AI Jobs Impact Map
Work is changing.
See the bigger picture.
What AI changes. Where you matter.
And how it all connects.
It starts with tasks.
Not job titles.
A job title alone cannot tell you how your working day might change. The atlas helps you examine the work behind it.
Find tasks AI can assist with. Explore drafts, data processing and repetitive work.
See where your judgment matters. Distinguish tool assistance from decisions, quality and accountability.
Choose what to learn next. Explore your role’s skills and workflows shared with other specialists.
Change does not stop
at your job title.
Code becomes a product. Design shapes a campaign. Data informs decisions. Explore how teams connect.
Now, explore your work.
Find an occupation and explore its task profile.
Or choose an example:
30 occupations · search also matches tasksProfiles and connections are an editorial task model. They do not measure layoffs or predict when an occupation will disappear.
All occupations in the atlas 30 +
Looking for another occupation?
01TechnologySoftware developer+
Tasks for AI: Draft code, tests, documentation
Human role: Architecture, review, accountability
01TechnologyQA tester+
Tasks for AI: Test generation, regression, reports
Human role: Quality strategy, exploratory testing
01TechnologyDevOps engineer+
Tasks for AI: Configuration, diagnostics, runbooks
Human role: Reliability, risk, platform architecture
02Content & designCopywriter+
Tasks for AI: Drafts, variants, SEO structure
Human role: Positioning, interviews, editing
02Content & designTranslator+
Tasks for AI: Baseline translation and localization
Human role: Legal context, style, meaning review
02Content & designGraphic designer+
Tasks for AI: Variants, resizing, background removal
Human role: Art direction, brand system, taste
03BusinessSupport agent+
Tasks for AI: FAQ, triage, routine replies
Human role: Conflict, exceptions, empathy
03BusinessSales development rep+
Tasks for AI: Lead research, email, CRM
Human role: Trust, negotiation, complex deals
03BusinessRecruiter+
Tasks for AI: Sourcing, screening, scheduling
Human role: Motivation, trust, decisions
04Finance & lawBookkeeping clerk+
Tasks for AI: Entry, reconciliation, document coding
Human role: Exceptions, audit, accountability
04Finance & lawFinancial analyst+
Tasks for AI: Data gathering, models, first-pass insights
Human role: Scenarios, decisions, risk communication
04Finance & lawParalegal+
Tasks for AI: Research, summaries, contract comparison
Human role: Legal position, negotiation, accountability
05People servicesTeacher+
Tasks for AI: Plans, exercises, feedback
Human role: Motivation, classroom, mentorship
05People servicesPhysician+
Tasks for AI: Documentation, decision support, triage
Human role: Diagnosis, consent, accountability
05People servicesRadiologist+
Tasks for AI: Pattern detection, scan prioritization
Human role: Patient context, final diagnosis
06OperationsData entry clerk+
Tasks for AI: Extraction, transfer and field validation
Human role: Rare exceptions and control
06OperationsLogistics coordinator+
Tasks for AI: Routes, status, delay forecasting
Human role: Disruptions, partners, trade-offs
06OperationsWarehouse worker+
Tasks for AI: Inventory and route optimization
Human role: Physical work and edge cases
01TechnologyData scientist+
Tasks for AI: Data preparation, analysis code, baseline models
Human role: Hypothesis design, causality, validation
01TechnologyCybersecurity specialist+
Tasks for AI: Event triage, anomaly detection, rule drafts
Human role: Threat modeling, incident response, accountability
02Content & designVideo editor+
Tasks for AI: Rough cuts, captions, audio cleanup
Human role: Storytelling, pacing, creative direction
02Content & designJournalist+
Tasks for AI: Transcription, document summaries, drafting
Human role: Investigation, sources, editorial accountability
03BusinessProject manager+
Tasks for AI: Minutes, status reports, plans and reminders
Human role: Trade-offs, influence, outcome ownership
03BusinessMarketing specialist+
Tasks for AI: Segmentation, creative variants, reporting
Human role: Positioning, budget, audience understanding
04Finance & lawAuditor+
Tasks for AI: Transaction sampling, anomaly detection, documentation
Human role: Professional skepticism and final opinion
04Finance & lawInsurance underwriter+
Tasks for AI: Data collection, standard scoring, draft terms
Human role: Non-standard risk, negotiation, accountability
05People servicesPsychologist+
Tasks for AI: Journals, exercises, administrative notes
Human role: Therapeutic alliance, diagnosis, crisis decisions
05People servicesNurse+
Tasks for AI: Documentation, scheduling, protocol support
Human role: Hands-on care, observation and patient contact
06OperationsProcurement specialist+
Tasks for AI: Bid comparison, documentation, price monitoring
Human role: Negotiation, suppliers, conflicts of interest
06OperationsDispatcher+
Tasks for AI: Routine dispatch and load forecasting
Human role: Emergencies and human coordination
No matches. Try another query.
Evidence before conclusions.
Research describes AI’s impact on tasks. We connect roles through shared workflows and hand-offs. Connections are our interpretation, not evidence that one job replaces another.
We do not assign replacement percentages or predict when occupations will disappear. We check sources daily; conclusions require editorial review.
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An interactive preview, a feature overview and occupation task profiles.