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?
Salesperson
28%
#55 / 103
View rankingSalesperson
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 |
|---|---|---|---|
Check stock levels and reorder merchandise as necessary.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Recommend products to customers, based on customers' needs and interests.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Answer customers' questions about products, prices, availability, product uses, and credit terms.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Estimate or quote prices, credit or contract terms, warranties, and delivery dates.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Provide customers with product samples and catalogs.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Monitor market conditions, product innovations, and competitors' products, prices, and sales.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Prepare sales contracts and order forms.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. | 41% | 28% | +11.5 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- characteristics of products
- agricultural equipment
- sales promotion techniques
- product comprehension
- guarantee customer satisfaction
- communicate with customers
- manage schedule of tasks
- implement marketing strategies
- ensure compliance with legal requirements
- answer requests for quotation
Sources for this job· O*NET 41-4012.00· ESCO/ISCO 2433