specialists, Including Health 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 46/100 for Environmental Scientists and Specialists, Including Health.
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 Urban and Regional Planners (14% shared activities, AI risk 41, median pay $89,320). 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.
- Urban and Regional Planners
19-3051.00
41
AI risk
🛡️ Moderate Hybrid Moat (50/100) P90 Ceiling: $126,120 Pay Delta: +$7,100 vs current- Overlap
- 14%
- Median pay
- $89,320
- Growth
- +3.9%
5 shared detailed work activities · fallback match
Compare AI risk (41 vs 46 for Environmental Scientists and Specialists, Including Health), pay ($89,320, +$7,100 vs current), and growth (+3.9%) before switching. Structural insulation against automation is 50/100 (Moderate Hybrid Moat).
- Chemists
19-2031.00
36
AI risk
🛡️ Moderate Hybrid Moat (62/100) +10 pts higher moat P90 Ceiling: $149,550 Pay Delta: +$9,020 vs current- Overlap
- 3%
- Median pay
- $91,240
- Growth
- +6.4%
1 shared detailed work activities · fallback match
Compare AI risk (36 vs 46 for Environmental Scientists and Specialists, Including Health), pay ($91,240, +$9,020 vs current), and growth (+6.4%) before switching. Structural insulation against automation is 62/100 (Moderate Hybrid Moat).
- Clinical and Counseling Psychologists
19-3033.00
35
AI risk
🛡️ Moderate Hybrid Moat (54/100) +2 pts higher moat P90 Ceiling: $168,870 Pay Delta: +$18,360 vs current- Overlap
- 3%
- Median pay
- $100,580
- Growth
- +11.7%
1 shared detailed work activities · fallback match
Compare AI risk (35 vs 46 for Environmental Scientists and Specialists, Including Health), pay ($100,580, +$18,360 vs current), and growth (+11.7%) before switching. Structural insulation against automation is 54/100 (Moderate Hybrid Moat).
- Physical Therapists
29-1123.00
35
AI risk
🛡️ High Physical/Social Insulation (80/100) +28 pts higher moat P90 Ceiling: $130,870 Pay Delta: +$20,540 vs current- Overlap
- 2%
- Median pay
- $102,760
- Growth
- +11.9%
1 shared detailed work activities · fallback match
Compare AI risk (35 vs 46 for Environmental Scientists and Specialists, Including Health), pay ($102,760, +$20,540 vs current), and growth (+11.9%) before switching. Structural insulation against automation is 80/100 (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 Environmental Scientists and Specialists, Including Health?
The strongest overlap in this set is Urban and Regional Planners (14% shared activities, AI risk 41, median pay $89,320). Compare wage and growth before switching — a lower AI score is not automatically a raise.
How do you match alternative careers to Environmental Scientists and Specialists, Including Health?
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.