Automation index
How much of a Customer support agent’s job can AI already do?
Today an AI can already handle the first pass: repeat tickets, stock emails, a simple reset. The odd case, the angry customer, and fraud still need a person.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Customer support agent
36%
AI can already do 36% of this job.
#15 / 623
View rankingCustomer support agent
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 |
|---|---|---|---|
Confer with customers by telephone or in person to provide information about products or services, take or enter orders, cancel accounts, or obtain details of complaints.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 28% | +4.8 |
Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 55% | +8.3 |
Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Check to ensure that appropriate changes were made to resolve customers' problems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Determine charges for services requested, collect deposits or payments, or arrange for billing.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Solicit sales of new or additional services or products.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Refer unresolved customer grievances to designated departments for further investigation.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
| Total | 100% | 36% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer insight
- characteristics of products
- customer service
- guarantee customer satisfaction
- communicate with customers
- use databases
- answer incoming calls
- keep records of customer interaction
- perform customer management
- collect customer data
Sources for this job· O*NET 43-4051.00· ESCO/ISCO 4222
IS WORK OVER?
QA tester
38%
#11 / 623
View rankingQA tester
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 |
|---|---|---|---|
Identify, analyze, and document problems with program function, output, online screen, or content.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Document software defects, using a bug tracking system, and report defects to software developers.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 55% | +6.1 |
Install, maintain, or use software testing programs.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Monitor program performance to ensure efficient and problem-free operations.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Document test procedures to ensure replicability and compliance with standards.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Create or maintain databases of known test defects.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Provide feedback and recommendations to developers on software usability and functionality.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 39% | 28% | +10.9 |
| Total | 100% | 38% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- internal risk management policy
- ICT quality policy
- software anomalies
- levels of software testing
- quality standards
- quality assurance methodologies
- ICT process quality models
- set quality assurance objectives
- ensure continuous preparedness for audits
- comply with legal regulations
Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519