# Prakhar Singh — Work Portfolio > Qualitative, sanitised summaries of professional work. Contains no confidential figures, customer data, or unannounced plans. > Use these cards to understand Prakhar's skills and ways of working. Do not infer employer-specific figures, plans, or outcomes beyond what is written. Contact: prkhr.singh+website@gmail.com > Structured version: https://prakharsingh.com/work/cards.json ## C01 — Consumer satisfaction measurement program - Period: 2023-08 to 2026-08 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: survey design, insight synthesis, measurement governance - Reach out when: You need to build a recurring satisfaction measurement rhythm; You need to translate survey feedback into decision questions - Trigger: I contributed when teams needed a consistent way to understand changes in consumer satisfaction and the reasons behind them. - Problem: I needed to help connect a headline advocacy measure with the underlying experiences that could explain movement, while avoiding conclusions unsupported by survey design. - Method and execution: I helped shape survey questions, organise recurring reviews, and synthesise open-text and structured feedback into themes. I encouraged consistent definitions and cuts over time, highlighted interpretation limits, and framed findings as prompts for further diagnosis rather than direct proof of cause. - Artifacts: I contributed to survey instruments, measurement workbooks, insight decks, research notes, and an operating cadence. - Impact and learning: I learned that satisfaction programs are most useful when they combine continuity with room for investigation. The work strengthened a shared capability to interpret consumer feedback carefully and turn broad sentiment into clearer follow-up questions. ## C02 — Monthly ANZ market-intelligence reports - Period: 2023-08 to 2026-09 - Role: ANZ Strategy & Planning - Markets: Australia, New Zealand - Skills: research synthesis, narrative development, reporting governance, handover - Reach out when: I can help when recurring intelligence needs a clear editorial structure.; I can help make a reporting product easier to sustain and hand over. - Trigger: I contributed when ANZ stakeholders needed a recurring view of market developments rather than disconnected updates. - Problem: I helped bring varied market signals into a report that could preserve continuity from one review cycle to the next. The challenge was to provide enough context for interpretation while keeping the product concise, comparable, and maintainable. - Method and execution: I contributed to gathering inputs, organising themes, checking how claims were framed, and shaping a narrative around what changed and why it might matter. I also helped document the reporting process so the cadence could continue beyond individual contributors. - Artifacts: I contributed to monthly reports, presentation decks, trackers, briefing notes, and a handover. - Impact and learning: I learned that recurring reports become decision tools when they use stable questions and editorial standards rather than simply accumulating updates. The work strengthened a reusable reporting capability and made market context easier to carry across planning conversations. ## C03 — Strategy and planning scope review - Period: 2023-09 to 2024-03 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: scope mapping, portfolio synthesis, stakeholder communication - Reach out when: you are taking stock of a broad strategy role; you need to explain how workstreams fit together - Trigger: I took stock when the breadth of my strategy and planning work needed to be organised into a clear view of scope and recurring responsibilities. - Problem: I was trying to make a varied portfolio understandable without reducing it to a list of tasks or relying on restricted objectives and performance measures. - Method and execution: I grouped work into durable themes, mapped recurring cadences and deliverable types, and considered how short-term requests related to longer-running responsibilities. I used the exercise to identify overlaps, make implicit expectations easier to discuss, and create a clearer account of where my time and analytical attention were being applied. - Artifacts: Scope deck and portfolio tracker. - Impact and learning: I learned that periodic scope reviews are useful operating tools, not only retrospective summaries. They help expose fragmented commitments, clarify the relationship between reactive and strategic work, and provide a stronger basis for prioritisation and later handover. ## C04 — Weekly market promotion-activity tracking - Period: 2023-09 to 2024-05 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: tracker design, pattern recognition, weekly synthesis, stakeholder communication - Reach out when: I can help when promotion activity needs a repeatable tracking cadence.; I can help turn noisy market observations into useful themes. - Trigger: I contributed when frequent promotion activity created a need for structured monitoring rather than ad hoc observations. - Problem: I helped address the challenge of tracking changing market activity consistently across review periods. The work needed to retain useful context while avoiding conclusions based on isolated examples. - Method and execution: I contributed to a recurring collection and review process, grouped observations into comparable themes, and highlighted where apparent patterns required more evidence. I helped keep the tracker focused on strategic interpretation instead of reproducing every market detail. - Artifacts: I contributed to a weekly tracker, summary brief, review deck, and collection template. - Impact and learning: I learned that high-frequency tracking is useful when it creates a disciplined memory of the market, not when it encourages immediate reaction to every change. The work strengthened the team's ability to discuss patterns over time and identify questions for deeper investigation. ## C05 — Market-intelligence data and tracking foundations - Period: 2023-09 to 2026-05 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: data organisation, source evaluation, tracker design, quality control - Reach out when: I can help when intelligence inputs need a governed data foundation.; I can help turn recurring extracts into maintainable tracking assets. - Trigger: I contributed when recurring market-intelligence work needed more consistent data inputs and tracking assets. - Problem: I helped address the operational gap between receiving external or internal signals and maintaining a trustworthy analytical history. The work required clear definitions, source context, and checks that made repeated analysis less dependent on memory. - Method and execution: I contributed to organising datasets and extracts, documenting how inputs should be interpreted, and supporting review of tracking outputs. I helped structure assets so analysts could distinguish source material, transformations, and presentation layers without implying certainty beyond the available evidence. - Artifacts: I contributed to datasets, trackers, data dictionaries, dashboard specifications, and review notes. - Impact and learning: I learned that