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?
Hotel receptionist
30%
#42 / 103
View rankingHotel receptionist
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 |
|---|---|---|---|
Greet, register, and assign rooms to guests of hotels or motels.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Issue room keys and escort instructions to bellhops.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Verify customers' credit, and establish how the customer will pay for the accommodation.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Keep records of room availability and guests' accounts, manually or using computers.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 55% | +3.9 |
Make and confirm reservations.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Review accounts and charges with guests during the check out process.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Compute bills, collect payments, and make change for guests.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 47% | 28% | +13.2 |
| Total | 100% | 30% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- explain features in accommodation venue
- comply with food safety and hygiene
- implement marketing strategies
- maintain relationship with customers
- deal with arrivals in accommodation
- greet guests
- handle customer complaints
- process booking
- provide tourism related information
- handover the service area
Sources for this job· O*NET 43-4081.00· ESCO/ISCO 4224