The statistics library

499 sourced numbers on customer support

The figures cited across reports, landscape guides, benchmarks, and dispatches — each traceable to its linked source and context. Repeated figures stay separate when their publication context differs. Copy a citation or share a number straight to LinkedIn.

499 numbers

47.3%

share of teams using a two-point pass/fail scale, the most common QA scale, ahead of a 3-point scale at 35.3%

Klaus / Intercom / Aircall — Customer Service Quality Benchmark Report 2023 Insight: Calibration: why two reviewers disagree on the same ticket

the average share of support interactions that get manually reviewed at all

Zendesk (Klaus) — Internal Quality Score (IQS) guide, citing the Customer Service Quality Benchmark Report Insight: Calibration: why two reviewers disagree on the same ticket

88%

the 2023 global benchmark Internal Quality Score (IQS), the average conversation-review quality score

Zendesk (Klaus) — How to measure + improve your Internal Quality Score (IQS) Insight: Calibration: why two reviewers disagree on the same ticket

9 in 10

CX and support leaders who say human-handled calls are getting more complex as automation absorbs the routine volume new reps used to learn on (only 9% of conversations fully handled by AI)

Cresta contact-center leader survey (via CX Current) Insight: Onboarding that gets a new rep to competent in 30 days

31%

of contact-center agents are likely to leave their current role within the next six months — the same window as the ramp

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: Onboarding that gets a new rep to competent in 30 days

46%

of agents aged 18-34 are likely to leave within six months, versus just 8% of agents 45+ — and new hires skew young

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: Onboarding that gets a new rep to competent in 30 days

47%

of agents name unrealistic performance expectations as their biggest frustration — more than any other complaint

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: Onboarding that gets a new rep to competent in 30 days

>80%

of call-center workers say the pressure of the role weighs on their mental wellbeing, and 95% report their productivity drops as a result

DigitalGenius / Censuswide survey (via Customer Experience Dive) Insight: Onboarding that gets a new rep to competent in 30 days

~130

of the thousands of vendors claiming 'agentic AI' are the real thing, by Gartner's count — the rest is 'agent washing': chatbots and RPA rebranded as agents

Gartner, June 2025 Insight: Chatbot, Conversational AI, AI Agent: Three Words, Three Different Machines

37%

of the U.S. population is estimated to have interacted with a bank's chatbot in 2022 — most of it rule-based, keyword-matching software

CFPB, Chatbots in Consumer Finance issue spotlight, 2023 Insight: Chatbot, Conversational AI, AI Agent: Three Words, Three Different Machines

66%

of service organisations now use AI agents — up from 39% a year earlier

Salesforce State of Service: AI Agents Edition, 2026 Insight: Chatbot, Conversational AI, AI Agent: Three Words, Three Different Machines

80%

of common customer-service issues Gartner predicts agentic AI will resolve autonomously by 2029, with no human intervention

Gartner, 2025 Insight: Chatbot, Conversational AI, AI Agent: Three Words, Three Different Machines

76%

average resolution rate Intercom markets for its Fin agent across 12,000+ customers — a vendor figure production teams should discount

Intercom / Fin.ai, 2026 Insight: Chatbot, Conversational AI, AI Agent: Three Words, Three Different Machines

40%+

of agentic AI projects Gartner expects to be scrapped by end of 2027 — cost, unclear value, and thin risk controls

Gartner, June 2025 Insight: Chatbot, Conversational AI, AI Agent: Three Words, Three Different Machines

$42,830

Median annual pay for a U.S. customer service representative — the field's official baseline (May 2024)

U.S. Bureau of Labor Statistics, Occupational Outlook Handbook (Customer Service Representatives), 2024 Insight: What support reps actually get paid

$14.75–$30.16/hr

Bottom-10% to top-10% hourly pay inside the same job title — the geography-and-industry spread (May 2024)

U.S. Bureau of Labor Statistics, Occupational Outlook Handbook (Customer Service Representatives), 2024 Insight: What support reps actually get paid

$51,033

Average U.S. pay for a senior customer service representative

Salary.com, 2026 Insight: What support reps actually get paid

$66,708

Average U.S. pay for a customer support analyst

Salary.com, 2026 Insight: What support reps actually get paid

$101,635

Average U.S. pay for a customer support manager

Salary.com, 2026 Insight: What support reps actually get paid

80%

of common customer-service issues Gartner predicts agentic AI will resolve autonomously, without human intervention, by 2029 — the pitch in one number

Gartner, March 2025 Insight: Agentic AI in support: what "agents that take actions" actually do

>40%

of agentic AI projects Gartner expects to be canceled by end of 2027 — over escalating costs, unclear value, or inadequate risk controls

Gartner, June 2025 Insight: Agentic AI in support: what "agents that take actions" actually do

66%

of service organisations now use AI agents, up from 39% a year earlier — adoption is real and fast

Salesforce State of Service: AI Agents Edition, 2026 Insight: Agentic AI in support: what "agents that take actions" actually do

~130

genuinely agentic vendors Gartner counts, out of thousands claiming the label — the rest is 'agent washing'

Gartner, June 2025 Insight: Agentic AI in support: what "agents that take actions" actually do

