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Controller

Based on 10 assessments · 1 from real users

40% Moderate risk

Average realistic automation risk across all Controller profiles in the dataset.

Raw potential
66%
Realistic risk
40%
Research benchmark ?
52%

Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context. Research benchmark: Eloundou et al. (2023)

Distribution across 10 profiles. Middle half of Controllers score between 32% and 48%.

0% 50% 100%
p10 · 31%
51% · p90
On-screen work 65%

Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.

In-person + screen 1%

Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.

Computer + action 13%

Computer input, real-world output — needs someone to act on it, not just software.

Fully in-person 21%

No computer required. Furthest from automation — the strongest human advantage.

3 synthetic profiles for a Controller, ordered by automation exposure. Tab between them to see how task mix drives the score difference.

Task Time Type Exposure
Prepare and review monthly/quarterly financial statements, balance sheets, and income statements
deep expertise social element
21% DD 29%
Prepare tax filings, ensure compliance with regulations, and coordinate with external auditors
19% DA 12%
Lead and supervise accounting team; review their work, provide guidance, and handle escalations
deep expertise
18% AA 0%
Manage general ledger, reconcile accounts, and oversee journal entry processes
12% DD 90%
Develop and implement internal controls, accounting policies, and process improvements
deep expertise social element
11% DD 29%
Analyze variances between budget and actual results; investigate discrepancies and report findings
11% DD 55%
Present financial reports and analysis to CFO, board, or management; answer questions and provide insights
deep expertise
5% AA 2%

Work as a Controller? Map your specific role.

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