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?
Banker
27%
#71 / 103
View rankingBanker
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 |
|---|---|---|---|
Client file, scoring and desk KYC.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 48% | +10.6 |
Product proposals, simulation and reporting.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 40% | +7.2 |
Meetings, negotiation and close.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 18% | +2.9 |
Risk calls, exceptions and escalation.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 12% | +1.9 |
Compliance, audit and the file.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 15% | +2.1 |
Book, referrals and long relationship.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 16% | +2.2 |
| Total | 100% | 27% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- Client file, scoring and desk KYC
- Meetings, negotiation and close
- Risk calls, exceptions and escalation
- Compliance, audit and the file
- Book, referrals and long relationship
- banquero
- banker
- gestor de banca
- private banker
Sources for this job· O*NET 13-2052.00· ESCO/ISCO 2412