Automation index
Can AI do the work of a Data analyst?
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 analyst
40%
AI or a robot can already do 40% of this job.
#5 / 103
View rankingData analyst
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?
Cybersecurity analyst
32%
#25 / 103
View rankingCybersecurity analyst
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 use of data files and regulate access to safeguard information in computer files.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Monitor current reports of computer viruses to determine when to update virus protection systems.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 55% | +7.2 |
Encrypt data transmissions and erect firewalls to conceal confidential information as it is being transmitted and to keep out tainted digital transfers.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Modify computer security files to incorporate new software, correct errors, or change individual access status.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Confer with users to discuss issues such as computer data access needs, security violations, and programming changes.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Develop plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure and to meet emergency data processing needs.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Perform risk assessments and execute tests of data processing system to ensure functioning of data processing activities and security measures.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Coordinate implementation of computer system plan with establishment personnel and outside vendors.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. | 15% | 28% | +4.2 |
| Total | 100% | 32% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- computer forensics
- ICT network security risks
- ICT security standards
- cyber attack counter-measures
- query languages
- information confidentiality
- penetration testing tool
- manage IT security compliances
- gather data for forensic purposes
- provide ICT consulting advice
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529