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?
Translator
52%↓
#1 / 623
View rankingTranslator
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 |
|---|---|---|---|
Follow ethical codes that protect the confidentiality of information.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
| Translate messages simultaneously or consecutively into specified languages, orally or by using hand signs, maintaining message content, context, and style as much as possible. | 14% | 72% | +10.1 |
| Listen to speakers' statements to determine meanings and to prepare translations, using electronic listening systems as necessary. | 11% | 72% | +7.9 |
Identify and resolve conflicts related to the meanings of words, concepts, practices, or behaviors.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
| Check translations of technical terms and terminology to ensure that they are accurate and remain consistent throughout translation revisions. | 8% | 72% | +5.8 |
| Refer to reference materials, such as dictionaries, lexicons, encyclopedias, and computerized terminology banks, as needed to ensure translation accuracy. | 7% | 72% | +5 |
| Compile information on content and context of information to be translated and on intended audience. | 7% | 72% | +5 |
| Adapt translations to students' cognitive and grade levels, collaborating with educational team members as necessary. | 7% | 72% | +5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 21% | 28% | +5.9 |
| Total | 100% | 52% |
Modelled workweek: 100% · Public evidence: 54% · Estimate: 46% · Confidence: Medium
Skills and activities
- translate texts
- interpret
- proofread translations
- information confidentiality
- spelling
- office software
- grammar
- speak different languages
- master language rules
- develop a translation strategy
Sources for this job· O*NET 27-3091.00· ESCO/ISCO 2643