Distribution across 48 profiles.
Middle half of Full Stack Developers score between 43% and 49%.
0%
50%
100%
p10 · 41%
53% · p90
Task breakdown by work type
On-screen work88%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen12%
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-person0%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Full Stack Developer, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Writing and maintaining server-side application logic (backend code) using languages like Python, Java, or Node.js to handle data processing, API requests, and business logic
32%DD
49%
Collaborating with product managers, designers, and other developers to translate business requirements into technical specifications and implementation plans
some context neededsocial core
24%AD
13%
Developing and maintaining client-side interfaces (frontend code) using frameworks like React, Angular, or Vue.js to create responsive and interactive user experiences
19%DD
46%
Debugging, testing, and optimizing code to ensure performance, security, and scalability of applications, including writing unit and integration tests
17%DD
58%
Designing and managing databases (e.g., SQL or NoSQL) to store, retrieve, and optimize data for applications, including writing queries and ensuring data integrity
4%DD
57%
Deploying and managing applications on cloud platforms (e.g., AWS, Azure, or Google Cloud) and ensuring infrastructure as code (IaC) practices are followed
1%DD
56%
Reviewing code submitted by peers to ensure quality, consistency, and adherence to best practices, often through pull requests and team discussions
deep expertisesocial core
1%DD
16%
TaskTimeTypeExposure
Developing and maintaining client-side interfaces (frontend code) using frameworks like React, Angular, or Vue.js to create responsive and interactive user experiences
25%DD
49%
Designing and managing databases (e.g., SQL or NoSQL) to store, retrieve, and optimize data for applications, including writing queries and ensuring data integrity
23%DD
68%
Debugging, testing, and optimizing code to ensure performance, security, and scalability of applications, including writing unit and integration tests
deep expertise
16%DD
38%
Writing and maintaining server-side application logic (backend code) using languages like Python, Java, or Node.js to handle data processing, API requests, and business logic
14%DD
52%
Collaborating with product managers, designers, and other developers to translate business requirements into technical specifications and implementation plans
some context neededsocial core
10%AD
13%
Deploying and managing applications on cloud platforms (e.g., AWS, Azure, or Google Cloud) and ensuring infrastructure as code (IaC) practices are followed
5%DD
63%
Reviewing code submitted by peers to ensure quality, consistency, and adherence to best practices, often through pull requests and team discussions
some context neededsocial core
3%DD
28%
TaskTimeTypeExposure
Debugging, testing, and optimizing code to ensure performance, security, and scalability of applications, including writing unit and integration tests
25%DD
92%
Writing and maintaining server-side application logic (backend code) using languages like Python, Java, or Node.js to handle data processing, API requests, and business logic
23%DD
49%
Deploying and managing applications on cloud platforms (e.g., AWS, Azure, or Google Cloud) and ensuring infrastructure as code (IaC) practices are followed
21%DD
65%
Designing and managing databases (e.g., SQL or NoSQL) to store, retrieve, and optimize data for applications, including writing queries and ensuring data integrity
19%DD
59%
Developing and maintaining client-side interfaces (frontend code) using frameworks like React, Angular, or Vue.js to create responsive and interactive user experiences
7%DD
55%
Collaborating with product managers, designers, and other developers to translate business requirements into technical specifications and implementation plans
deep expertisesocial core
1%AD
14%
Reviewing code submitted by peers to ensure quality, consistency, and adherence to best practices, often through pull requests and team discussions
deep expertisesocial core
1%DD
9%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
