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?
Video editor
28%
#96 / 623
View rankingVideo editor
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 |
|---|---|---|---|
Select and combine the most effective shots of each scene to form a logical and smoothly running story.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Edit films and videotapes to insert music, dialogue, and sound effects, to arrange films into sequences, and to correct errors, using editing equipment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Set up and operate computer editing systems, electronic titling systems, video switching equipment, and digital video effects units to produce a final product.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Organize and string together raw footage into a continuous whole according to scripts or the instructions of directors and producers.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review footage sequence by sequence to become familiar with it before assembling it into a final product.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Mark frames where a particular shot or piece of sound is to begin or end.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Verify key numbers and time codes on materials.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Cut shot sequences to different angles at specific points in scenes, making each individual cut as fluid and seamless as possible.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. | 48% | 28% | +13.4 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- personal directing styles
- film production process
- graphic design
- motion graphics
- ICT software specifications
- multimedia systems
- follow work schedule
- consult with producer
- watch scenes
- put uncut recordings into computer
Sources for this job· O*NET 27-4032.00· ESCO/ISCO 2654