Automation index
How much of a Junior developer’s job can AI already do?
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.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Junior developer
31%↓
AI can already do 31% of this job.
#38 / 623
View rankingJunior developer
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 |
|---|---|---|---|
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 provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Develop Web sites.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 30% | 28% | +8.4 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- 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?
Farmer
28%
#78 / 623
View rankingFarmer
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 |
|---|---|---|---|
Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.EstimateNo public source provides a precise figure. This is our estimate. | 29% | 12% | +3.5 |
Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 55% | +5.5 |
Position and regulate plant irrigation systems, and program environmental and irrigation control computers.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Collect and record growth, production, and environmental data.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Maintain financial, operational, production, or employment records for farms or ranches.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 55% | +2.2 |
Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 22% | 28% | +6.2 |
| Total | 100% | 29% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- technical equipment for crop production
- crop production principles
- agronomical production principles
- soil structure
- plant species
- agroforestry
- types of storage facilities
- pest control in plants
- ecology
- fertilisation principles
Sources for this job· O*NET 11-9013.00· ESCO/ISCO 6111