Distribution across 39 profiles.
Middle half of Customer Service Representatives score between 36% and 47%.
0%
50%
100%
p10 · 32%
50% · p90
Task breakdown by work type
On-screen work72%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen0%
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-person28%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Customer Service Representative, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Responding to customer emails and chat messages about product issues, returns, and account questions
some context neededsocial core
53%DD
35%
Handling inbound phone calls to troubleshoot technical problems and process service requests
deep expertisesocial core
19%AA
4%
De-escalating frustrated or angry customers and working toward mutually acceptable solutions
deep expertisesocial core
12%AA
3%
Processing refunds, exchanges, and complaint resolutions within company policy guidelines
9%DD
45%
Documenting interactions and updating customer records with notes about issues and resolutions
2%DD
91%
Looking up customer account history, order details, and previous interactions in company systems
1%DD
94%
Escalating complex issues to specialized teams or supervisors when standard procedures don't apply
deep expertisesocial element
1%DD
31%
TaskTimeTypeExposure
Responding to customer emails and chat messages about product issues, returns, and account questions
some context neededsocial core
22%DD
33%
Handling inbound phone calls to troubleshoot technical problems and process service requests
deep expertisesocial core
20%AA
0%
Looking up customer account history, order details, and previous interactions in company systems
19%DD
94%
Processing refunds, exchanges, and complaint resolutions within company policy guidelines
13%DD
48%
Documenting interactions and updating customer records with notes about issues and resolutions
8%DD
92%
Escalating complex issues to specialized teams or supervisors when standard procedures don't apply
deep expertisesocial element
8%DD
24%
De-escalating frustrated or angry customers and working toward mutually acceptable solutions
deep expertisesocial core
7%AA
0%
TaskTimeTypeExposure
Processing refunds, exchanges, and complaint resolutions within company policy guidelines
22%DD
56%
Responding to customer emails and chat messages about product issues, returns, and account questions
some context neededsocial core
21%DD
29%
Handling inbound phone calls to troubleshoot technical problems and process service requests
some context neededsocial core
21%AA
4%
Looking up customer account history, order details, and previous interactions in company systems
14%DD
94%
Documenting interactions and updating customer records with notes about issues and resolutions
13%DD
88%
Escalating complex issues to specialized teams or supervisors when standard procedures don't apply
deep expertisesocial element
4%DD
26%
De-escalating frustrated or angry customers and working toward mutually acceptable solutions
deep expertisesocial core
1%AA
0%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
