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?
Logistics coordinator
28%
#56 / 103
View rankingLogistics coordinator
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 |
|---|---|---|---|
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Develop an understanding of customers' needs and take actions to ensure that such needs are met.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Direct availability and allocation of materials, supplies, and finished products.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Protect and control proprietary materials.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 22% | +1.1 |
Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.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. | 40% | 28% | +11.2 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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