Data Scientists, task by task.

Every activity this job is made of, scored on how much of its output software can produce today and linked to what addresses it. What is left over is the job.

SOC code
15-2051.00
Activities scored
6
Handed to agents
5
Grounded in
O*NET 30.3
The tasks · Data ScientistsSOC 15-2051.00
88% · agent
Data preparation and cleaningWhat can do this →
85% · agent
Visualization and reportingWhat can do this →
82% · agent
80% · agent
78% · agent
35% · you keep
The team5 agents · 5 need no setup
Statistical Analysis Agent
Apache Spark · IBM SPSS Statistics · Microsoft Excel
● No integration needed
Data Preparation Agent
Apache Hadoop · PostgreSQL · Alteryx software
● No integration needed
Visualization Agent
Microsoft Power BI · Google Looker Analytics · Microsoft PowerPoint
● No integration needed
Programming Agent
Oracle Java · C++ · GitHub
● No integration needed
Research Agent
Web · Search · Docs
● No integration needed
You keep this
Present findings and recommendations to senior leadershipMake final decisions on model deployment and business impactOwn accountability for data-driven business outcomesBuild and maintain strategic stakeholder relationships

Automatability scores estimate how much of a task an agent can reliably do today, grounded in O*NET task data. They are not predictions of job loss.

Start with these three.

The most automatable work in this job, and what actually addresses it. Each one has a page of its own showing every occupation that does it.

Data analysis and statistical modeling88% · analysis and evaluation work · mostly automatable
Data preparation and cleaning85% · work done in software · mostly automatable
Visualization and reporting82% · drafting and content production · mostly automatable