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?
Farmer
28%
#49 / 103
View rankingFarmer
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 |
|---|---|---|---|
Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.EstimateNo public source pins this saving. It is an estimate of the method. | 29% | 12% | +3.5 |
Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 55% | +5.5 |
Position and regulate plant irrigation systems, and program environmental and irrigation control computers.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Collect and record growth, production, and environmental data.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Maintain financial, operational, production, or employment records for farms or ranches.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 55% | +2.2 |
Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 28% | +6.2 |
| Total | 100% | 29% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- technical equipment for crop production
- crop production principles
- agronomical production principles
- soil structure
- plant species
- agroforestry
- types of storage facilities
- pest control in plants
- ecology
- fertilisation principles
Sources for this job· O*NET 11-9013.00· ESCO/ISCO 6111