Distribution across 36 profiles.
Middle half of Risk Analysts score between 37% and 48%.
0%
50%
100%
p10 · 35%
51% · p90
Task breakdown by work type
On-screen work85%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen5%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action0%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person10%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Risk Analyst, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Building and running quantitative models (e.g., Value-at-Risk, stress tests, scenario analyses) to assess potential financial risks
36%DD
62%
Meeting with traders, portfolio managers, or other stakeholders to discuss risk results, clarify assumptions, or gather additional context
deep expertisesocial core
26%AA
0%
Writing reports or presentations summarizing risk findings, recommendations, and potential impacts for senior management or regulators
deep expertisesocial element
11%DD
35%
Reviewing and interpreting model outputs to identify key risk exposures, anomalies, or trends, often requiring judgment based on experience
deep expertisesocial element
10%DD
31%
Monitoring real-time market events or news (e.g., geopolitical developments, economic releases) and assessing their potential risk implications
deep expertise
8%AD
14%
Collecting and cleaning financial data from various digital sources (e.g., market data feeds, internal databases, regulatory filings) to prepare for analysis
6%DD
57%
Validating and backtesting risk models to ensure accuracy and compliance with internal policies or regulatory standards
deep expertise
1%DD
35%
TaskTimeTypeExposure
Building and running quantitative models (e.g., Value-at-Risk, stress tests, scenario analyses) to assess potential financial risks
31%DD
64%
Reviewing and interpreting model outputs to identify key risk exposures, anomalies, or trends, often requiring judgment based on experience
deep expertisesocial element
28%DD
32%
Meeting with traders, portfolio managers, or other stakeholders to discuss risk results, clarify assumptions, or gather additional context
deep expertisesocial core
13%AA
7%
Writing reports or presentations summarizing risk findings, recommendations, and potential impacts for senior management or regulators
deep expertisesocial element
9%DD
26%
Collecting and cleaning financial data from various digital sources (e.g., market data feeds, internal databases, regulatory filings) to prepare for analysis
9%DD
63%
Validating and backtesting risk models to ensure accuracy and compliance with internal policies or regulatory standards
7%DD
62%
Monitoring real-time market events or news (e.g., geopolitical developments, economic releases) and assessing their potential risk implications
deep expertise
1%AD
28%
TaskTimeTypeExposure
Collecting and cleaning financial data from various digital sources (e.g., market data feeds, internal databases, regulatory filings) to prepare for analysis
31%DD
68%
Building and running quantitative models (e.g., Value-at-Risk, stress tests, scenario analyses) to assess potential financial risks
26%DD
61%
Reviewing and interpreting model outputs to identify key risk exposures, anomalies, or trends, often requiring judgment based on experience
16%DD
59%
Meeting with traders, portfolio managers, or other stakeholders to discuss risk results, clarify assumptions, or gather additional context
deep expertisesocial core
12%AA
0%
Writing reports or presentations summarizing risk findings, recommendations, and potential impacts for senior management or regulators
11%DD
43%
Monitoring real-time market events or news (e.g., geopolitical developments, economic releases) and assessing their potential risk implications
deep expertise
1%AD
22%
Validating and backtesting risk models to ensure accuracy and compliance with internal policies or regulatory standards
deep expertise
0%DD
34%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