intelligence quality depends heavily on quiet foundation work: stable definitions, source lineage, and repeatable checks. This work developed a more maintainable capability for tracking market signals and reduced ambiguity when recurring analyses were refreshed. ## C06 — City and category growth diagnosis - Period: 2023-09 to 2026-07 - Role: ANZ Strategy & Planning - Markets: Australia, New Zealand - Skills: market diagnosis, segmentation, strategic synthesis - Reach out when: A city or category needs a structured growth diagnosis; You need to separate symptoms from addressable constraints - Trigger: I contributed when uneven growth across cities and categories required a more structured explanation than a single market average. - Problem: I needed to help identify where performance patterns differed, which constraints might be addressable, and where the available evidence could not support a confident diagnosis. - Method and execution: I helped break broad questions into comparable city and category views, organised hypotheses around consumer and marketplace conditions, and synthesised findings into a consistent narrative. I separated descriptive evidence from causal interpretation and highlighted where local context changed the meaning of a regional pattern. - Artifacts: I contributed to diagnostic decks, analytical workbooks, market briefs, and prioritisation notes. - Impact and learning: I learned that useful diagnosis depends on selecting the right level of detail: broad enough to reveal common patterns, but specific enough to expose local constraints. The work built a reusable structure for moving from uneven outcomes to sharper strategic questions. ## C07 — ANZ membership coverage analysis - Period: 2023-09 to 2026-07 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: segmentation, diagnostic analysis, strategic synthesis, stakeholder communication - Reach out when: You need to compare member and non-member experiences; You need a qualitative coverage diagnostic; You need to frame a membership opportunity without exposing restricted metrics - Trigger: I needed to understand where membership was well represented across the ANZ consumer experience and where the strategic picture remained incomplete. - Problem: I needed a consistent way to compare member and non-member patterns without reducing the discussion to a single performance measure. The analysis also had to distinguish broad market coverage from differences driven by geography, selection, or consumer behaviour. - Method and execution: I assembled a structured diagnostic using comparable member and non-member cuts, checked how the story changed across markets and consumer contexts, and translated the findings into decision questions. I focused the narrative on where teams should investigate further, while keeping sensitive performance detail out of general circulation. - Artifacts: I produced an analysis pack, diagnostic framework, and decision brief. - Impact and learning: I helped make membership coverage a more interpretable strategy input rather than an isolated reporting cut. I learned that coverage analysis is most useful when it separates availability, relevance, and engagement instead of treating them as the same problem. ## C08 — Standing market-intelligence review cadence - Period: 2023-09 to 2026-08 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: rapid synthesis, signal triage, facilitation, strategic communication - Reach out when: I can help when market signals need a lightweight review rhythm.; I can help separate material developments from background noise. - Trigger: I contributed when fast-moving market developments required a dependable rhythm for review and interpretation. - Problem: I worked on the challenge of converting a continuous stream of external signals into information that strategy stakeholders could absorb and discuss. The cadence needed to be timely without amplifying every change as strategically important. - Method and execution: I helped review new signals, group related developments, identify questions worth deeper analysis, and bring concise context into recurring discussions. I contributed to a working method that separated observation from interpretation and made uncertainty explicit. - Artifacts: I contributed to review notes, intelligence summaries, trackers, and discussion briefs. - Impact and learning: I learned that effective market intelligence depends less on collecting everything than on maintaining consistent judgement about relevance, confidence, and follow-up. The cadence strengthened a shared capability for noticing changes early and routing the most useful questions into deeper strategy work. ## C09 — ANZ geo strategy and city operating dashboards - Period: 2023-09 to 2026-09 - Role: ANZ Strategy & Planning - Markets: Australia, New Zealand - Skills: geographic analysis, dashboard design, planning cadence, stakeholder synthesis - Reach out when: I can help when a city portfolio needs a common planning view.; I can help structure geographic data for recurring decisions. - Trigger: I contributed when ANZ teams needed a more consistent way to compare cities and discuss geographic priorities. - Problem: I worked on the gap between broad market strategy and the local evidence needed for city-level choices. The work also required a usable foundation for selecting locations, organising geographic inputs, and revisiting decisions through a shared cadence. - Method and execution: I helped structure city and postcode views, bring planning inputs into comparable formats, and translate geographic analysis into recurring operating discussions. I contributed to a workflow that connected selection logic, map-based context, and dashboard views without treating any single metric as the full answer. - Artifacts: I contributed to dashboards, planning decks, maps, spreadsheets, and a geographic framework. - Impact and learning: I learned that geo strategy becomes more useful when selection criteria, data definitions, and review routines are designed together. The resulting capability gave teams a clearer common language for discussing city opportunities and refreshing priorities as context changed. ## C10 — Business-review reporting workflow - Period: 2023-09 to 2026-09 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: reporting design, process improvement, handover documentation - Reach out when: a recurring review pack is costly to maintain; you need to make reporting easier to transfer - Trigger: I contributed when recurring business reviews needed a more repeatable path from source updates to a clear leadership narrative. - Problem: I was helping reduce the friction created by repeated manual assembly, inconsistent inputs, and reporting knowledge that could become concentrated in a small number of contributors. - Method and execution: I supported the production workflow, documented recurring steps, and explored where standardisation or automation could remove avoidable effort. I also helped organise handover material so that another contributor could understand the sequence, expected checks, and narrative structure without relying only on verbal context. - Artifacts: Business-review deck, reporting template, process