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?
Warehouse operator
33%
#23 / 103
View rankingWarehouse operator
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 |
|---|---|---|---|
Record numbers of units handled or moved, using daily production sheets or work tickets.EstimateNo public source pins this saving. It is an estimate of the method. | 19% | 55% | +10.5 |
Move freight, stock, or other materials to and from storage or production areas, loading docks, delivery vehicles, ships, or containers, by hand or using trucks, tractors, or other equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 28% | +5 |
Maintain equipment storage areas to ensure that inventory is protected.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 28% | +5 |
Read work orders or receive oral instructions to determine work assignments or material or equipment needs.EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 28% | +4.2 |
Sort cargo before loading and unloading.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Attach identifying tags to containers or mark them with identifying information.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Install protective devices, such as bracing, padding, or strapping, to prevent shifting or damage to items being transported.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 28% | +1.1 |
| Total | 100% | 33% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- products coding system
- operate warehouse record systems
- sort waste
- clean industrial containers
- maintain physical condition of warehouse
- receive goods
- assist in the movement of heavy loads
- stack goods
- use different communication channels
- monitor stock level
Sources for this job· O*NET 53-7062.00· ESCO/ISCO 9333