Nikhil SarvayanChief Human Resources Officer

The journal · Learning evidence in technology services

A course-completion total cannot tell you which staffing decision to make

Learning, demonstrated capability and entry into relevant work describe different outcomes. Combining them can direct investment toward the wrong problem and leave employees unclear about what they have achieved.

The missing distinction after the learning event

A completed course is a real event. Someone has spent time learning, an organisation has supported that effort and a defined set of material has been covered. My objection is not to counting it. It is to treating the count as an answer to questions it cannot resolve: whether a person can perform a particular task, what supervision they need and whether the business has work in which that capability will be used. Each of those questions affects a staffing decision, and each needs evidence beyond attendance or completion.

Technology-services companies have good reasons to invest before demand is fully settled. Waiting until every assignment is contracted may leave too little time to prepare people. Yet an early investment creates an obligation to describe uncertainty honestly. A development pathway can expand capability without promising a project. A practical assessment can establish readiness for a defined task without proving readiness for every role that uses the same technology label. Those distinctions are not qualifications to be hidden in a footnote. They determine what an employee and a manager can reasonably infer from the programme.

The people function is often asked to produce a single success measure because a portfolio of learning activity is difficult to explain. I understand the attraction. A clean percentage travels well through a review meeting. But the simplicity may come from merging outcomes that require different management action. If the number includes everyone who finished the learning, it can conceal an assessment gap. If it includes everyone assessed as capable, it may conceal the absence of relevant work. A larger number then becomes easier to celebrate while becoming less useful for deciding what to do next.

In our fictional 2023 cloud-support pathway, 240 colleagues enrolled and 211 completed the learning. Of those completers, 167 demonstrated the agreed practical capability, and 126 entered relevant assignments within six months. The sequence is deliberately explicit. Forty-four completers needed further practice, forty-one qualified colleagues were waiting for suitable assignments and twenty-nine enrollees had not completed. Those are not interchangeable forms of failure. They describe different circumstances, and a responsible investment review should resist the temptation to collapse them into one explanation about employee motivation or programme quality.

Different gaps require different responses

The practical evidence must be defined by people qualified to understand the work. A people team can coordinate an assessment process and examine whether access and communication are fair. It should not claim technical authority it does not possess. For the cloud-support pathway, practice leaders described the tasks and the support expected on an initial assignment. The evidence concerned that defined scope. It did not establish a permanent label of technical excellence or remove the need for a customer-specific review when the person moved into a new engagement.

Where someone needs more practice, the next decision should concern the gap identified. Another broad course may be less useful than a supervised task, feedback on a particular method or time working through an unfamiliar exception. Equally, an assessment result can deserve review if the exercise is poorly matched to the stated role. A credible process should allow that question without assuming that every challenge reflects resistance to standards. Technical judgement becomes more dependable when the evidence and scope are explainable, not when an assessment is treated as beyond discussion.

For a capable colleague waiting for work, more training may be a convenient way to avoid examining demand. The commercial plan may have changed, the available assignment may require a different level of experience or the current manager may be unable to release the person. Each possibility leads to a different conversation. Calling the whole group a learning pipeline does not resolve those dependencies. I would ask which openings are credible, what conditions remain and who will tell the employee when the picture changes. Capability has value, but it does not create an assignment by itself.

Non-completion also deserves a more careful account than a missing tick. Was protected time actually available? Did the programme assume prior knowledge the employee did not have? Did delivery needs change? Did the person decide that this pathway was not appropriate? The answer may still involve personal responsibility, but that conclusion should follow examination rather than replace it. A manager cannot simultaneously remove the time promised for learning and then use non-completion as uncomplicated evidence of a colleague's lack of commitment.

I also want costs described consistently. Our pathway used an ₹1.6 Cr programme envelope for preparation, assessment and supporting activity. That figure should not be compared casually with a recruitment saving unless the comparison includes the relevant scope and assumptions. Learning may improve flexibility, retention or future readiness, but those possible benefits do not justify inventing a financial return. A board or executive team can support an investment under uncertainty if management explains why it is worth making and what evidence will inform the next decision.

The promise made to the learner

Employees often hear a stronger promise than management believes it has made. A programme is launched alongside an exciting account opportunity, a leader talks about future demand and a manager encourages enrolment. The formal description may avoid promising a role, while the overall conversation makes an assignment sound highly likely. I would examine that practical message. Honest communication means considering what a reasonable colleague would understand, rather than relying only on whether a particular sentence can be defended as technically conditional.

The programme should state what completion establishes, what further evidence is required and how assignment decisions will be made. Where demand is uncertain, say how it will be reviewed. That need not make the opportunity unattractive. Many employees value development that broadens their options, provided they can make an informed choice about the time and effort involved. What damages trust is discovering after completion that the condition which mattered most was never within the learning programme's control and was not clearly discussed at the start.

The follow-up should continue beyond the first assignment. A person can demonstrate a task in an exercise and still need support in a live delivery environment. Managers should understand the scope of the preparation and the supervision assumed. Otherwise the programme may be judged unfairly when a newly assigned colleague encounters work that was never part of the agreed learning objective. The same clarity protects the employee, the customer and the technical leaders responsible for the engagement. It turns a credential into useful context rather than a substitute for management judgement.

I favour a short sequence of measures with an explanation over a single triumphant percentage. Enrolment, completion, capability evidence and relevant work are each worth understanding on their own terms. The point is not to create more reporting for its own sake. It is to help management choose between additional practice, a better assessment, a release decision and a more honest demand conversation. A learning investment earns serious consideration when the company is prepared to make those distinctions, including when the resulting account is less flattering than the original ambition.