15%

of day-to-day work decisions Gartner expects to be made autonomously via agentic AI by 2028 — up from 0% in 2024

Gartner, June 2025 Insight: Agentic AI in support: what "agents that take actions" actually do

700

customer-service agents Klarna's AI was said to do the work of in 2024 — before the company reversed course in 2025 and began rehiring humans for quality

Entrepreneur, 2025 Insight: Agentic AI in support: what "agents that take actions" actually do

$19.34/hr

Average hourly pay for a US customer support representative

Payscale, Customer Support Representative Hourly Rate Insight: From rep to analyst: the skills that make the jump

$69,606

Average base salary for a US quality assurance analyst

Payscale, Quality Assurance Analyst Salary Insight: From rep to analyst: the skills that make the jump

9 in 10

CX, support and ops leaders who say human-handled contacts are getting more complex as automation absorbs routine volume

Cresta contact-center leader survey (via CX Current) Insight: From rep to analyst: the skills that make the jump

31%

Contact-centre agents likely to leave their current role within the next six months

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: From rep to analyst: the skills that make the jump

r = 0.42

Correlation between emotional dissonance (emotional labor) and affective discomfort among call center agents (n=531)

Frontiers in Psychology, 'Inbound Call Centers and Emotional Dissonance in the Job Demands-Resources Model' Insight: The empathy tax: emotional labor in support work

>80%

Call center workers who say the pressure of the role weighs on their mental wellbeing — 95% report it lowers their productivity (n=500+)

DigitalGenius / Censuswide survey (via Customer Experience Dive) Insight: The empathy tax: emotional labor in support work

9 in 10

CX and support leaders who say human-handled calls are getting more complex as automation absorbs routine volume (n=300)

Cresta contact-center leader survey (via CX Current) Insight: The empathy tax: emotional labor in support work

31%

Contact center agents likely to leave their current role within the next six months

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: The empathy tax: emotional labor in support work

46%

Agents aged 18-34 likely to leave within six months, versus just 8% of agents 45 and older

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: The empathy tax: emotional labor in support work

$19.34/hr

Average hourly pay for a US customer support representative (range $13.92-$24.76)

Payscale, Customer Support Representative Hourly Rate Insight: The empathy tax: emotional labor in support work

47%

Agents naming unrealistic performance expectations as their biggest frustration (45% cite lack of schedule flexibility)

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: The empathy tax: emotional labor in support work

10%

higher customer loyalty/engagement at business units in the top quartile of employee engagement versus the bottom quartile (meta-analysis of 183,806 units)

Gallup, Q12 Meta-Analysis, 11th edition, 2024 Insight: Agent experience is the CX you forgot

2.3–3.8%

higher annual stock returns at companies with high employee-experience quality; Forrester frames strong EX as a structural advantage in hitting CX targets

Forrester Employee Experience Index (via CX Today), 2026 Insight: Agent experience is the CX you forgot

~4 hrs/week

time knowledge workers lose reorienting after switching between apps — roughly 1,200 toggles a day, about 9% of the workday

Harvard Business Review, 'How Much Time and Energy Do We Waste Toggling Between Applications?', 2022 Insight: Agent experience is the CX you forgot

95%

of customer-service workers say the pressure of the role lowers their productivity; over 80% say it weighs on their mental wellbeing

DigitalGenius / Censuswide survey (via Customer Experience Dive) Insight: Agent experience is the CX you forgot

31%

of contact-center agents say they are likely to leave within six months; 47% name unrealistic performance targets as their single biggest frustration

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: Agent experience is the CX you forgot

60%

Occupancy a team taking 50 contacts an hour runs at once it's staffed to hit service level — small teams sit structurally below the efficient band, not because they're slacking

Assembled, How to use Erlang C to plan staffing Insight: Workforce management for teams too small for Erlang C

83.3%

Average maximum occupancy target contact-centre professionals feed into the Erlang staffing calculator — the efficient band a four-person queue can't safely reach

Call Centre Helper, How to Calculate Occupancy in the Contact Centre, 2024 Insight: Workforce management for teams too small for Erlang C

30 → 83 sec

Average speed of answer when a 10-agent centre loses a single agent; a 50-agent centre losing one only slips from 30 to 50 seconds — small teams are structurally fragile

Society of Workforce Planning Professionals, The Power of One in Call Center Staffing Insight: Workforce management for teams too small for Erlang C

30–35%

Typical share of paid agent time lost to shrinkage — breaks, training, meetings, absence — that never reaches the queue; Dimension Data's global benchmark is 35%

Call Centre Helper, How to Calculate Contact Centre Shrinkage Insight: Workforce management for teams too small for Erlang C

74%

Consumers who expect customer service to be available 24/7 — a coverage floor that doesn't scale down for small teams

Zendesk CX Trends 2026 Insight: Workforce management for teams too small for Erlang C

88%

Customers who now expect faster responses than they did a year ago — the tolerance for an understaffed peak keeps shrinking

Zendesk CX Trends 2026 Insight: Workforce management for teams too small for Erlang C

31%

of contact-center agents say they are likely to leave their role within the next six months

Verint, The State of Agent Experience 2026 (via No Jitter) Insight: Burnout in support: the numbers, the causes, what actually helps

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