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?
Photographer
28%
#61 / 103
View rankingPhotographer
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 |
|---|---|---|---|
Adjust apertures, shutter speeds, and camera focus according to a combination of factors, such as lighting, field depth, subject motion, film type, and film speed.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Use traditional or digital cameras, along with a variety of equipment, such as tripods, filters, and flash attachments.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Create artificial light, using flashes and reflectors.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Manipulate and enhance scanned or digital images to create desired effects, using computers and specialized software.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Estimate or measure light levels, distances, and numbers of exposures needed, using measuring devices and formulas.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Transfer photographs to computers for editing, archiving, and electronic transmission.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Perform general office duties, such as scheduling appointments, keeping books, and ordering supplies.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Determine desired images and picture composition, selecting and adjusting subjects, equipment, and lighting to achieve desired effects.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. | 39% | 28% | +10.9 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- interview techniques
- photography
- editorial standards
- writing techniques
- spelling
- grammar
- copyright legislation
- participate in editorial meetings
- set up photographic equipment
- study topics
Sources for this job· O*NET 27-4021.00· ESCO/ISCO 3431