Automation index
How much of a Data scientist’s job can AI already do?
Today an AI can already classify, reconcile, and prep a first close. The final call, and what goes to the tax office, still has a name on it.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Data scientist
40%
AI can already do 40% of this job.
#6 / 623
View rankingData scientist
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 55% | +7.7 |
Manage timely flow of business intelligence information to users.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 48% | +5.3 |
Provide technical support for existing reports, dashboards, or other tools.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Synthesize current business intelligence or trend data to support recommendations for action.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Identify or monitor current and potential customers, using business intelligence tools.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 29% | 28% | +8.1 |
| Total | 100% | 40% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- analyse data
- models
- dashboards
- python
- information structure
- data warehouse
- database
- web programming
- ICT security legislation
- business process modelling
Sources for this job· O*NET 15-2051.01· ESCO/ISCO 2521
IS WORK OVER?
Graphic designer
28%
#95 / 623
View rankingGraphic designer
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Determine size and arrangement of illustrative material and copy, and select style and size of type.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Use computer software to generate new images.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Key information into computer equipment to create layouts for client or supervisor.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 22% | +1.8 |
Draw and print charts, graphs, illustrations, and other artwork, using computer.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review final layouts and suggest improvements, as needed.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Maintain archive of images, photos, or previous work products.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Develop graphics and layouts for product illustrations, company logos, and Web sites.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 33% | 28% | +9.2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- design interfaces
- prototypes
- figma
- graphic design
- desktop publishing
- copyright legislation
- respect publication formats
- use creative suite software
- follow a brief
- identify customer's needs
Sources for this job· O*NET 27-1024.00· ESCO/ISCO 2166