Automation index
How much of a Data analyst’s job can AI already do?
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.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Data analyst
40%
AI can already do 40% of this job.
#5 / 623
View rankingData analyst
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 55% | +7.7 |
Manage timely flow of business intelligence information to users.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 48% | +5.3 |
Provide technical support for existing reports, dashboards, or other tools.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Synthesize current business intelligence or trend data to support recommendations for action.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Identify or monitor current and potential customers, using business intelligence tools.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 29% | 28% | +8.1 |
| Total | 100% | 40% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- 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?
Physiotherapist
21%
#414 / 623
View rankingPhysiotherapist
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Plan, prepare, or carry out individually designed programs of physical treatment to maintain, improve, or restore physical functioning, alleviate pain, or prevent physical dysfunction in patients.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Record prognosis, treatment, response, and progress in patient's chart or enter information into computer.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Administer manual exercises, massage, or traction to help relieve pain, increase patient strength, or decrease or prevent deformity or crippling.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Evaluate effects of treatment at various stages and adjust treatments to achieve maximum benefit.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Direct, supervise, assess, and communicate with supportive personnel.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Confer with the patient, medical practitioners, or appropriate others to plan, implement, or assess the intervention program.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Test and measure patient's strength, motor development and function, sensory perception, functional capacity, or respiratory or circulatory efficiency and record data.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Obtain patients' informed consent to proposed interventions.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 42% | 28% | +11.8 |
| Total | 100% | 21% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- orthopaedic manual physiotherapy
- medical terminology
- emergency surgery
- general medicine
- surgery
- human physiology
- geriatrics
- kinetics
- neurology
- pharmacology
Sources for this job· O*NET 29-1123.00· ESCO/ISCO 2264