Rahul ZeqvethiChief Data Officer · Essays & perspective

Rahul Zeqvethi · Chief Data Officer · India

Question the inference without managing the analysts

My contribution to a board

I would help a board examine the interpretation invited by management evidence. A reconciled total can omit a changing mix, a populated field can conceal an assumption and an aggregate release can permit an inference its presentation appears to prevent. Those questions are relevant to oversight when they affect a consequential decision. They do not mean directors should inspect every record or take over professional analysis. I would ask management to explain the population, purpose, responsible owner and material limit in terms the board can assess. The experience I bring also includes choosing not to purchase data when the defined use did not justify its recurring cost. I would retain the opportunity forgone and the remaining unmet need in that discussion. My contribution needs complementary financial, legal, operating and insurance expertise around the table; a CDO title is not authority to settle those other disciplines.

My first year on a board

I would begin by understanding the company's business model, reporting calendar, material risks and professional decision rights. Induction should include how management chooses key measures and how significant changes to their definitions are explained. I would ask the chair where my data experience is useful and where another director or specialist should lead. Early questions should test the relationship between a claim and its evidence without creating an alternative reporting line to analysts. I would learn how the board receives dissenting interpretations and how it follows an issue after a paper is corrected. Financial reporting and insurance oversight require deliberate preparation beyond my executive remit. A useful first year would show that I can improve collective understanding while respecting management's authority to investigate and act. The provisional calendar needs to include preparation and exceptional events, not only scheduled meetings.

Conflicts and their management

Talqeri's founding and institutional investors, insurer relationships, business customers and data suppliers could intersect with a prospective company's interests. Before another company shares private evidence with me, I would map the relationships that need disclosure and seek Talqeri's consent. Having no personal shares does not eliminate the interests created by employment or access to private records. A role requiring frequent withdrawal from decisions involving my employer or important suppliers may not be workable, even if individual conflicts appear manageable. I would not move customer files, unapproved tables, supplier evaluations or private pricing material into another board's discussion. Appropriate advice must address independence, eligibility, applicable directorship and committee limits and the actual proposed duties. Twenty-two days is provisional and must be tested against travel, induction, papers and urgent matters. A credible appointment needs enough freedom and capacity to contribute to its substantive decisions, not merely a relevant executive title.

My independence statement

Continued employment, investor relationships, insurance business and supplier interests require appointment-specific examination against applicable Companies Act independence conditions, SEBI LODR requirements where relevant, committee obligations and directorship limits. I hold no statutory seat and make no present claim of independent status. No personal shareholding does not remove other possible interests. Qualified advice and the company's nomination process must assess the actual circumstances.

Judgement in practice

01

Correcting my interpretation of the callback total

I approved a deterioration heading when the aggregate fell from 980/1,300 to 1,100/1,500. Pradeep's challenge showed digital80→90% and assisted60→65%, with the mix changing sharply. The ₹52 lakh reconstruction retained both channel accounts, the combined experience and 320 then400 missed promises. For oversight the useful question is whether management's explanation preserves the population that produced the measure, while operations investigates the service conditions. It would be wrong to replace the original overstatement with a causal improvement claim that the two observed periods did not establish.

02

Testing the contribution of a proposed data contract

A ₹27 lakh evaluation examined 480 records against an agreed current workflow. Seventy-two offered a newly supplied field, but only thirty-six met the defined current-use criteria. I recommended declining the ₹1.6 crore annual proposal without claiming that the supplier's entire dataset was worthless or that an unapproved proposal was cash saved. The board-level question concerns the connection between an acquisition and the decision it is supposed to improve. Management retains evaluation and contracting responsibility, while directors examine the purpose, assumptions and opportunity cost of the commitment.

03

Asking what the proposed release permits a recipient to infer

The partner-table review showed that an exact margin could reveal a value hidden in a small cell. I recommended withholding the proposed release and funded a narrower reviewed output, accepting reduced analytical detail and a six-week delay. In a board role I would ask who assessed the whole release, what purpose was authorised and how later additions return for review. I would not choose the suppression method myself or treat a successful review as permanent assurance. The useful oversight contribution is to connect the commercial promise with its evidence and continuing obligations, while qualified professionals retain the actual privacy, legal and technical assessments. That distinction keeps a director's challenge constructive without creating a second management process.

Committee contribution

Chair and member readiness
CapacityCommittees
Ready to joinRisk or technology committee after induction and confirmation that the actual remit fits my experience

Capacity and preferences

Time available
22 days per year
Current directorships
0
Sectors
Insurance businesses · Professional services with consequential management measures · Companies reviewing the use of external or shared data
Company type
A company with complementary financial, legal, operating and sector expertise among its directors
Company stage
Reconsidering how management evidence supports growth, service and data commitments

The seat I am pursuing

I am interested in an insurance or professional-services business whose board needs to examine how management evidence supports consequential choices. A risk or technology committee could be relevant after induction and an assessment of its particular remit. I do not offer prior committee-chair service or completed statutory-board experience. The discussion should establish the contribution expected, the complementary expertise already present and the learning still required. My fictional databank registration is August 2026, with assessment preparation unfinished and no exemption claimed. A nomination process must assess the actual appointment conditions rather than treat registration as a conclusion. I would want a chair who values questions about meaning and responsibility while expecting directors to remain within collective oversight. The intended role should allow me to test a management explanation thoughtfully without confusing that contribution with authority over the data function's daily work.

Board and committee exposure

Presented to the Board or a committee

Talqeri General Insurance

Executive data and measurement presentations through the CEO; no membership

January 2021 onward

I explain selected management measures, stewardship issues and data proposals through CEO Saira Dazquri. These are executive presentations, not statutory board service or committee membership.

Governance learning and readiness

IICA Independent Directors’ Databank: Registered

In this fictional career I registered with the IICA independent directors databank in August 2026. Proficiency-assessment preparation remains unfinished, and I claim no exemption. Registration is a preparation fact rather than an assurance of eligibility or suitability for any proposed appointment.

  • Executive presentations through the CEO since January 2021, without a statutory seat.
  • Fictional IICA registration August 2026; assessment preparation remains incomplete.
  • Further learning concerns financial reporting, board duties, insurance oversight and the distinction between analytical recommendation and collective judgement.