What Computer Programmers Actually Move Into
Occupation move map · Computer and Mathematical · Also covers: Software Developers; Software Quality Assurance Analysts and Testers; Web Developers; Web and Digital Interface Designers
Most career-change advice for computer programmers is somebody's opinion. This page is not. It is built from 58,121 observed occupation changes in the U.S. Current Population Survey — real people, tracked from one job to the next, not survey respondents describing what they would like to do.
Of every 100 computer programmers who moved to a different occupation group, here is where they went.
| Destination | Share of movers | Observations | Move type | Evidence |
|---|---|---|---|---|
| Computer Hardware Engineers | 2.4% | 84 | lateral | Observed |
| Health and Safety Engineers, Except Mining Safety Engineers and Inspectors | 2.2% | 57 | lateral | Observed |
| Computer and Information Systems Managers | 1.7% | 266 | lateral | Observed |
| First-Line Supervisors of Office and Administrative Support Workers | 1.6% | 38 | lateral | Observed |
| First-Line Supervisors of Retail Sales Workers | 1.5% | 28 | lateral | Thin evidence (fewer than 30) |
| Purchasing Managers | 1.3% | 10 | lateral | Thin evidence (fewer than 30) |
| Industrial Production Managers | 1.3% | 10 | lateral | Thin evidence (fewer than 30) |
The most common destination is computer hardware engineers, at 2.4% of movers (84 observed transitions); the second is health and safety engineers, except mining safety engineers and inspectors at 2.2% (57). Neither is a default outcome: the leading move is roughly a 1-in-41 result among people who move at all.
Seen at the group level, split estimated
Movers from computer programmers were observed entering the occupation groups these belong to, but the split to each specific occupation was not directly observed, so no share is shown.
- Administrative Services Managers — estimated, 0 direct observations
Occupations with a similar skill profile
Ranked by skill similarity from O*NET, not by observed moves. A place to look, not a measured path.
- Computer Network Architects
- Other Computer Occupations
- Computer Systems Analysts
- Computer Network Support Specialists
- Computer and Information Research Scientists
Who moves into computer programmers
The occupations whose movers most often arrive here, by observed transitions.
- Other Engineers — 242 observed moves (3.6% of that occupation's movers)
- Computer Hardware Engineers — 125 observed moves (7.8% of that occupation's movers)
- Electrical Engineers — 60 observed moves (3.6% of that occupation's movers)
- Architects, Except Landscape and Naval — 44 observed moves (3.9% of that occupation's movers)
- Aerospace Engineers — 44 observed moves (3.9% of that occupation's movers)
How to read these numbers honestly
These are shares conditional on moving — the denominator is people in this occupation who changed to a different occupation group, not everyone in it. Most people in any given period do not move at all, so this page tells you the direction of movement, not how likely you are to move.
The underlying occupation codes are re-derived from job descriptions at each interview, which manufactures some transitions that never happened. We control for that four ways: we work at coarse occupation groupings rather than fine codes, we down-weight occupation changes not corroborated by an employer or industry change, we prefer the dependent-coded monthly survey over the retrospective annual one, and we shrink thin cells toward a skill-similarity prior. The residual uncertainty is why every row carries its observation count.
A row is marked Observed when at least 30 direct transitions were recorded; Thin evidence when fewer were; and Estimated when none were — the move to that occupation's group was observed, and the split to this particular occupation is allocated by skill similarity, so no share is shown.
Snapshot cps-movegraph-759b8583ddf6, frozen June 30, 2026. Held-out validation: precision@5 of 0.238, against 0.163 for a popularity baseline and 0.154 for a skill-similarity baseline.
What this page cannot tell you
It cannot tell you which of these moves fits your own record. A destination that many movers take is still the wrong move for most individuals — the ranking is population-level, and your last three roles, your credentials and what you actually want change it substantially.
See which of these moves your own experience already supports.
Career Companion reads your résumé and scores these destinations against what you have actually done, not against the population average. Start free →