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?
Dentist
24%
#82 / 103
View rankingDentist
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 |
|---|---|---|---|
Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 12% | +1.3 |
Examine teeth, gums, and related tissues, using dental instruments, x-rays, or other diagnostic equipment, to evaluate dental health, diagnose diseases or abnormalities, and plan appropriate treatments.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Use dental air turbines, hand instruments, dental appliances, or surgical implements.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Administer anesthetics to limit the amount of pain experienced by patients during procedures.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Diagnose and treat diseases, injuries, or malformations of teeth, gums, or related oral structures and provide preventive or corrective services.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Formulate plan of treatment for patient's teeth and mouth tissue.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Analyze or evaluate dental needs to determine changes or trends in patterns of dental disease.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 34% | 28% | +9.5 |
| Total | 100% | 24% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- cosmetic dental procedures
- surgery
- dentistry science
- clinical disciplines in dentistry
- mouth anatomy
- anaesthetics
- perform oral health diagnosis
- rehabilitate worn dentition
- lead the dental team
- provide periodontal treatment
Sources for this job· O*NET 29-1021.00· ESCO/ISCO 2261