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?
Tour guide
28%
#62 / 103
View rankingTour guide
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 |
|---|---|---|---|
Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Describe tour points of interest to group members, and respond to questions.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Provide directions and other pertinent information to visitors.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Escort individuals or groups on cruises, sightseeing tours, or through places of interest, such as industrial establishments, public buildings, or art galleries.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Greet and register visitors, and issue any required identification badges or safety devices.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Assemble and check the required supplies and equipment prior to departure.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Provide for physical safety of groups, performing such activities as providing first aid or directing emergency evacuations.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Solicit tour patronage and sell souvenirs.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 17% | 28% | +4.8 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- sightseeing information
- local geography
- create solutions to problems
- monitor visitor tours
- provide visitor information
- select visitor routes
- collect visitor fees
- speak different languages
- use different communication channels
- maintain customer service
Sources for this job· O*NET 39-7011.00· ESCO/ISCO 5113