Automation index
Can AI do the work of a Junior developer?
Today an AI can already do 31% of this job. What’s left takes judgment, team context, and reading what never shows up on the ticket.
It is not an estimate of how many people will lose their work.
Task comparison
IS WORK OVER?
Junior developer
31%↓
AI or a robot can already do 31% of this job.
#30 / 103
View rankingJunior 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 |
|---|---|---|---|
Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 48% | +6.2 |
Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Develop Web sites.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 30% | 28% | +8.4 |
| Total | 100% | 31% |
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 15-1251.00· 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