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?
Carpenter
27%
#137 / 623
View rankingCarpenter
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 |
|---|---|---|---|
Follow established safety rules and regulations and maintain a safe and clean environment.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Measure and mark cutting lines on materials, using a ruler, pencil, chalk, and marking gauge.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Shape or cut materials to specified measurements, using hand tools, machines, or power saws.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Assemble and fasten materials to make frameworks or props, using hand tools and wood screws, nails, dowel pins, or glue.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Build or repair cabinets, doors, frameworks, floors, or other wooden fixtures used in buildings, using woodworking machines, carpenter's hand tools, or power tools.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Study specifications in blueprints, sketches, or building plans to prepare project layout and determine dimensions and materials required.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Install structures or fixtures, such as windows, frames, floorings, trim, or hardware, using carpenters' hand or power tools.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Verify trueness of structure, using plumb bob and level.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 45% | 28% | +12.6 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- install locks
- work ergonomically
- apply proofing membranes
- cut insulation material to size
- use shims
- inspect construction supplies
- manipulate glass
- use measurement instruments
- apply insulation strips
- use safety equipment in construction
Sources for this job· O*NET 47-2031.00· ESCO/ISCO 7115