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?
Management consultant
39%
#8 / 103
View rankingManagement consultant
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 |
|---|---|---|---|
Gather and organize information on problems or procedures.EstimateNo public source pins this saving. It is an estimate of the method. | 23% | 28% | +6.4 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 55% | +7.2 |
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Analyze data gathered and develop solutions or alternative methods of proceeding.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 48% | +6.2 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Design, evaluate, recommend, and approve changes of forms and reports.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 55% | +3.9 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
| Total | 100% | 39% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- business analysis
- risk management
- market research
- scientific research methodology
- perform business analysis
- identify undetected organisational needs
- analyse business plans
- interpret financial statements
- conduct quantitative research
- analyse financial performance of a company
Sources for this job· O*NET 13-1111.00· ESCO/ISCO 2421