LIVE / 60-SECOND CHECK
AI task exposure self-check
A private, research-informed check of how exposed your current task mix is to generative AI.

The tool weights eight answers about what you actually do equally and reports one of five broad bands. It describes your current task mix, not whether your job will disappear.
What is changing
- Screen-based and repeatable work
- Structured digital output
- Drafting, analysis and generation
Where people still lead
- Accountable judgment
- Trust, empathy and negotiation
- Physical work and changing environments
What to build next
- Take the eight-signal check
- Review your exposed tasks
- Choose one human or AI skill to build
Keep moving with a useful next step.
Move from this signal to the industry, skill or tool that helps you act on it.

AI task exposure map
Separate the tasks AI can accelerate from the judgment, trust and physical work that still need you.
→02 / Career tools
Career transition plan
Turn a broad fear about AI into a practical 90-day plan for evidence, skills and role experiments.
→03 / Skills to build
AI output review & quality control
The durable skill is not prompting alone; it is knowing when an output is wrong, incomplete or unsafe.
→04 / Skills to build
Accountable human judgment
Know when evidence is sufficient, what trade-off is acceptable and who must own the consequence.
→05 / Research & method
Methodology
How Offline Observer turns task-level evidence into a career signal without pretending to predict layoffs.
→06 / Job profiles
Data analyst
Querying, cleanup and first-pass interpretation accelerate; metric design and decision accountability become more valuable.
→