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?
Auditor
35%
#16 / 623
View rankingAuditor
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 |
|---|---|---|---|
Supervise auditing of establishments, and determine scope of investigation required.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 22% | +2.6 |
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 48% | +4.3 |
Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Report to management regarding the finances of establishment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Prepare adjusting journal entries.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review accounts for discrepancies and reconcile differences.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Establish tables of accounts and assign entries to proper accounts.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. | 38% | 28% | +10.6 |
| Total | 100% | 35% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- ledger entries
- close accounts
- reconcile banks
- accounting department processes
- financial department processes
- economics
- corporate law
- accounting
- inspect tax returns
- control financial resources
Sources for this job· O*NET 13-2011.00· ESCO/ISCO 2411