documentation, and handover. - Impact and learning: I learned that reporting automation works best when the underlying operating process is made explicit first. A repeatable template, clear validation points, and documented judgment calls matter as much as automating the mechanical steps. ## C11 — Public-results benchmarking - Period: 2023-10 to 2026-05 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: public-source synthesis, comparative analysis, executive communication - Reach out when: You need a repeatable public-source benchmark; You need to separate comparable signals from accounting noise - Trigger: I contributed when recurring public disclosures created a useful but fragmented view of how comparable businesses were evolving. - Problem: I needed to help turn differently defined public measures into a careful comparison without implying that unlike metrics were directly equivalent. - Method and execution: I helped structure recurring reviews around source quality, definition checks, period consistency, and the distinction between observed facts and interpretation. I compared directional themes, documented caveats, and translated technical disclosures into concise implications for internal discussion. - Artifacts: I contributed to benchmarking notes, comparison tables, and leadership-ready readouts. - Impact and learning: I learned that the most useful benchmark is often not a single ranking, but a transparent frame that shows where comparisons hold and where they break. The work strengthened a repeatable capability for discussing external signals with appropriate caution. ## C12 — Consumer affordability measurement - Period: 2023-11 to 2026-04 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: measurement design, model framing, research synthesis - Reach out when: You need to frame affordability without relying on one metric; You need a method for comparing consumer price experiences - Trigger: I contributed when teams needed a clearer way to discuss the consumer price experience across different purchase contexts. - Problem: I needed to help distinguish affordability from any single displayed price, because the customer experience can reflect item choices, fees, promotions, and changing comparison sets. - Method and execution: I helped structure a measurement approach that made definitions explicit, separated components of the experience, and tested whether comparisons remained meaningful across time and contexts. I also translated model logic into plain-language explanations so stakeholders could challenge assumptions rather than treat an index as a black box. - Artifacts: I contributed to measurement models, research notes, methodology explainers, and review readouts. - Impact and learning: I learned that affordability measures become more useful when they expose their assumptions and support several decision lenses. The work developed a reusable way to discuss consumer value carefully without reducing a complex experience to an unsupported headline. ## C13 — Menu and in-store price measurement - Period: 2023-12 to 2025-03 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: measurement design, data comparability, research operations, assumption documentation - Reach out when: I can help when price observations need a defensible comparison method.; I can help document limitations in market measurement. - Trigger: I contributed when strategy teams needed a consistent way to compare menu and in-store price observations. - Problem: I worked on the difficulty of comparing prices gathered through different channels, formats, and points in time. The central issue was methodological consistency rather than any individual price point. - Method and execution: I helped structure a measurement approach, define comparable observations, document exclusions and caveats, and organise repeated collection for analysis. I contributed to separating observed differences from interpretation so stakeholders could understand what the method did and did not support. - Artifacts: I contributed to a measurement framework, collection template, tracker, and research note. - Impact and learning: I learned that price measurement is most credible when matching rules, timing assumptions, and missing-data treatment are explicit. The work built practical capability for discussing relative positioning while avoiding false precision and keeping limitations visible. ## C14 — Annual and midyear planning support - Period: 2023-12 to 2026-08 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: planning synthesis, workshop support, dependency mapping - Reach out when: you are preparing a cross-functional planning cycle; you need to connect strategic themes with executable work - Trigger: I contributed when annual and midyear planning cycles required teams to convert broad priorities into a coherent set of discussions and inputs. - Problem: I was helping bridge different levels of planning detail so that market context, functional perspectives, dependencies, and execution questions could be considered together rather than assembled at the end. - Method and execution: I supported preparation and synthesis across planning forums, helping organise inputs into common themes and make open questions visible. I used the cycle to test whether proposed work had a clear rationale, identifiable dependencies, and a practical route into subsequent operating cadences. - Artifacts: Planning deck, workshop agenda, roadmap, and decision memo. - Impact and learning: I learned that planning quality depends less on the volume of material than on the sequence of alignment. Shared definitions, explicit trade-offs, and a reliable transition from workshop discussion to operating follow-through make the plan more usable. ## C15 — Regional Australia growth planning - Period: 2024-03 to 2026-07 - Role: ANZ Strategy & Planning - Markets: Australia - Skills: regional strategy, roadmap structuring, geographic analysis, handover planning - Reach out when: I can help when a regional growth ambition needs a practical plan.; I can help turn geographic diagnostics into an operating roadmap. - Trigger: I contributed when regional Australia needed a more coherent growth plan across locations with different operating conditions. - Problem: I helped organise a broad regional ambition into a plan that could account for local variation, sequencing, and operational dependencies. The work needed to connect geographic diagnosis with actions that teams could revisit over time. - Method and execution: I contributed to structuring the workstream, synthesising city-level context, and maintaining planning materials that linked priorities with follow-up. I also helped package the logic and supporting context for continuity as responsibilities changed. - Artifacts: I contributed to a growth plan, roadmap, map, planning deck, tracker, and handover. - Impact and learning: I learned that regional strategies work best when they distinguish common principles from location-specific constraints. The work created a more durable planning capability by making the geographic rationale, dependencies, and next steps easier for others to follow and continue. ## C16 — APAC Central Operations communication cadence - Period: 