Alternative careers for Chemists
People searching for career moves out of Chemists 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 36/100 for Chemists.
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 Biological Technicians (10% shared activities, AI risk 36, median pay $57,510). 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.
- Biological Technicians
19-4021.00
36
AI risk
🛡️ Moderate Hybrid Moat (61/100) P90 Ceiling: $80,330 Pay Delta: -$33,730 vs current- Overlap
- 10%
- Median pay
- $57,510
- Growth
- +7.4%
3 shared detailed work activities · fallback match
Compare AI risk (36 vs 36 for Chemists), pay ($57,510, -$33,730 vs current), and growth (+7.4%) before switching. Structural insulation against automation is 61/100 (Moderate Hybrid Moat).
- Urban and Regional Planners
19-3051.00
41
AI risk
🛡️ Moderate Hybrid Moat (50/100) P90 Ceiling: $126,120 Pay Delta: -$1,920 vs current- Overlap
- 6%
- Median pay
- $89,320
- Growth
- +3.9%
2 shared detailed work activities · fallback match
Compare AI risk (41 vs 36 for Chemists), pay ($89,320, -$1,920 vs current), and growth (+3.9%) before switching. Structural insulation against automation is 50/100 (Moderate Hybrid Moat).
- Commercial and Industrial Designers
27-1021.00
43
AI risk
🛡️ Moderate Hybrid Moat (57/100) P90 Ceiling: $126,010 Pay Delta: -$7,330 vs current- Overlap
- 3%
- Median pay
- $83,910
- Growth
- +2.4%
1 shared detailed work activities · fallback match
Compare AI risk (43 vs 36 for Chemists), pay ($83,910, -$7,330 vs current), and growth (+2.4%) before switching. Structural insulation against automation is 57/100 (Moderate Hybrid Moat).
- Industrial Machinery Mechanics
49-9041.00
27
AI risk
🛡️ High Physical/Social Insulation (70/100) +8 pts higher moat P90 Ceiling: $85,970 Pay Delta: -$26,720 vs current- Overlap
- 3%
- Median pay
- $64,520
- Growth
- +17.8%
1 shared detailed work activities · fallback match
Compare AI risk (27 vs 36 for Chemists), pay ($64,520, -$26,720 vs current), and growth (+17.8%) before switching. Structural insulation against automation is 70/100 (High Physical/Social Insulation).
- Clinical and Counseling Psychologists
19-3033.00
35
AI risk
🛡️ Moderate Hybrid Moat (54/100) P90 Ceiling: $168,870 Pay Delta: +$9,340 vs current- Overlap
- 3%
- Median pay
- $100,580
- Growth
- +11.7%
1 shared detailed work activities · fallback match
Compare AI risk (35 vs 36 for Chemists), pay ($100,580, +$9,340 vs current), and growth (+11.7%) before switching. Structural insulation against automation is 54/100 (Moderate Hybrid Moat).
- Pharmacists
29-1051.00
42
AI risk
🛡️ High Physical/Social Insulation (73/100) +11 pts higher moat P90 Ceiling: $168,650 Pay Delta: +$49,670 vs current- Overlap
- 3%
- Median pay
- $140,910
- Growth
- +5.2%
1 shared detailed work activities · fallback match
Compare AI risk (42 vs 36 for Chemists), pay ($140,910, +$49,670 vs current), and growth (+5.2%) before switching. Structural insulation against automation is 73/100 (High Physical/Social Insulation).
- Machinists
51-4041.00
22
AI risk
🛡️ Moderate Hybrid Moat (65/100) +3 pts higher moat P90 Ceiling: $75,820 Pay Delta: -$32,490 vs current- Overlap
- 2%
- Median pay
- $58,750
- Growth
- +1.0%
1 shared detailed work activities · fallback match
Compare AI risk (22 vs 36 for Chemists), pay ($58,750, -$32,490 vs current), and growth (+1.0%) before switching. Structural insulation against automation is 65/100 (Moderate Hybrid Moat).
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 Chemists?
The strongest overlap in this set is Biological Technicians (10% shared activities, AI risk 36, median pay $57,510). Compare wage and growth before switching — a lower AI score is not automatically a raise.
How do you match alternative careers to Chemists?
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.