Automation index
How much of a Data scientist’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 scientist
40%
AI can already do 40% of this job.
#6 / 623
View rankingData scientist
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?
Caregiver
16%
#592 / 623
View rankingCaregiver
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 |
|---|---|---|---|
Maintain records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Provide patients with help moving in and out of beds, baths, wheelchairs, or automobiles and with dressing and grooming.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Entertain, converse with, or read aloud to patients to keep them mentally healthy and alert.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Bathe patients.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Care for patients by changing bed linens, washing and ironing laundry, cleaning, or assisting with their personal care.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Provide patients and families with emotional support and instruction in areas such as caring for infants, preparing healthy meals, living independently, or adapting to disability or illness.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Administer prescribed oral medications, under the written direction of physician or as directed by home care nurse or aide, and ensure patients take their medicine.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 26% | 28% | +7.3 |
| Total | 100% | 16% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- disability care
- older adults' needs
- first response
- wash the laundry
- apply first response
- tend to elderly people
- prepare sandwiches
- iron textiles
- buy groceries
- accompany people
Sources for this job· O*NET 31-1121.00· ESCO/ISCO 5322