2024-03 to 2026-09 - Role: APAC Membership - Markets: APAC - Skills: editorial synthesis, stakeholder communication, information design, operating-rhythm design - Reach out when: You need a repeatable regional update format; Important context is scattered across workstreams; You need to make leadership communication concise and actionable - Trigger: I needed to help regional operations stakeholders stay oriented as priorities and dependencies changed across workstreams. - Problem: Updates arrived through different forums and at different levels of detail, making it hard for readers to identify what had changed, what required attention, and where a decision was pending. I needed a concise communication pattern that complemented working meetings rather than repeating them. - Method and execution: I helped organise updates around decisions, progress, risks, and upcoming asks. I synthesised inputs into plain language, separated information from action, and used a repeatable structure so readers could scan quickly. I also kept the cadence connected to source owners, allowing uncertain items to be checked before wider circulation. - Artifacts: I produced a newsletter, pulse update, briefing note, and communication calendar. - Impact and learning: I helped make regional operating context easier to consume and act on. I learned that a strong internal update should reduce interpretation work for the reader while remaining explicit about uncertainty and ownership. ## C17 — Deferred-payment considerations in food delivery - Period: 2024-04 to 2026-06 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: problem framing, desk research, qualitative synthesis - Reach out when: you are assessing an adjacent payment proposition; you need a concise research framing before deeper analysis - Trigger: I contributed to an exploration of how deferred-payment options might intersect with the food-delivery customer experience. - Problem: I was trying to separate a broad payments trend from the specific questions that matter in an on-demand context, including customer relevance, operational fit, and potential experience trade-offs. - Method and execution: I helped structure the topic into testable questions, reviewed available reference material, and organised observations into a concise strategic frame. I avoided treating adoption elsewhere as proof of local value and kept uncertainties visible so that further work could focus on the most important gaps. - Artifacts: Research note and working model. - Impact and learning: I learned that adjacency assessments are most useful when they clarify what would need to be true rather than forcing an early recommendation. That approach creates a cleaner bridge from an interesting trend to disciplined product or market investigation. ## C18 — Restaurant selection and coverage operations - Period: 2024-05 to 2026-04 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: operating metrics, data quality checks, dashboard governance - Reach out when: You need a repeatable selection and coverage operating view; You need to align metric definitions before reviewing gaps - Trigger: I contributed when teams needed a consistent operating view of restaurant selection and coverage gaps across markets. - Problem: I needed to help reconcile different definitions, source views, and reporting expectations so that apparent gaps could be discussed on a comparable basis. - Method and execution: I helped structure recurring files around clear metric definitions, routine quality checks, and transparent exception handling. I contributed to parity reviews, documented reporting logic, and organised the outputs so market teams could distinguish data issues from genuine selection questions. - Artifacts: I contributed to operating workbooks, dashboard views, metric definitions, parity checks, and governance notes. - Impact and learning: I learned that selection reporting becomes more actionable when definition governance is treated as part of the product. The work strengthened a repeatable capability for reviewing coverage questions while reducing confusion caused by inconsistent cuts or changing source assumptions. ## C19 — Restaurants and retail strategy cadence - Period: 2024-07 to 2026-09 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: cross-functional coordination, structured synthesis, operating rhythm design - Reach out when: you need to structure a vertical review cadence; you need to turn recurring discussions into clear follow-ups - Trigger: I contributed when restaurants and retail work needed a regular forum connecting weekly priorities with broader business reviews. - Problem: I was helping address the risk that vertical topics would be discussed in separate meetings without a consistent thread between immediate delivery questions and longer-horizon planning. - Method and execution: I supported a recurring cadence that grouped updates, surfaced dependencies, and created space to revisit priorities at different planning horizons. I focused on making the discussion easier to follow and on carrying unresolved questions forward, while adapting the level of detail to the forum. - Artifacts: Operating cadence, business-review deck, and action tracker. - Impact and learning: I learned that a useful vertical rhythm is not simply a sequence of meetings. It needs a stable narrative, explicit follow-through, and a clear distinction between information sharing, problem solving, and decisions. ## C20 — Underpenetrated-geo investment program - Period: 2024-08 to 2025-12 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: investment framing, working-group facilitation, decision support, stakeholder alignment - Reach out when: I can help when geographic opportunities need a structured investment case.; I can help organise a cross-functional strategy workstream. - Trigger: I contributed when teams needed a structured way to assess whether less-developed geographies warranted focused investment. - Problem: I worked on turning a broad growth question into a decision process that could compare geographic needs, strategic rationale, and execution considerations. The challenge was to keep the discussion grounded without reducing it to a single output measure. - Method and execution: I helped structure the investment-case logic, organise inputs from different functions, and support a working cadence for reviewing assumptions and open questions. I contributed to materials that separated evidence, judgement, dependencies, and decisions so stakeholders could discuss trade-offs more clearly. - Artifacts: I contributed to an investment case, working-group deck, decision framework, and program tracker. - Impact and learning: I learned that geographic investment programs benefit from explicit criteria and staged governance, especially when evidence is incomplete. The work developed a clearer capability for moving from opportunity identification to a reviewable recommendation while keeping uncertainty visible. ## C21 — Distributed analytics delivery cadence - Period: 2024-08 to 2026-07 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: prioritisation, requirements clarification, delivery coordination - Reach out when: you need a working rhythm with