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?
Logistics coordinator
28%
#90 / 623
View rankingLogistics coordinator
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 |
|---|---|---|---|
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Develop an understanding of customers' needs and take actions to ensure that such needs are met.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Direct availability and allocation of materials, supplies, and finished products.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Protect and control proprietary materials.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 22% | +1.1 |
Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 40% | 28% | +11.2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- multimodal transport logistics
- markets for modes of transport
- comply with railway safety standards
- resolve shipment issues
- track shipments
- use different communication channels
- handle shipment risks
- negotiate logistics services
- analyse transportation costs
- apply transportation management concepts
Sources for this job· O*NET 13-1081.00· ESCO/ISCO 4323