Automation index
Can AI do the work of a Data scientist?
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.
It does not say how many people will end up unemployed.
Task comparison
IS WORK OVER?
Data scientist
40%
AI or a robot can already do 40% of this job.
#6 / 103
View rankingData scientist
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 55% | +7.7 |
Manage timely flow of business intelligence information to users.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 48% | +5.3 |
Provide technical support for existing reports, dashboards, or other tools.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Synthesize current business intelligence or trend data to support recommendations for action.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Identify or monitor current and potential customers, using business intelligence tools.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 29% | 28% | +8.1 |
| Total | 100% | 40% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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?
Construction laborer
29%
#45 / 103
View rankingConstruction laborer
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Tend pumps, compressors, or generators to provide power for tools, machinery, or equipment or to heat or move materials, such as asphalt.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Dig ditches or trenches, backfill excavations, or compact and level earth to grade specifications, using picks, shovels, pneumatic tampers, or rakes.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Grind, scrape, sand, or polish surfaces, such as concrete, marble, terrazzo, or wood flooring, using abrasive tools or machines.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Signal equipment operators to facilitate alignment, movement, or adjustment of machinery, equipment, or materials.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Install sewer, water, or storm drain pipes, using pipe-laying machinery or laser guidance equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Lubricate, clean, or repair machinery, equipment, or tools.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Measure, mark, or record openings or distances to layout areas where construction work will be performed.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 55% | +4.4 |
Read plans, instructions, or specifications to determine work activities.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 26% | 28% | +7.3 |
| Total | 100% | 29% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- install wood elements in structures
- apply finish to concrete
- inspect masonry work
- check compatibility of materials
- dig soil mechanically
- pour concrete
- transport construction supplies
- operate digging construction equipment
- work in a construction team
- inspect construction supplies
Sources for this job· O*NET 47-2061.00· ESCO/ISCO 9313