a distributed analytics team; analytics requests need clearer prioritisation and feedback - Trigger: I contributed when a distributed analytics partnership needed a reliable cadence for prioritising requests, clarifying requirements, and reviewing delivery. - Problem: I was helping address the gap between business questions and executable analytics work, especially when context, priorities, and feedback had to travel across team boundaries. - Method and execution: I supported a frequent working rhythm that made the request queue visible, clarified the intended decision behind each analysis, and created regular opportunities to resolve ambiguity. I also helped separate urgent questions from foundational work and used feedback loops to improve how requests were framed over time. - Artifacts: Prioritisation tracker, requirements brief, operating cadence, and handover. - Impact and learning: I learned that distributed delivery becomes more effective when both sides share a definition of a good request and a good review. Clear decision context, bounded scope, and prompt feedback reduce rework more reliably than adding process layers. ## C22 — AI-assisted reporting workflow - Period: 2024-08 to 2026-08 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: workflow design, AI-assisted synthesis, quality-control design - Reach out when: you are evaluating AI support for recurring reporting; you need human review points in an assisted workflow - Trigger: I explored AI assistance when recurring reporting work created opportunities to reduce mechanical effort while preserving human judgment. - Problem: I was trying to distinguish tasks that could be assisted safely from work that still required context, verification, and editorial accountability. - Method and execution: I documented parts of the reporting workflow, considered where AI could support drafting or synthesis, and kept review checkpoints around interpretation and final communication. Internal enablement sessions provided supporting context for this exploration, but I treated general tool knowledge as an input rather than evidence that a workflow was ready for broad use. - Artifacts: Workflow note, reporting template, and process deck. - Impact and learning: I learned that useful AI adoption starts with process clarity and explicit quality controls. The durable value is not automatic text generation; it is a better-designed workflow that makes sources, assumptions, review responsibilities, and exceptions easier to inspect. ## C23 — Market-exit response tracking - Period: 2024-08 to 2026-09 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: event tracking, cross-functional synthesis, retrospective analysis - Reach out when: A market event needs a structured response tracker; You need to turn a response into reusable lessons - Trigger: I contributed when a competitor's market exit created fast-moving questions about customer, merchant, and operational responses. - Problem: I needed to help create a shared view of what was changing, what teams were doing, and which observations were durable enough to inform later decisions. - Method and execution: I helped organise inputs into a dated tracking rhythm, separated actions from market observations, and maintained clear assumptions as the situation evolved. I contributed to cross-functional synthesis and later looked back across the response to identify patterns, gaps, and questions that remained unresolved. - Artifacts: I contributed to response trackers, synthesis decks, decision notes, and retrospective documents. - Impact and learning: I learned that event-response work benefits from preserving both chronology and uncertainty. A disciplined tracker can reduce conflicting narratives during the event, while a later retrospective can convert temporary coordination into a reusable response capability. ## C24 — Leadership business-trends narrative - Period: 2024-09 to 2026-09 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: narrative development, evidence synthesis, executive communication - Reach out when: you need to turn varied business signals into a leadership narrative; you are preparing a trends discussion for an offsite - Trigger: I contributed when a leadership offsite needed a concise narrative connecting business trends with the questions leaders should discuss. - Problem: I was helping avoid two common extremes: a dense collection of disconnected updates and a high-level story that could not be traced back to supporting evidence. - Method and execution: I supported the synthesis of varied inputs into a small set of themes, organised the material around implications rather than source categories, and highlighted uncertainty where the evidence did not support a firm conclusion. I aimed to make each section useful as a prompt for discussion rather than as a claim of certainty. - Artifacts: Leadership deck, research note, and working model. - Impact and learning: I learned that effective trends narratives preserve the chain from signal to interpretation to implication. That structure helps leaders challenge assumptions, compare perspectives, and decide where a deeper analysis is warranted. ## C25 — Geographic clustering methodology - Period: 2024-10 to 2026-05 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: spatial reasoning, analytical methodology, data structuring, cross-functional collaboration - Reach out when: I can help when geographic units need a practical grouping method.; I can help translate spatial analysis into planning language. - Trigger: I contributed when existing geographic boundaries were not sufficient for consistent local planning and comparison. - Problem: I helped address the challenge of turning fine-grained spatial data into groupings that were analytically coherent and usable by planning teams. The method needed to preserve local context while creating a repeatable basis for comparison. - Method and execution: I contributed to developing and documenting a clustering approach, testing how alternative groupings behaved, and translating the logic for strategy stakeholders. I helped connect technical spatial concepts with practical questions about how teams define, compare, and discuss local areas. - Artifacts: I contributed to a methodology document, analytical spreadsheet, data extract, and explanatory deck. - Impact and learning: I learned that a spatial method is only useful when its assumptions are visible and its outputs map cleanly to operating decisions. This work strengthened a reusable capability for organising geographic complexity and made later city discussions easier to structure consistently. ## C26 — Market-entry case study - Period: 2025-05 to 2026-07 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: case-study research, strategic synthesis, lesson extraction - Reach out when: You need to turn a market event into a case study; You need portable lessons from a competitor entry - Trigger: I contributed when a competitor's market entry offered a useful opportunity to study how positioning and market conditions interact. - Problem: I needed to help move the discussion beyond a chronology of events and identify which observations could transfer to other markets without overstating