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?
IT support
30%
#43 / 103
View rankingIT support
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 |
|---|---|---|---|
Answer user inquiries regarding computer software or hardware operation to resolve problems.EstimateNo public source pins this saving. It is an estimate of the method. | 17% | 28% | +4.8 |
Oversee the daily performance of computer systems.EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 28% | +4.2 |
Read technical manuals, confer with users, or conduct computer diagnostics to investigate and resolve problems or to provide technical assistance and support.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Maintain records of daily data communication transactions, problems and remedial actions taken, or installation activities.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 55% | +7.2 |
Set up equipment for employee use, performing or ensuring proper installation of cables, operating systems, or appropriate software.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Confer with staff, users, and management to establish requirements for new systems or modifications.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Enter commands and observe system functioning to verify correct operations and detect errors.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 28% | +4.2 |
| Total | 100% | 30% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- characteristics of products
- organisational structure
- product comprehension
- keep up to date on product knowledge
- create solutions to problems
- communicate with customers
- manage staff
- use ICT ticketing system
- educate on data confidentiality
- forecast workload
Sources for this job· O*NET 15-1232.00· ESCO/ISCO 3512