Farhad QezmaviChief Technology Officer · Essays & perspective
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Ground coverage and the value of explicit uncertainty6 min read

The blank on the map may be the most useful part

A continuous surface can communicate knowledge that a survey never obtained. A visible gap can help a client choose the next step without confusing estimation with observation.

When a spatial product contains a blank area, the first commercial instinct is often to remove it. The blank looks unfinished. It interrupts a demonstration and invites the client to ask why the supplier has not completed the work. A smooth surface avoids that uncomfortable moment, but it may do so by suggesting that the service knows something it has not observed. In our sixty-hectare case, the image footprint covered the area while the ground evidence did not. The leadership question was whether we would preserve that distinction when a more continuous representation would be easier to sell and explain.

Forty-eight hectares had observed ground. Twelve were obscured. A delivery lead proposed interpolating through the latter area and presenting a complete surface. There can be legitimate uses for an estimate, provided its purpose, basis and limitations are understood. The problem was not the existence of interpolation. It was the proposed description of its output as measured ground. That would have changed the client's understanding without obtaining new evidence. As CTO, I had to consider how the representation would be read by someone who had not attended our processing discussion and might rely on the product in a different setting.

A footprint is not an observation everywhere

Visual coverage is persuasive because a person can see that the image extends across the required place. The apparent completeness can make a separate coverage question seem unnecessary. Yet the relevant surface may be hidden by objects or conditions that the acquisition did not resolve. The fact that something occupies the image does not establish that the ground beneath it was observed. The delivery should communicate which property the coverage statement describes. Otherwise a perfectly accurate account of the image footprint can lend credibility to an inaccurate inference about the evidence available for the client's intended ground-related decision.

The obvious response is to add a qualification, but a sentence in a report may not travel with every later view of the product. A screenshot, export or subset can lose the explanation that once accompanied it. The product design therefore matters as much as the initial wording. Observed areas, estimates and unknown areas should remain distinguishable in the forms the client will actually use. The exact implementation depends on the service and its receiving workflow. My responsibility is to ask whether that distinction survives normal use, rather than assume that a careful paragraph in the original delivery settles every subsequent interpretation.

I learned some of this while working inside a civil-advisory business. A receiving team rarely experiences a dataset as the final step of the supplier's production process. It encounters the material as an input to another question, often alongside other sources. The receiving user may not know which attractive features came from observation and which came from processing choices. A supplier that understands this can make uncertainty easier to work with. A supplier that thinks only about finishing its own pipeline may produce a polished object that transfers the hardest interpretive work to the customer without making that transfer explicit.

Further access has its own conditions

We funded ₹ 59 lakh for additional authorised field work and processing. The word authorised mattered. A budget did not confer the right to enter an inaccessible area, and a client's deadline did not remove the need for the proper project and land permissions. The survey practice determined what further observation would serve the purpose, while the relevant owners decided access. Technology supported planning and processing within those conditions. Treating every gap as a problem that an enthusiastic team must simply overcome would have concealed responsibilities outside our authority and encouraged a delivery promise we could not make on our own.

The further work provided observations for nine of the twelve hectares. Three remained inaccessible. Our resulting account was fifty-seven hectares of observed ground and three hectares without observation. It was important to keep the original population visible: the footprint remained sixty hectares. We had not made the remaining area disappear from the scope by redefining what counted as the project. Nor did the coverage figure itself approve construction or establish every property of the survey. It described the availability of ground observations within the defined area, with the ordinary professional acceptance and engineering responsibilities still in place.

The programme did not produce a completely filled map, and I did not want its cost justified by pretending otherwise. The investment obtained additional observations and narrowed the unknown area. The remaining gap still had consequences for the client's proposed use. Some colleagues felt that a story with an unfinished part would understate the team's effort. I thought the opposite: an accurate account gave the nine newly observed hectares their proper value while keeping the next decision honest. Celebrating work should not require changing the meaning of the result or withholding the limitation from the person who must use it.

Design a gap that someone can act upon

A visible blank is not sufficient on its own. The client needs to know whether it means no observation, unsuitable evidence, a withheld area or something else. Different reasons suggest different next steps. In this case, inaccessible ground remained unobserved after the authorised work. The project could examine whether further access was possible, adjust the intended use or retain the uncertainty under the responsible owner's decision. We should explain the condition without deciding the client's engineering response. That is a practical service obligation: make the limitation understandable enough for the appropriate person to act, rather than transfer a mysterious hole in a file.

There is also a reasonable objection to excessive caution in representation. If every product is dominated by warnings, users may struggle to find the supported material or assume that no decision is possible. The answer is proportion, not concealment. The fifty-seven observed hectares should remain useful and clearly described. The three unobserved hectares should be equally identifiable without turning the whole delivery into a claim of failure. Professional products often contain areas of differing support. Good presentation helps people understand those differences and choose an appropriate use; it does not force all parts into one uniform claim because uniformity looks more finished.

Commercial teams can improve this conversation before acquisition begins. A proposal that distinguishes footprint from anticipated ground evidence gives the client a chance to explain which parts of the area matter most and what alternatives may be available. It also makes the response to an observation gap part of the agreed service rather than a surprise negotiation near delivery. The client may still choose a constrained approach because of time, cost or access. What matters is that the choice rests on a shared understanding of the product's limits. A constrained but explicit proposition can be more useful than a broad promise whose important conditions remain unstated.

For directors, this case concerns how the enterprise recognises uncertainty in the services it sells. A board should not direct field methods from a meeting, but it can ask whether management's revenue and delivery commitments assume evidence or permissions the business does not yet have. It can also ask whether the product preserves those dependencies for its users. Our account ends with ₹ 59 lakh spent, fifty-seven hectares observed and three still unknown. The blank is part of the result. Keeping it visible allows a subsequent decision to begin with the state of knowledge we actually possess, instead of the state a convincing picture might persuade someone to imagine.