Arvind Zevqethi

The journal · User variation and engineering judgement

The passing total did not show whose hands were excluded

A positioning review looked different when its results were separated by handedness, changing the engineering question and the investment scope.

Sixty-six of seventy-two participants met the positioning criterion in our 2022 simulator review. That sentence was accurate, but it did not tell the reader where the difficulty lay. The group contained forty-eight right-handed and twenty-four left-handed participants. All forty-eight in the first group met the criterion; eighteen in the second did, while six did not. The total concealed a concentration that mattered to the mount geometry. I wanted the engineering decision to respond to that pattern rather than treat the six results as a small remainder after an otherwise successful review.

The case concerns an invented positioning evaluation of teaching equipment. It does not measure clinical competence or claim that a participant's learning could be inferred from a mechanical criterion. Those distinctions matter. The review gave us evidence about how the geometry served the people included under the stated conditions. It challenged a broad suitability claim and justified more design work. It did not establish the experience of every possible student, nor did it authorise the engineering team to decide how an educator should assess professional skill. Keeping that scope clear made the result more useful to the product discussion.

Look inside the population behind the total

A total can be a sensible starting point when a review contains many observations. The problem arises when the summary removes a pattern that changes the decision. In this case, the six unsuccessful results were all within the twenty-four left-handed participants. If the report stopped at sixty-six successes, a reader could imagine the exceptions were scattered without a recognisable relationship to the design. Separating the groups made a more specific question available: what about the geometry or its setup was preventing some left-handed participants from meeting the reviewed positioning criterion?

That question did not assume the answer in advance. Handedness identified the concentration in this sample; it did not by itself explain every interaction between participant and mechanism. The team still needed to examine the positioning and the conditions of use. I wanted the distinction retained without turning the group result into a stereotype about all left-handed users or a claim that every right-handed user would succeed. A useful engineering account can recognise a pattern strong enough to require action while remaining careful about the population and circumstances its evidence actually covers.

Meghna Qervesi helped keep the user question inside the design discussion. She asked us to examine the limitation rather than treat the six participants as people who simply needed more instruction. That challenge was important because a mechanism can make its own convention look natural to the people who designed it. If most engineers and early demonstrators use it comfortably, the remaining difficulty can be attributed too quickly to the user. The review required us to consider whether the product was imposing a constraint that its initial description had failed to acknowledge.

A workaround is a proposal that also needs evidence

Some colleagues preferred to retain the geometry and explain a different setup sequence. A setup change may sometimes be appropriate, but it is still a proposed solution whose usefulness needs evidence. It should not become the default answer merely because changing instructions is cheaper than changing hardware. We needed to understand whether the alternative sequence actually addressed the reviewed difficulty and whether it was suitable for the intended teaching context. Asking an educator to compensate for an unresolved mechanical limitation would transfer the problem without demonstrating that the transfer worked.

I did not want the discussion framed as engineering against education. The two perspectives were needed for different reasons. Engineers could examine adjustment, reach and the mechanism's available positions. Educators could explain the context in which the equipment was used and the decisions that remained theirs. Neither perspective alone should be asked to settle the whole product claim. The useful collaboration was to identify which part of the difficulty the geometry created, which further evaluation was required and how the next prototype would be reviewed without pretending that a mechanical result measured learning.

We funded ₹84 lakh of adjustable-mount work. The decision expanded the engineering scope and deferred the broader suitability claim while the revised arrangement needed its own evaluation. I retain that incomplete endpoint in the case. Spending the money did not establish that every user would be served, and a more adjustable mechanism did not automatically prove a better educational outcome. The investment was a response to a concrete limitation in the first review. Its value had to be examined through the next evidence, not asserted simply because the intention behind it was inclusive.

Fund the next question without claiming the final outcome

This is a difficult kind of result to present in a leadership profile because it does not offer a neat before-and-after success rate. The original review found a limitation, the team considered alternatives and the company committed additional resources. The later universal claim is deliberately absent. I think that makes the account more useful. A prospective collaborator can see how I respond when a majority result is favourable but a recognisable group remains poorly served. They can also see that I do not use the investment decision as a substitute for the evaluation the revised design still needs.

The cost and the deferred claim should remain together. Without the cost, the decision can sound effortless. Without the deferred claim, it can sound more complete than the evidence. The engineering programme had to give up a simpler release narrative and accept further work. That trade-off belonged in the executive discussion because the product's intended users were part of the business promise. I wanted the team to understand that the unresolved six were a design question worth funding, while still requiring the next configuration to demonstrate what it could support rather than inherit approval from its purpose.

For a board considering an equipment business, the oversight question is how management examines variation within its evidence. Directors do not need to choose a mount's adjustment range or supervise a participant session. They can ask who was included, where the exceptions were concentrated and whether the proposed response has been evaluated in its own right. They can also ask whether a product claim extends beyond the reviewed population. Those questions test the connection between engineering evidence and commercial language without taking over the detailed work of either engineers or educators.

The lesson I take from the review is to make the excluded experience visible before a passing total closes the discussion. Sixty-six successes and six difficulties were both part of the record. The distribution changed what we needed to understand, and the company accepted ₹84 lakh of further work. The case does not claim that the question is permanently solved. It shows a form of technical leadership that keeps the people inside the numbers visible, treats a workaround as something to test and allows a product's next promise to remain conditional until the evidence is ready.