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?
Physiotherapist
21%
#88 / 103
View rankingPhysiotherapist
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 |
|---|---|---|---|
Plan, prepare, or carry out individually designed programs of physical treatment to maintain, improve, or restore physical functioning, alleviate pain, or prevent physical dysfunction in patients.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Record prognosis, treatment, response, and progress in patient's chart or enter information into computer.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Administer manual exercises, massage, or traction to help relieve pain, increase patient strength, or decrease or prevent deformity or crippling.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Evaluate effects of treatment at various stages and adjust treatments to achieve maximum benefit.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Direct, supervise, assess, and communicate with supportive personnel.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 22% | +1.5 |
Confer with the patient, medical practitioners, or appropriate others to plan, implement, or assess the intervention program.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Test and measure patient's strength, motor development and function, sensory perception, functional capacity, or respiratory or circulatory efficiency and record data.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 12% | +0.7 |
Obtain patients' informed consent to proposed interventions.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 12% | +0.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 42% | 28% | +11.8 |
| Total | 100% | 21% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- orthopaedic manual physiotherapy
- medical terminology
- emergency surgery
- general medicine
- surgery
- human physiology
- geriatrics
- kinetics
- neurology
- pharmacology
Sources for this job· O*NET 29-1123.00· ESCO/ISCO 2264