Follow the record into the bookselling conversation

Mandate

Make catalogue relationships and research evidence usable without overstating their meaning

Outcomes

• Separated distinct editions from duplicate listings in a 217-group review
• Made a transliteration regression explicit in a search release decision
• Removed an unsupported population inference from a subscription proposal
• Established provenance for different series-order relationships

Decisions in context

The CDO appointment brought catalogue stewardship and reader research into one account of how evidence supports the business. Twenty-six colleagues work through four leads. My delegated scope is ₹6.4 crore function expense and a separately approved ₹1.9 crore catalogue programme for FY2026–27, within a 620-person retailer. Nandita holds enterprise decisions, Omar owns editorial interpretation and the technology and buying functions retain their responsibilities. I have had to revise an initially persuasive merge rule, explain why an aggregate search improvement could still be held and keep a volunteer survey out of a population forecast. Those decisions require useful alternatives as well as criticism. I want the team to help colleagues proceed with a clearer distinction, not leave them with an abstract statement that all data has limitations. A prospective board role would need to develop that contribution into oversight while respecting the authority of another company's management.

Reason for the move

Current appointment; exploring the fit and preparation for a first board role

Mandate

Connect bibliographic stewardship with evidence about how readers discover and choose books

Outcomes

• Added reader research to the catalogue remit
• Established review discussions between editorial and analytical colleagues
• Learned to define the population behind a commercial research question

Decisions in context

In February 2019 I took responsibility for reader research alongside the catalogue. Twenty colleagues worked through four leads within ₹3.8 crore annual expense. The employer had twenty-four shops, 430 employees and ₹124 crore revenue for the following March year-end. The director title described an executive function; it did not appoint me to a statutory board. I began working with colleagues who wanted to know why customers chose one book or service over another, and learned that a clear answer from a particular group could become less clear when applied to a wider population. Editorial judgement remained essential to defining useful results, while statistical discipline helped expose the limits of a comparison. The later CDO role grew from this combination. It was not a transfer of buying or technology authority, but a broader responsibility for the evidence on which those functions and enterprise leaders relied.

Reason for the move

Promoted to chief data officer

Mandate

Make publication records useful to the shop conversation and the customer's edition choice

Outcomes

• Brought shop and editorial explanations into catalogue review
• Defined ownership for unresolved publication relationships
• Moved from supplying records to stewarding their retail use

Decisions in context

Joining Nerzavi changed the audience for my work. Twelve catalogue colleagues, supported by three supervisors, served a twelve-shop business rather than a set of external data clients. The company employed 230 people and recorded ₹61 crore revenue for FY ending March 2015; my annual expense was ₹1.1 crore. A shop colleague could now explain directly why a customer had rejected an apparently similar edition or asked for a particular translator. I learned to treat those explanations as design evidence instead of exceptions to a neat record structure. The work required a practical balance: a catalogue had to remain maintainable while preserving differences that affected a purchase. I also learned to assign unresolved relationships to an owner rather than let uncertainty disappear into an empty field. The research appointment appealed because it would connect those detailed distinctions with a broader understanding of reader behaviour.

Reason for the move

Promoted into a combined catalogue and research remit

Mandate

Make record decisions explainable across contributors and review stages

Outcomes

• Established review ownership for conflicting publication descriptions
• Distinguished completion of a field from resolution of its meaning
• Completed a part-time applied-computing diploma in November 2011

Decisions in context

The data-quality role began in April 2008 with eight colleagues and two supervisors. Within ₹48 lakh annual function expense, I had to make a review process work across contributors who often believed another person had already resolved the ambiguous detail. Daqruni had 170 employees and ₹31 crore revenue for the following March year-end. I learned to ask for the reason behind a decision, especially where a completed field concealed disagreement about its meaning. Part-time study in applied computing, completed in November 2011, helped me improve the handling and checking of those records while remaining employed. It did not remove the need for publication knowledge or careful interpretation. I moved to Nerzavi because I wanted to understand what happened after a record left the service workflow and became part of a real bookselling conversation. That change made the customer's choice more immediate in my work.

Reason for the move

Accepted an internal catalogue leadership role at a bookseller

Mandate

Check what a supplied publication description actually identifies

Outcomes

• Learned to separate familiar title text from verified publication identity
• Documented conflicting descriptions for supervisor review
• Developed an interest in the reasoning behind catalogue decisions

Decisions in context

I completed my statistics degree in June 2002 and joined Daqruni the following month. The five-person review group reported to a catalogue supervisor, and I held no spending or staff-management authority. The employer had eighty people and ₹12 crore revenue in the year ending March 2003. My work involved comparing supplied descriptions, identifying inconsistencies and explaining what still needed review. A familiar author or title could suggest a relationship, but it did not settle every detail about the publication. Senior colleagues made the final decisions, so I do not describe those early assignments as programmes I led. They did establish a habit that remained useful later: asking which claim the available evidence actually supported. Promotion into data quality gave me the chance to improve how that reasoning travelled between people, rather than simply become faster at correcting isolated records.

Reason for the move

Promoted to lead data quality