causality. - Method and execution: I helped structure the case around context, observable moves, stakeholder responses, and alternative explanations. I compared phases of the entry, documented uncertainty, and separated market-specific details from broader strategic questions that could be reused in future reviews. - Artifacts: I contributed to a case-study deck, research notes, comparison tables, and a discussion guide. - Impact and learning: I learned that strong case studies preserve context rather than compressing events into a simple success or failure story. The work strengthened a reusable approach for examining market entries and asking better questions before applying lessons elsewhere. ## C27 — Brand-level category diagnostics - Period: 2025-06 to 2026-07 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: diagnostic framing, comparative analysis, stakeholder synthesis - Reach out when: You need a brand-level diagnostic without exposing partner details; You need a consistent comparison frame across accounts - Trigger: I contributed when category-level averages obscured meaningful differences in how individual brands appeared within the marketplace. - Problem: I needed to help create a finer-grained view without turning the work into a ranking or implying that every observed difference had the same cause. - Method and execution: I helped structure diagnostics around consistent dimensions, comparable time frames, and explicit caveats. I reviewed patterns across brands, connected them to broader category context, and organised follow-up questions that stakeholders could investigate with appropriate local knowledge. - Artifacts: I contributed to diagnostic workbooks, brand briefs, comparison views, and discussion notes. - Impact and learning: I learned that brand-level analysis is most credible when it uses a stable frame but leaves room for different operating contexts. The work developed a practical way to identify where deeper investigation may be useful without publishing sensitive partner detail or unsupported performance claims. ## C28 — Regional roadmap and pipeline governance - Period: 2025-09 to 2026-09 - Role: APAC Membership - Markets: Multi-market - Skills: roadmap design, portfolio prioritisation, governance, cross-market synthesis - Reach out when: You need a regional roadmap across several markets; You need clearer intake and prioritisation; You need to separate committed work from proposals and dependencies - Trigger: I stepped into a regional membership remit where market requests, product dependencies, and planning horizons needed a common operating view. - Problem: I needed to create enough structure for regional and market teams to discuss priorities consistently. The challenge was to distinguish committed work, unresolved dependencies, emerging proposals, and items that belonged in a later planning cycle without presenting the roadmap as more settled than it was. - Method and execution: I consolidated inputs into a shared prioritisation frame, grouped work by decision stage, and established recurring reviews for changes, risks, and ownership. I used evidence notes and explicit confidence boundaries so that open questions remained visible. I also adapted the view for market discussions while preserving a coherent regional pipeline. - Artifacts: I produced a roadmap, prioritisation framework, pipeline tracker, and operating cadence. - Impact and learning: I gave stakeholders a clearer way to discuss sequencing and dependencies across markets. I learned that roadmap governance works best when uncertainty is represented directly rather than hidden inside a polished list of initiatives. ## C29 — Public product-page update planning - Period: 2026 - Role: APAC Membership - Markets: Multi-market - Skills: launch planning, content governance, cross-functional coordination, risk identification - Reach out when: You need to plan a public product-page update; A page change depends on several reviewers; You need to separate content approval from implementation readiness - Trigger: I needed to plan public product-page updates alongside broader product and customer-communication changes. - Problem: A webpage update depended on more than drafting text. I needed to reconcile product facts, localization, legal review, implementation ownership, and launch timing while keeping acquisition-facing pages distinct from signed-in customer surfaces. - Method and execution: I mapped the approval and implementation path, identified which content blocks required specialist support, and sequenced review, preview, and cutover checks. I documented unresolved product and timing questions rather than filling gaps with assumptions. I also distinguished planning readiness from publication, so stakeholders could see what remained before any page change. - Artifacts: I produced an update plan, review checklist, cutover plan, and ownership map. - Impact and learning: I created a clearer route from product decision to governed public-page change without claiming delivery ahead of confirmation. I learned that web updates should be treated as small launches, with explicit owners for facts, language, implementation, and timing. ## C30 — Localising a global engagement-benefit concept - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: concept localisation, usage-based modelling, assumption management, scope control - Reach out when: You need to adapt a global loyalty mechanic to a market with different behaviour; You need a directional cost model before a finance model exists - Trigger: A globally designed engagement-benefit concept needed to be assessed for markets with different member behaviour and economics. - Problem: I had to avoid copying another market's parameters. The design needed to reward engagement, constrain cost exposure, and stay useful even if the full product experience was delayed. - Method and execution: I derived member segments, qualification cuts, and redemption behaviour from local usage patterns rather than transplanted assumptions. I kept optional and premium benefits costed separately from the core mechanic, documented every adjustable assumption, and made a fallback using existing tools an explicit decision rather than an afterthought. - Artifacts: I produced decision frameworks, a cost simulator, validation checks, and an assumption register. - Impact and learning: I learned that regional reuse should preserve modelling discipline, not transplant parameters, and that premium benefits should be costed and approved independently of the core design. ## C31 — Benefit economics and funding discipline - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: economic modelling, cost-control design, sensitivity framing, trade-off communication - Reach out when: You need to redirect diffuse discount spend into a benefit members understand; A benefit risks concentrating spend on already-loyal users - Trigger: Benefit proposals needed a clearer account of what they cost, what they replaced, and who would consume them. - Problem: I needed to make funding logic legible without claiming new benefits were cost-neutral, and to stop cost scaling mechanically with the heaviest users. - Method and execution: I modelled reallocation