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Public sector and academia — slow procurement cycles, but high political pressure on AI accountability.
government / education exposure
22/100
matches cross-industry baseline
tasks tracked
20
in role taxonomy
government / education signals
20
industry adoption observations
evidence items
309
verified capability claims
We track 20 adoption signals and 309 capability evidence items across 20 tasks that define a software engineer’s work. Filtered to Government & Education, the data shows moderate exposure: significant headroom before AI replaces a meaningful share of tasks.
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