Moderate Exposure
45 tasks scored · O*NET data
Top 40% of Data & Analytics Cohort
Compared against evolving role expectations
Rebuilding Required
Relative AI-assisted output multiplier
Transition Recommended
Career trajectory assessment
Career Verdict
This role is evolving, not disappearing. Professionals who direct AI workflows while strengthening stakeholder and judgment skills will consistently outperform.
Strategic Interpretation
“AI is reshaping how this work gets done, not whether it gets done. The professionals who will thrive are those who direct AI workflows while deepening their judgment and stakeholder skills.”
Task-Level Breakdown
Each task scored on two dimensions: AI Assistance and Human Judgment. Replacement risk rises only when AI assistance is high and human judgment is low.
Tasks where AI automation is already meaningful
Prepare detailed reports on audit findings.
Report to management about asset utilization and audit results, and recommend changes in operations and financial activities.
Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, completeness, and conformance to reporting and procedural standards.
Collect and analyze data to detect deficient controls, duplicated effort, extravagance, fraud, or non-compliance with laws, regulations, and management policies.
How to respond: Direct and verify AI outputs — don't just execute the task.
Where humans consistently outperform AI in this role
How these scores are calculated
Rule-based · No AI hallucination · Grounded in O*NET occupational data
How these scores are calculated
Rule-based · No AI hallucination · Grounded in O*NET occupational data
🗂️
Data source
O*NET 30.2
Feb 2026 release · CC BY 4.0 · onetcenter.org
⚙️
Scoring method
Task-level keywords
Keyword signal groups × importance-weighted mean across full task taxonomy
✅
Confidence
High
Full task coverage for this occupation — 45 tasks scored
📅
Last updated
May 2026
Pipeline v1.0
Two-dimension scoring explained
Each task receives an independent AI Exposure score and a Human Dependency score. These are not inverses — a task can be both AI-augmentable and require high human judgment. Replacement risk only rises when AI exposure is high and human judgment is low.
Role score = importance-weighted mean across all tasks. onetcenter.org
Skills That Build Resilience
Organised by urgency — from immediate wins to long-term differentiators.
High-impact skills to develop now
Reading Comprehension
Reading Comprehension builds professional depth that AI tools can assist with but not fully replace — deepening this skill strengthens the judgment layer of your work.
Active Listening
Active Listening helps professionals uncover unstated needs and navigate complexity in ways that AI-driven interactions still fail to replicate — the emotional layer of work stays human.
Speaking
Speaking builds professional depth that AI tools can assist with but not fully replace — deepening this skill strengthens the judgment layer of your work.
Critical Thinking
Critical Thinking on ill-defined problems is where human intelligence most consistently outpaces AI — which excels at pattern matching but struggles when the problem itself needs to be framed first.
Writing
Writing shapes how ideas land and decisions get made — AI can generate text, but the judgment of what to say, when, and how remains a human art that builds lasting credibility.
Judgment and Decision Making
Judgment and Decision Making builds professional depth that AI tools can assist with but not fully replace — deepening this skill strengthens the judgment layer of your work.
Technologies active in this role
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AI Career Analysis
Data Analyst
AI Exposure
Top Future-Proof Skill
Business intelligence and data analysis software
Generated by BetterSkilled
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🚀 I just checked my AI career exposure on BetterSkilled! Role: Data Analyst AI Exposure: 45.2% Future-Proof Score: 37.6% Understanding how AI is reshaping your role is step one. What's your score? → betterskilled.com/ai-exposure
Data sources & methodology
🗂️
O*NET 30.2
Occupational task taxonomy · 45 tasks scored · CC BY 4.0
⚙️
Rule-based Scorer
Keyword signal groups × importance weighting — no AI model, no hallucination
📊
Labor Market Benchmarks
Job posting aggregation & salary benchmarks — illustrative, not real-time
🔬
Two-dimension Model
AI Assistance and Human Dependency scored independently per task
Updated May 2026 · Pipeline v1.0 · onetcenter.org