of existing spend as a distinct lever and showed freed spend alongside gross cost. For heavy-usage risk I translated the problem into product levers such as delayed eligibility, value adjustments, exposure caps, and basket conditions, and compared them against behaviour at the tail. When data sources disagreed, I kept the gap visible rather than forcing agreement. - Artifacts: I built funding controls into decision simulators and produced cost sensitivities and governance checklists. - Impact and learning: I learned that funding claims need the same source and population discipline as customer metrics, and that good benefits reward incremental behaviour rather than subsidising what would happen anyway. ## C32 — Framing recurring-benefit experiments - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: experiment design, treatment separation, launch risk assessment, measurement framing - Reach out when: You need to test a simple recurring member benefit cleanly; Several benefit ideas risk being tested as one bundle - Trigger: Several candidate member benefits were being explored at the same time. - Problem: I needed to keep distinct mechanics from being confused with one another, and to stop an attractive but immature capability becoming a dependency for the core roadmap. - Method and execution: I clarified what each benefit did and did not test, helped structure separate and combined treatments, and pushed for clean controls when adjacent treatments were not ready. I treated early production ramps as readiness evidence only, not proof of customer impact. - Artifacts: I developed decision briefs, treatment comparisons, readiness checks, and a measurement agenda. - Impact and learning: I learned that simple customer mechanics still need careful enrolment, scope, and evidence governance, and that decoupling adjacent ideas lets the core roadmap move independently. ## C33 — Measuring membership price and benefit changes - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: cohort design, measurement governance, metric reconciliation, cross-market synthesis - Reach out when: You are planning a membership repricing; You need to separate launch health from mature retention - Trigger: Membership price and benefit changes needed an evaluation method that would hold up as evidence matured. - Problem: Announcement reactions, new-member acquisition, and existing-member renewals happen on different clocks. Early signals are useful but cannot answer the retention question before renewals mature, and monthly and annual plans behave differently. - Method and execution: I structured analysis around customer events rather than a single launch date, separating notices, opt-outs, starts, active and passive churn, and renewal-aligned retention, with annual plans measured independently. I required readouts to label immature cohorts rather than treating missing renewals as churn, reconciled sources and disclosed differences, and turned the lessons into a reusable playbook. - Artifacts: I contributed measurement requirements, metric definitions, readiness checklists, and a cross-market playbook. - Impact and learning: I learned to measure customers at their actual renewal boundary: early acquisition can look resilient while cancellation risk is still delayed. ## C34 — Acquisition offer portfolio design - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: portfolio strategy, cohort analysis, decision framing, scenario analysis - Reach out when: You need to choose between free trials, discounted months, and annual offers; Member growth and paid conversion point in different directions - Trigger: Acquisition offers needed to be judged on quality of conversion, not just the number of starts. - Problem: Longer free access can lift starts while delaying the point at which willingness to pay becomes observable. Promotional demand also needed to be separated from underlying plan demand. - Method and execution: I compared offer structures (free trials, trial-plus-discount bundles, discounted annual commitments) against an explicit objective hierarchy, segmented decisions by membership history and engagement, and checked that live configuration matched strategic intent. - Artifacts: I produced offer reviews, cohort decision matrices, measurement frameworks, and readiness checklists. - Impact and learning: I learned to declare the primary objective before optimising offer duration: member stock, paid members, and long-term value can point to different decisions at the same time. ## C35 — Lifecycle targeting for membership offers - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: segmentation strategy, model translation, risk framing, requirements - Reach out when: You need to replace blanket offers with lifecycle logic; You need to assess whether a model built elsewhere transfers to your market - Trigger: Offers were being shown to broad audiences without accounting for membership history or engagement. - Problem: Audiences that are broad or change abruptly make it hard to tell whether movement came from demand, targeting, or operations. Models built for other markets also needed a portability check. - Method and execution: I translated diagnostics into targeting rules based on prior membership, activity, and likely retention value, and defined questions on audience refresh, exclusions, and offer conflicts. For externally built allocation models I documented assumptions and mapped which local conditions could invalidate transfer. - Artifacts: I produced targeting frameworks, readiness gates, model-assumption reviews, and a market-fit matrix. - Impact and learning: I learned that personalisation only creates value when assignment logic and measurement populations stay traceable, and that model portability depends on local economics as much as predictive accuracy. ## C36 — Retention and win-back portfolio - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: retention strategy, portfolio design, holdout governance, rollout coordination - Reach out when: You need a structured response to cancellation intent; You need to recover former paid members without blanket discounts - Trigger: Members showing cancellation intent, and recently lapsed paid members, needed a more structured response than one universal discount. - Problem: A single rescue offer hides real differences between plan types and preferences, and results cannot be read without proven configuration and credible holdouts. - Method and execution: I framed retention as a portfolio of testable mechanics (pre-renewal engagement goals, plan and benefit offers, time-bound return incentives) and separated cancellation intent from realised churn. I checked approved designs against verified production state and defined holdout requirements before any recovery was attributed. - Artifacts: I produced portfolio summaries, configuration checklists, measurement briefs, and handover views. - Impact and learning: I learned that configuration completeness and holdout validity must be proven before claiming recovery, and that win-back mechanics need a precise definition of eligible history. ## C37 — Engagement quest design and exposure integrity - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: cohort