Career Risk · 6 min read
AI Risk Calculator
AI Risk Calculator for Software Engineers
Software engineering sits in the middle of the AI-exposure band because the tooling now writes, refactors, and tests routine code. The durable layer (system design, security boundaries, accountability for what ships) still requires judgment a model cannot own. Where you sit inside the role decides the track.
Take the free 10-minute readingNo email to start. No credit card. Deterministic, reproducible result.
Calibrated for this role
Why this calculator is tuned to software engineers
The calculator below gives you a directional read on whether your specific structural position leans toward the compressed production layer or the appreciating architecture layer. Two engineers in the same job title can sit on different sides of this split.
Scoring model
How the software engineers exposure score is calculated
Software Engineers currently read 57/100 in the moderate exposure band. That composite is built deterministically from five weighted dimensions. Same inputs always produce the same score, with no machine-learning inference. See the full structural framework for how each dimension is defined.
Strategic Clarity
How deliberately the career is designed, versus reactive.
25%
AI Adaptability
How structurally AI is embedded as an output multiplier.
20%
Income Leverage
Whether pay scales with value created or with hours.
20%
Skill Resilience
Durability and transferability of the skill base.
20%
Market Alignment
Positioning within growth versus commoditised segments.
15%
The day-to-day work
What software engineers actually do day to day
These are the core tasks recorded for Software Developers in the O*NET occupational database. The structural reading measures how much of your week sits in the substitutable production layer below versus the durable judgment layer that holds.
1
1
Task 01 · O*NETAnalyze user needs and software requirements to determine feasibility of design within time and cost constraints.
2
2
Task 02 · O*NETDevelop or direct software system testing or validation procedures, programming, or documentation.
3
3
Task 03 · O*NETConfer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.
4
4
Task 04 · O*NETModify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.
5
5
Task 05 · O*NETPrepare reports or correspondence concerning project specifications, activities, or status.
6
6
Task 06 · O*NETAnalyze information to determine, recommend, and plan installation of a new system or modification of an existing system.
Tools in the field
AI tools already reshaping software engineers work
These are the tools actively absorbing parts of the software engineers workflow today. The question the reading answers is not whether they exist, but how much of your specific role they reach.
GitHub Copilot
Inline code completion and chat across the IDE for production work.
Cursor
AI-native IDE with multi-file edit and codebase-wide refactor.
Claude Code
Agentic coding for complex PRs, test scaffolding, and architecture changes.
Sourcegraph Cody
Codebase-aware AI for large monorepos and legacy code navigation.
Continue
Open-source AI assistant configurable to private code models.
Aider
Terminal-based AI pair programmer with git-aware refactoring.
What you'll get
Four outputs from the 10-minute reading
AI Career Index Score
Your composite 0-1,000 structural score derived from the five weighted dimensions.
Authority Band
Where you sit across the seven authority bands the framework defines.
24-Month Projection
Drift versus strategic trajectories. Same role, two trajectories depending on whether you act.
6-Month Acceleration Plan
The sequenced moves for your weakest dimension. Available with the Premium unlock.
Side by side
How software engineers compare to adjacent roles
AI exposure is relative. These side-by-side reads show where software engineers sit against roles people weigh them against, on pay and on structural risk.
Take the reading
Get your AI Career Index score for software engineers
10 minutes, 35 questions, a deterministic Index Score plus your weakest dimension and a six-month plan against it. Free, no email required to start.
FAQ
Common questions about AI risk for software engineers
Framework · 7 min read
How the AI Career Index Works
A step-by-step look at how the AI Career Index turns a short assessment into a structural score, your primary constraint, a 24-month projection, and a six-month plan.
Framework · 7 min read
Is the AI Career Index Accurate?
What accuracy means for a structural career reading, how the AI Career Index is grounded in real labour data, and what it can and cannot tell you.
"It feels closer to structural advisory than a career quiz. The Compression Exposure Index alone justified the session."
Priya Raman
Product Lead · Singapore
"The dimension breakdown identified a market alignment gap I had consistently overlooked. The framing is considerably more rigorous than conventional career tools."
Marcus Johansson
Operations Director · Stockholm, Sweden
"I scored high on AI adaptability but had a significant income leverage gap. The projection modelling made that structural problem immediately legible."
Ayasha Patel
Senior Data Scientist · Toronto, Canada
Measure Your Position with AI Career Index
Take the AI Career Snapshot to see your structural leverage, automation exposure, and growth trajectory with AI Career Index.