Alternative careers for Operations Research Analysts
People searching for career moves out of Operations Research Analysts 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 57/100 for Operations Research Analysts.
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 Actuaries (4% shared activities, AI risk 44, median pay $130,000). 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.
- Actuaries
15-2011.00
44
AI risk
🛡️ Moderate Hybrid Moat (47/100) +5 pts higher moat P90 Ceiling: $209,310 Pay Delta: +$41,060 vs current- Overlap
- 4%
- Median pay
- $130,000
- Growth
- +9.2%
1 shared detailed work activities · fallback match
Compare AI risk (44 vs 57 for Operations Research Analysts), pay ($130,000, +$41,060 vs current), and growth (+9.2%) before switching. Structural insulation against automation is 47/100 (Moderate Hybrid Moat).
- Biological Technicians
19-4021.00
36
AI risk
🛡️ Moderate Hybrid Moat (61/100) +19 pts higher moat P90 Ceiling: $80,330 Pay Delta: -$31,430 vs current- Overlap
- 3%
- Median pay
- $57,510
- Growth
- +7.4%
1 shared detailed work activities · fallback match
Compare AI risk (36 vs 57 for Operations Research Analysts), pay ($57,510, -$31,430 vs current), and growth (+7.4%) before switching. Structural insulation against automation is 61/100 (Moderate Hybrid Moat).
- Clergy
21-2011.00
25
AI risk
🛡️ Moderate Hybrid Moat (51/100) +9 pts higher moat P90 Ceiling: $96,600 Pay Delta: -$28,130 vs current- Overlap
- 3%
- Median pay
- $60,810
- Growth
- +2.4%
1 shared detailed work activities · fallback match
Compare AI risk (25 vs 57 for Operations Research Analysts), pay ($60,810, -$28,130 vs current), and growth (+2.4%) before switching. Structural insulation against automation is 51/100 (Moderate Hybrid Moat).
- Clinical and Counseling Psychologists
19-3033.00
35
AI risk
🛡️ Moderate Hybrid Moat (54/100) +12 pts higher moat P90 Ceiling: $168,870 Pay Delta: +$11,640 vs current- Overlap
- 3%
- Median pay
- $100,580
- Growth
- +11.7%
1 shared detailed work activities · fallback match
Compare AI risk (35 vs 57 for Operations Research Analysts), pay ($100,580, +$11,640 vs current), and growth (+11.7%) before switching. Structural insulation against automation is 54/100 (Moderate Hybrid Moat).
- Urban and Regional Planners
19-3051.00
41
AI risk
🛡️ Moderate Hybrid Moat (50/100) +8 pts higher moat P90 Ceiling: $126,120 Pay Delta: +$380 vs current- Overlap
- 3%
- Median pay
- $89,320
- Growth
- +3.9%
1 shared detailed work activities · fallback match
Compare AI risk (41 vs 57 for Operations Research Analysts), pay ($89,320, +$380 vs current), and growth (+3.9%) before switching. Structural insulation against automation is 50/100 (Moderate Hybrid Moat).
- Pharmacists
29-1051.00
42
AI risk
🛡️ High Physical/Social Insulation (73/100) +31 pts higher moat P90 Ceiling: $168,650 Pay Delta: +$51,970 vs current- Overlap
- 2%
- Median pay
- $140,910
- Growth
- +5.2%
1 shared detailed work activities · fallback match
Compare AI risk (42 vs 57 for Operations Research Analysts), pay ($140,910, +$51,970 vs current), and growth (+5.2%) before switching. Structural insulation against automation is 73/100 (High Physical/Social Insulation).
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10
AI risk
🛡️ High Physical/Social Insulation (69/100) +27 pts higher moat P90 Ceiling: $84,250 Pay Delta: -$27,930 vs current- Overlap
- 2%
- Median pay
- $61,010
- Growth
- +10.9%
1 shared detailed work activities · fallback match
Compare AI risk (10 vs 57 for Operations Research Analysts), pay ($61,010, -$27,930 vs current), and growth (+10.9%) before switching. Structural insulation against automation is 69/100 (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 Operations Research Analysts?
The strongest overlap in this set is Actuaries (4% shared activities, AI risk 44, median pay $130,000). Compare wage and growth before switching — a lower AI score is not automatically a raise.
How do you match alternative careers to Operations Research Analysts?
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.