Customer Service Representatives
Interact with customers to provide information in response to inquiries about products and services and to handle and resolve complaints.
AI Impact Summary
Customer Service Representatives faces moderate AI displacement risk with a score of 39/100. This occupation has higher AI displacement risk than 78% of all analyzed occupations. Of 15 analyzed tasks, 5 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Customer Service Representatives skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
AI Fundamentals Skill Track
by DataCamp
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Customer Service Fundamentals
by Knowledge Accelerators
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
15 tasks analyzed
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.
Check to ensure that appropriate changes were made to resolve customers' problems.
Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.
Refer unresolved customer grievances to designated departments for further investigation.
Determine charges for services requested, collect deposits or payments, or arrange for billing.
Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills.
Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.
Contact customers to respond to inquiries or to notify them of claim investigation results or any planned adjustments.
Solicit sales of new or additional services or products.
Order tests that could determine the causes of product malfunctions.
Obtain and examine all relevant information to assess validity of complaints and to determine possible causes, such as extreme weather conditions that could increase utility bills.
Review claims adjustments with dealers, examining parts claimed to be defective, and approving or disapproving dealers' claims.
Review insurance policy terms to determine whether a particular loss is covered by insurance.
Compare disputed merchandise with original requisitions and information from invoices and prepare invoices for returned goods.
Recommend improvements in products, packaging, shipping, service, or billing methods and procedures to prevent future problems.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| 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. | 40.4Observed | 31.2% | 25% | |
| Check to ensure that appropriate changes were made to resolve customers' problems. | 90Estimated | 85.2% | 10% | |
| Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken. | 43.73Observed | 66.7% | 15% | |
| Refer unresolved customer grievances to designated departments for further investigation. | 36.8Observed | 63.9% | 5% | |
| Determine charges for services requested, collect deposits or payments, or arrange for billing. | 92Estimated | 86.0% | 5% | |
| Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills. | 43.95Observed | 32.6% | 10% | |
| Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers. | 37.5Observed | 64.2% | 5% | |
| Contact customers to respond to inquiries or to notify them of claim investigation results or any planned adjustments. | 40.48Observed | 31.2% | 5% | |
| Solicit sales of new or additional services or products. | 41.57Observed | 31.6% | 4% | |
| Order tests that could determine the causes of product malfunctions. | 77Estimated | 80.0% | 2% | |
| Obtain and examine all relevant information to assess validity of complaints and to determine possible causes, such as extreme weather conditions that could increase utility bills. | 65Estimated | 53.0% | 4% | |
| Review claims adjustments with dealers, examining parts claimed to be defective, and approving or disapproving dealers' claims. | 40Estimated | 43.0% | 2% | |
| Review insurance policy terms to determine whether a particular loss is covered by insurance. | 54.67Observed | 71.1% | 3% | |
| Compare disputed merchandise with original requisitions and information from invoices and prepare invoices for returned goods. | 95Estimated | 87.2% | 3% | |
| Recommend improvements in products, packaging, shipping, service, or billing methods and procedures to prevent future problems. | 65Estimated | 53.0% | 2% |
Protective Factors
Total protective discount: 27.0%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$42,830
per year
Mean Wage
$45,380
per year
Employment
2.7M
workers
Wage Range
$30,690 - $62,730
10th - 90th pct
Wage Distribution
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Reservation and Transportation Ticket Agents and Travel Clerks
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Medical Records and Health Information Technicians
48%Higher risk than 96% of other occupations
Cargo and Freight Agents
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Credit Checkers
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Sales Managers
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Chief Executives
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General and Operations Managers
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Advertising and Promotions Managers
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Computer and Information Systems Managers
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Customer Service Representatives professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Service Orientation
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
- Persuasion
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change