Automation index
Can AI do the work of a Data analyst?
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 analyst
40%
AI or a robot can already do 40% of this job.
#5 / 103
View rankingData analyst
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?
Procurement specialist
34%
#20 / 103
View rankingProcurement specialist
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 |
|---|---|---|---|
Purchase the highest quality merchandise at the lowest possible price and in correct amounts.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Monitor and follow applicable laws and regulations.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Maintain and review computerized or manual records of purchased items, costs, deliveries, product performance, and inventories.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 55% | +5.5 |
Analyze price proposals, financial reports, and other data and information to determine reasonable prices.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Arrange the payment of duty and freight charges.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Write and review product specifications, maintaining a working technical knowledge of the goods or services to be purchased.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Research and evaluate suppliers, based on price, quality, selection, service, support, availability, reliability, production and distribution capabilities, and the supplier's reputation and history.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 48% | +1.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 25% | 28% | +7 |
| Total | 100% | 34% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- types of coffee beans
- coffee grinding levels
- food and beverage industry
- coffee characteristics
- examine green coffee beans
- apply HACCP
- conduct extensive international travel
- analyse consumer buying trends
- negotiate price
- evaluate coffee characteristics
Sources for this job· O*NET 13-1023.00· ESCO/ISCO 3323