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?
Retail salesperson
28%
#57 / 103
View rankingRetail salesperson
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 |
|---|---|---|---|
Greet customers and ascertain what each customer wants or needs.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Bag or package purchases and wrap gifts.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Compute sales prices, total purchases, and receive and process cash or credit payment.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Answer questions regarding the store and its merchandise.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Prepare merchandise for purchase or rental.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Describe merchandise and explain use, operation, and care of merchandise to customers.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. | 46% | 28% | +12.9 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- sales argumentation
- characteristics of products
- e-commerce systems
- product comprehension
- types of written press
- guarantee customer satisfaction
- carry out products preparation
- operate cash register
- ensure compliance with legal requirements
- examine merchandise
Sources for this job· O*NET 41-2031.00· ESCO/ISCO 5223