Ruth Qelzavmi · Chief Data Officer · India

Helping directors question what the evidence establishes

Committee contribution

Chair and member readiness
CapacityCommittees
Ready to joinA technology or risk committee after review of its charter, applicable requirements and the board's combined skills

Capacity and preferences

Time available
23 days per year
Current directorships
0
Sectors
Specialist data services · Digital products for professional users · Regional information-service enterprises
Company type
A professionally governed private or growth company whose customers rely on data interpretation
Company stage
An established data-product business strengthening its accountability as use and complexity expand

The seat I am pursuing

I am interested in a first non-executive role where the board wants to understand the meaning and accountability of data products as part of the enterprise's wider strategy. A technology or risk committee could be relevant after considering its charter, applicable requirements and the collective skills around the table. I am not presenting myself as ready to chair a statutory audit or remuneration committee. The company should be willing to hear that a narrower claim may be the honest outcome of useful work, and that an attractive quality percentage may need a more precise explanation. I would want proper induction, access through agreed board processes and directors whose expertise complements mine. Passing the proficiency assessment is a preparation step in this fictional account, not evidence of independence or suitability for every role. Before accepting an appointment, I would need to establish the company-specific position, confirm the time commitment and understand the responsibilities the board is asking me to carry.

Board and committee exposure

Presented to the Board or a committee

Vezqatri Sports Data Services

Board discussions on data-product claims, source history and evaluation

2017–present

I have presented the amendment-history correction, the timing review and the annotation-evaluation findings as an executive. The discussions covered the cost, the claim our service could support and the responsibilities remaining with authorised sources or technical specialists. I did not serve as a statutory director or committee member.

Governance learning and readiness

IICA Independent Directors’ Databank: Proficiency assessment passed

In this fictional career, I registered with the IICA databank in April 2026 and passed the proficiency assessment in September 2026. No exemption is asserted. The completed assessment is a preparation fact, not an appointment, independence finding or authority to chair a committee. Private platform scores remain unpublished.

  • I am developing my understanding of collective board accountability and how directors can challenge a data-product claim while preserving management's responsibility for its design and operation.
  • My preparation includes current independence requirements and the committee and directorship framework relevant to a proposed role. Listed-company appointments would require specific review of the applicable SEBI LODR provisions and committee charter rather than an inference from my data title.

My contribution to a board

I can help a board examine the relationship between a data product's concise claim and the evidence that supports it. My experience covers source revisions, clock context, unplayed fixtures, annotation evaluation and changing conditions in historical comparisons. Those situations required different responses, so I would not approach every data question as a generic demand for more records or a cleaner dashboard. I would ask what the customer is likely to infer, which source or method supports that inference and where responsibility sits when the answer changes. The amendment-history case also gives me a concrete example of correcting an approval I made. A board contribution should combine that experience with other directors' financial, operational and professional expertise. I would not expect directors to adjudicate sporting results, inspect every annotation or select the technical implementation. The useful oversight question is whether management understands the limits of the product it sells and has a credible way to make material uncertainty, correction and accountability visible before customers rely on an unsupported conclusion.

Judgement in practice

01

Retaining responsibility for the overwritten history

I approved the result-update approach that retained the current values but removed a sufficient account of earlier authorised amendments. Seven of 118 reviewed match records needed supported histories restored, at ₹41 lakh cost. I did not blame the source for changing its result or describe the repair as an improvement in sporting outcomes. The judgement was to recognise that the service owed users an explanation over time, not only a current display. For a board, this raises a useful question about the consequences of simplification: what evidence does the product remove, and which later use may depend on it? The answer should inform management's design and accountability without asking directors to decide individual records. My role in the original approval remains visible because willingness to correct a problem does not erase responsibility for having authorised it.

02

Declining to call a lower median an operating improvement

The preliminary timing account used 600 event pairs and reported an apparent median of 4.8 seconds. After ₹53 lakh review, only 420 pairs across two feeds had a supported timing basis, with a median of 2.3 seconds. The third feed's 180 pairs remained unresolved. I withheld a whole-service comparison and did not claim that the lower number proved faster delivery. The evidence and population had changed. I would bring the same distinction to board review of other metrics: has the underlying operation changed, has the method changed or are different observations being compared? Management should explain the material difference in language directors can use. A favourable movement should not acquire authority simply because it looks like the result the enterprise hoped to achieve from a technical improvement programme.

My first year on a board

In an initial board year I would learn how the enterprise's data claims enter customer, investment and operating decisions. Through the chair's agreed process, I would follow a small number of material products from source and interpretation to the commercial promise and the handling of later corrections. The aim would be to understand accountability, not to create an informal route for analysts to seek a director's approval. I would ask colleagues with deeper finance, legal and operating experience to help me understand the consequences of an inadequate claim in this particular business. I would also examine how management distinguishes a measurement repair from a change in performance, especially where the board uses trends to assess a programme. My provisional twenty-three-day capacity would need testing against actual preparation and urgent periods. A useful first year should make my contribution more specific to the company and strengthen collective board judgement, rather than encourage premature conclusions based only on analogies with my sports-data experience.

Conflicts and their management

A proposed board could overlap with competition sources, professional customers, data suppliers or partners encountered through my continuing CDO role. I would need to identify and disclose the actual relationships, then consider the required governance response for the company and decision involved. Recusal or other restrictions may be appropriate in some situations, while others could make the role unsuitable. I would not transfer confidential source records, customer extracts or internal evaluation material into another organisation to demonstrate expertise. The judgement developed through the work is shareable in principle; the underlying confidential material is not mine to repurpose. Time can create a conflict as well as relationships. A live-data incident and an urgent board matter could coincide, so the annual estimate should not conceal peak demands. I would discuss those conditions with the proposed chair and my employer before accepting a commitment, and revisit the position if the practical demands changed after appointment.

My independence statement

I hold no personal equity in Vezqatri and no statutory directorship. I would still need a current assessment of the relationships relevant to a proposed company, including commercial, professional, family and other applicable connections. I would make and update the required declarations rather than treating a completed proficiency assessment as proof of independence. My eligibility and fit would depend on the particular appointment, the applicable framework and the board's skills assessment. This demonstration statement is not a completed nomination determination.