Automation index
Can AI do the work of a Senior developer?
Today an AI can already do 37% of this job. Architecture, the hard calls, and review still need someone who has broken production.
It does not try to predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Senior developer
37%
AI or a robot can already do 37% of this job.
#13 / 103
View rankingSenior developer
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 |
|---|---|---|---|
Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 48% | +4.8 |
Store, retrieve, and manipulate data for analysis of system capabilities and requirements.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 48% | +4.8 |
Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 48% | +4.3 |
Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 22% | +1.8 |
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 48% | +3.4 |
Develop or direct software system testing or validation procedures, programming, or documentation.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 55% | +3.9 |
Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 33% | 28% | +9.2 |
| Total | 100% | 37% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- write code
- programming
- software development
- coding
- debug code
- computer programming
- decentralized application frameworks
- blockchain openness
- software components libraries
- ICT debugging tools
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512
IS WORK OVER?
Tax advisor
30%
#36 / 103
View rankingTax advisor
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 |
|---|---|---|---|
Compute taxes owed or overpaid, using adding machines or personal computers, and complete entries on forms, following tax form instructions and tax tables.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Use all appropriate adjustments, deductions, and credits to keep clients' taxes to a minimum.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Prepare or assist in preparing simple to complex tax returns for individuals or small businesses.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Furnish taxpayers with sufficient information and advice to ensure correct tax form completion.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Review financial records, such as income statements and documentation of expenditures to determine forms needed to prepare tax returns.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Interview clients to obtain additional information on taxable income and deductible expenses and allowances.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 22% | +1.8 |
Explain federal and state tax laws to individuals and companies.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Check data input or verify totals on forms prepared by others to detect errors in arithmetic, data entry, or procedures.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. | 20% | 28% | +5.6 |
| Total | 100% | 30% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- value-added tax law
- tax legislation
- inform on fiscal duties
- advise on tax planning
- inspect tax returns
- prepare tax returns forms
- calculate tax
- research taxation procedures
- interpret financial statements
- prepare financial statements
Sources for this job· O*NET 13-2082.00· ESCO/ISCO 2411