Alternative careers for Management Analysts
People searching for career moves out of Management 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 54/100 for Management 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 Sales Managers (3% shared activities, AI risk 43, median pay $148,270). 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.
- Sales Managers
11-2022.00
43
AI risk
🛡️ Moderate Hybrid Moat (53/100) +4 pts higher moat P90 Ceiling: $239,200 Pay Delta: +$46,410 vs current- Overlap
- 3%
- Median pay
- $148,270
- Growth
- +4.5%
1 shared detailed work activities · fallback match
Compare AI risk (43 vs 54 for Management Analysts), pay ($148,270, +$46,410 vs current), and growth (+4.5%) before switching. Structural insulation against automation is 53/100 (Moderate Hybrid Moat).
- Urban and Regional Planners
19-3051.00
41
AI risk
🛡️ Moderate Hybrid Moat (50/100) +1 pts higher moat P90 Ceiling: $126,120 Pay Delta: -$12,540 vs current- Overlap
- 3%
- Median pay
- $89,320
- Growth
- +3.9%
1 shared detailed work activities · fallback match
Compare AI risk (41 vs 54 for Management Analysts), pay ($89,320, -$12,540 vs current), and growth (+3.9%) before switching. Structural insulation against automation is 50/100 (Moderate Hybrid Moat).
- Stockers and Order Fillers
53-7065.00
27
AI risk
🛡️ Moderate Hybrid Moat (65/100) +16 pts higher moat P90 Ceiling: $48,890 Pay Delta: -$64,530 vs current- Overlap
- 3%
- Median pay
- $37,330
- Growth
- +8.9%
1 shared detailed work activities · fallback match
Compare AI risk (27 vs 54 for Management Analysts), pay ($37,330, -$64,530 vs current), and growth (+8.9%) before switching. Structural insulation against automation is 65/100 (Moderate Hybrid Moat).
- Producers and Directors
27-2012.00
38
AI risk
🛡️ Moderate Hybrid Moat (60/100) +11 pts higher moat P90 Ceiling: $174,540 Pay Delta: -$11,500 vs current- Overlap
- 3%
- Median pay
- $90,360
- Growth
- +4.0%
1 shared detailed work activities · fallback match
Compare AI risk (38 vs 54 for Management Analysts), pay ($90,360, -$11,500 vs current), and growth (+4.0%) before switching. Structural insulation against automation is 60/100 (Moderate Hybrid Moat).
- Construction Managers
11-9021.00
41
AI risk
🛡️ Moderate Hybrid Moat (61/100) +12 pts higher moat P90 Ceiling: $172,040 Pay Delta: +$13,130 vs current- Overlap
- 3%
- Median pay
- $114,990
- Growth
- +9.1%
1 shared detailed work activities · fallback match
Compare AI risk (41 vs 54 for Management Analysts), pay ($114,990, +$13,130 vs current), and growth (+9.1%) before switching. Structural insulation against automation is 61/100 (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 Management Analysts?
The strongest overlap in this set is Sales Managers (3% shared activities, AI risk 43, median pay $148,270). Compare wage and growth before switching — a lower AI score is not automatically a raise.
How do you match alternative careers to Management 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.