The true cost of “on-the-job” learning
AI is quietly reshaping many contact centers. With IVR handling balance checks, bots resetting passwords, and voice agents resolving simple billing questions, what’s left for your agents?
The answer: the most complex, emotionally charged edge cases that automation and AI simply can’t handle.
And while the call mix has changed, agent training hasn’t – or hasn’t changed enough.
Your agents know your policies, they’ve completed your onboarding modules, and they’ve shadowed a few calls. But they haven’t practiced in realistic, high-pressure environments.
The result is not just a slower learning curve or more escalations – its true operational losses.
Let’s break down where that cost shows up.
Cost Per Lead
In many industries like utilities, home services, and insurance, calls are revenue opportunities. Marketing and sales teams have spent real time and resources to generate inbound and outbound leads.
Here’s what could happen if a new agent mishandles these calls:
- The potential customer hangs up
- The potential customer doesn’t call back
- The potential customer delays a purchase by several more touches
- The potential customer chooses one of your competitors
The lost revenue opportunity and increase in cost per lead digs away at your bottom line; each additional minute on the phone or additional touchpoint to re-activate a potential customer adds up fast.
Customer Satisfaction Score (CSAT) and Loyalty
Consider a customer calling into your contact center with a highly emotional issue. Maybe their power was shut off, or their insurance claim was rejected, or they are stranded after a flight cancellation.
When a new agent hesitates, provides unclear information, puts that customer on hold for too long, or transfers them multiple times, the customer experience degrades fast, and their sentiment dips from bad to worse.
This affects more than just customer satisfaction and CSAT surveys. It affects renewal, churn, revenue, and trust. A single bad interaction during a critical moment can undo years of positive service and brand loyalty.
Average Handle Time (AHT)
Without proper preparation in true-to-life circumstances, new agents will simply take longer to do their jobs. They’ll put customers on hold more frequently and for longer periods of time, re-read scripts before speaking, search for answers across multiple systems, and escalate when they’re not 100% sure of a solution.
Even a one-minute increase in AHT per call compounds quickly. Multiply this by your calls per month and see the costs start to add up in:
- Longer queues
- Higher call abandonment
- Higher staffing requirements
- Overtime
Each extra minute of AHT chips away at your bottom line metrics and overall efficiency. But there is a cascade effect, too:
- More compliance risk, as agents rush to recover time later on other calls
- More fatigue for agents, as longer calls signal complexity and strain
- Less time for coaching, because supervisors are covering escalations
- Lower customer satisfaction, as customers spend longer on the phone for issues that should have been resolved quickly
Operational Dispatches
In companies with an element of field work, like property management, home services, and utilities, agents may default to dispatching a team member on-site as a safe way to de-escalate and end a conversation.
But if an issue could have been resolved remotely, this creates a serious operational burden. Consider the hours a member of your team spends traveling, the money spent on gas, and the potential, worthy on-site visits they could have been doing in the meantime.
And if the onsite visit wasn’t necessary to begin with? You risk eroding customer trust, too.
Now multiply that by tens or hundreds of avoidable dispatches per month.
Escalations
When new agents struggle, the issues don’t stay with them. Experienced agents or supervisors step in to provide additional training, QA, coaching, and escalation support. This all adds up to minutes or hours where your MVPs are off the phones.
Your best performers should be on the front lines, not cleaning up training gaps or doing reactive firefighting.
Ask yourself:
- For top agents: Who is now taking calls instead of your top performers? If your highest-converting, highest-performing agents are pulled into support or escalations, your calls will shift to mid-tier or new agents. This redistribution quietly lowers conversion and CSAT and raises AHT and risk.
- For supervisors: Where could that leadership capacity be going instead of doing reactive coaching? What broader improvement initiatives are being put on the backburner? Every minute spent resolving preventable issues is time not spent analyzing trends, reigning workflows, improving systems, or coaching. Over time, this resource scarcity puts your supervisors in reactive mode instead of proactive mode.
Attrition
It’s no secret that early performance is directly correlated to churn in an agent’s first 90 days. In a COPC study, only 71% of agents felt that their onboarding adequately prepared them for success, down 3% from previous years.
When agents are thrown into emotionally intense situations without realistic practice, confidence plummets fast. And low confidence leads to stress, burnout, and voluntary exits.
Imagine that a new agent logs in for their first live shift on day one. The low-hanging fruit of password resets and balance checks are automated, and the first call routed to them is a customer whose power has been shut off and is worried about losing refrigeration for their grandmother’s medication.
The agent knows your policies in theory – they covered them in training – but now the customer is audibly upset. There are compliance implications to consider, system notes to catch up on, and customer satisfaction to consider all at the same time.
So the agent hesitates. They put the customer on hold. They escalate. This happens over and over again, and by the end of their first week, the agent is dreading each and every call. By the end of their first month, they’re questioning whether this is the right job for them.
Replacing that agent, who could have been a top performer if properly set up for success, costs thousands in recruiting, training, and lost productivity.
And if the reasons behind churn haven’t changed, this becomes a self-fulfilling prophecy.
A cultural expectation that new agents won’t be here long leads to lower overall expectations, failure as a status quo, and the perception of your contact center as a cost center – also a self-fulfilling prophecy.
But there are real ways to stop the cycle.
Don’t Turn Your Customers Into Coaches
In many contact centers, live calls still function as one of the primary classrooms for new agents. But your customers are the most expensive coaches imaginable.
The alternative? Improved training and coaching that leads to real agent readiness.
Tools like Intelligent Virtual Customers (IVCs) allow your agents to build confidence and readiness with realistic AI customers who talk, respond, and react like your actual customers.
Compare the cost of improving your training to the math of what unprepared agents really cost you, and ending the cycle of churn and burn becomes a no-brainer.

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