Following location evidence from fieldwork into the board paper

Mandate

Keep source, date and uncertainty visible when information enters a business decision

Outcomes

• Reconstructed historical geographic classifications with unresolved cases retained
• Required sensitivity findings beside flood-boundary categories
• Separated location evidence from insurance and professional conclusions

Decisions in context

Four heads lead forty-seven employees within ₹11.8 crore annual function expense, with nine contractors counted separately. I report to the CEO and explain data recommendations to directors when invited. That exposure does not give me a statutory seat or professional insurance authority. The historical-boundary work and flood sensitivity exercise both examined what a convenient display could imply beyond its evidence. A current map could answer the wrong question about the past; a binary classification could hide uncertainty near a modelled line. My role was to make those limitations affect the proposed use and the resources required for further work. Stewardship head Dilip Vezlqari helped preserve the source account through handover. I want the CDO recommendation to show the unresolved part alongside the usable result, especially when a more complete-looking view would be easier to present.

Reason for the move

Current appointment; considering insurance data leadership and a prepared first board contribution

Concurrent appointment

Executive employment only; no statutory directorship

Mandate

Make location representations faithful to the evidence supporting them

Outcomes

• Withdrew a uniform point view I had approved
• Separated survey verification from postal-area references
• Restricted unresolved locations from detailed screening

Decisions in context

Twenty-eight colleagues worked within ₹6.4 crore annual function expense. I had enough survey experience to understand different kinds of location evidence, yet in 2018 I approved a view that concealed those differences behind a shared point symbol. The source review made the problem concrete: 120 survey-verified positions, forty-two postal-area centres and eighteen records without established provenance were being presented as though they supported the same task. I withdrew the view from detailed screening and funded the correction. The work did not produce perfect coordinates for every record. It made the usable, coarse and unresolved evidence distinguishable, with professional owners deciding the appropriate application. The episode changed my approach to leadership approval. I needed to ask what the user would infer from the presentation, rather than only whether the technical fields were present and the interface looked consistent.

Reason for the move

Promoted to CDO with broader enterprise stewardship and CEO reporting

Mandate

Preserve source meaning as property information enters insurance workflows

Outcomes

• Established the intended use behind location requests
• Worked with professional owners on source limitations
• Kept coarse and unverified references distinct from surveyed positions

Decisions in context

I joined the insurer with eighteen colleagues and ₹3.2 crore annual function expense. The new setting required me to understand why a location was being requested before deciding whether a source was suitable. A broad-area reference could support one reporting question while being inadequate for a building-level assessment. Underwriting, claims and actuarial colleagues owned decisions that used this information, and I had to learn their requirements without assuming their authority. The role also showed how a qualification could disappear between the source record and a downstream report. I worked on preserving meaning through that transfer, including the date and method behind a location. Moving into spatial-information leadership widened the team and the presentation responsibility. It also increased the importance of asking whether an attractive common view had erased differences that professionals still needed to see.

Reason for the move

Promoted to lead spatial information across the insurer

Mandate

Carry source conventions and qualifications from field evidence into usable information

Outcomes

• Coordinated geographic data preparation
• Preserved source dates and coordinate conventions
• Kept professional certification distinct from delivery completion

Decisions in context

I led twelve colleagues within ₹1.3 crore annual delivery expense. Client project budgets remained separate, as did professional certification of survey work. My responsibility concerned the transfer from field and source evidence into information another team could use. The technical handover needed to preserve coordinate conventions, dates and descriptions of accuracy. Those details could feel secondary when a clean map was ready, but their absence could change the meaning of the next calculation. I learned to ask what the recipient intended to do rather than assume a completed file was suitable for every use. Joining the insurer gave me an opportunity to follow that question beyond a delivery milestone. Those location records would remain in use, change versions and enter decisions for which the original survey team might no longer be present to explain their limits.

Reason for the move

Joined an insurer to steward location evidence through continuing business use

Mandate

Record what was located, how it was established and the qualifications needed for its use

Outcomes

• Supported field records under supervision
• Distinguished points, buildings and area references
• Preserved qualifications for later technical review

Decisions in context

After completing geography studies in May 1994, I joined a seven-person survey group. I assisted field and record preparation under professional supervision and could not independently certify the work. The experience made the physical meaning of a location tangible. A point might refer to an observation, a building feature or a broader reference, and the distinction mattered before it reached a computer display. I learned to preserve notes about how information had been established rather than treat them as untidy background to the final drawing. My later mistake with a uniform map symbol did not erase that lesson; it showed that senior convenience could override something I had understood in junior work. I return to those early questions when a data product looks complete: what was actually located, by what method, and what is the next user entitled to infer?

Reason for the move

Promoted to geospatial delivery leadership