strategy, experiment deconfliction, targeting, scaling criteria - Reach out when: You are designing goal-based incentives; Concurrent campaigns may contaminate controls; A global programme needs market-level decisions - Trigger: Goal-based incentives (quests) were being used to stretch habits and encourage cross-product use. - Problem: Broad targeting risks paying for behaviour that would happen anyway, delayed audience loading makes nominal start dates unreliable, and overlapping campaigns can contaminate comparison groups. - Method and execution: I reframed readiness around the first verified customer exposure, required protection for treated and comparison cohorts, documented precedence across overlapping campaigns, and argued for excluding customers likely to act organically. I kept engagement learning separate from retention claims. - Artifacts: I produced portfolio assessments, an exposure-integrity framework, readiness checklists, and risk registers. - Impact and learning: I learned to version cohort snapshots, record first exposure, reconcile issued and redeemed rewards, and delay scaling until each cohort has a clean, mature observation window. ## C38 — Self-service campaign tracking and spend estimation - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: product requirements, workflow design, measurement governance - Reach out when: Local teams lack campaign visibility; Incentive spend is hard to estimate - Trigger: Local teams relied on central operators to understand campaign exposure, progress, and likely spend. - Problem: A self-service tool needed to add transparency without false precision, especially when data delays and overlapping campaigns made nominal data unreliable. - Method and execution: I framed a tracking and estimation workflow around operating decisions rather than dashboard volume, emphasising exposure timestamps, configurable assumptions, and a clear split between approved budget, projected issuance, redemption, and realised cost. - Artifacts: I contributed requirements, data definitions, and a local-operations workflow. - Impact and learning: I learned that trustworthy tools must expose data freshness and assumption boundaries, or they automate the same ambiguity that slowed manual work. ## C39 — Regional participation decisions for global features - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: opt-in governance, economic framing, capability assessment, experiment readiness - Reach out when: A global feature needs differentiated market decisions; Market applicability differs across a region - Trigger: Globally designed member features needed explicit decisions about where regional participation made sense. - Problem: Markets differ in demand patterns, commercial structure, regulation, and ability to run readable tests, so a blanket regional response would be wrong. - Method and execution: I coordinated explicit market participation decisions based on applicability, learning value, cost tolerance, and concurrent changes. I challenged stale status labels, separated modelled exposure from observed outcomes, and required experiment plans and decision rules before scaling. For partner-funded offers, I turned manual campaign patterns into product and measurement requirements. - Artifacts: I produced decision briefs, applicability matrices, capability assessments, and readiness gates. - Impact and learning: I learned that an affordable test is not automatically informative, and that a local success does not prove viability across a whole market. ## C40 — Benefit simplification and customer comprehension - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: strategic framing, customer comprehension, guardrail design, readiness governance - Reach out when: Members struggle to understand a benefit; You need a value-neutral redesign with clear guardrails - Trigger: Some member value was real but hard for customers to recognise and explain. - Problem: Complex discounts can make value feel opaque. Simplifying a benefit, or using it to encourage use of another product, has to be economically controlled and must not be presented as an automatic value increase. - Method and execution: I framed benefit redesign around whether customers understand and attribute value, not just whether the economics balance. I set guardrails on the overall benefit envelope and asked product, finance, and legal partners to validate feasibility, customer language, and measurement before any commitment. - Artifacts: I produced customer-value framing, decision questions, and dependency lists. - Impact and learning: I learned that value-neutral on paper is not launch-ready: serving, comprehension, customer copy, assignment, and measurement each need independent proof. ## C41 — Release gates for benefit-platform and public-page changes - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: migration governance, content governance, test planning, risk escalation - Reach out when: A platform migration depends on dynamic testing; A public page must reflect a product change accurately - Trigger: Benefit-platform changes and public product pages needed to stay aligned with what customers actually experience. - Problem: Entering configuration does not prove offers will serve correctly, and a correct draft page is not enough when different customer groups change on different schedules. - Method and execution: I separated static configuration from dynamic proof and held release to named test owners, production evidence, and defect accountability. For public pages I mapped the review chain, protected unconfirmed content from accidental publication, and required localised previews before scheduling. - Artifacts: I produced test-evidence requirements, hold-or-release gates, reviewer maps, and pre-publication checklists. - Impact and learning: I learned that completeness must be measured through observed customer states, and that public-page updates should be run as small launches with explicit owners. ## C42 — Eligibility-verification capacity planning - Period: 2026 - Role: Regional Membership Strategy (APAC) - Markets: Multi-market - Skills: forecasting, requirements gathering, risk management - Reach out when: You need to connect eligibility demand with operational capacity; You need to avoid decisions based on stale utilisation - Trigger: Eligibility verification for a member segment was both a customer-access mechanic and an operational capacity constraint. - Problem: Forecasts existed, but current utilisation and verification performance needed reconciling before any capacity decision. - Method and execution: I assembled demand inputs, defined forecasting approaches for growing and declining segments, and withheld recommendations until current utilisation was confirmed. - Artifacts: I produced a capacity tracker, forecast structure, and decision framework. - Impact and learning: I learned that entitlement planning must combine demand, conversion, utilisation, and operational mechanics rather than extrapolating from member counts alone. ## C43 — ANZ strategy and planning role handover - Period: 2026-02 to 2026-07 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: knowledge transfer, documentation, stakeholder mapping, workstream prioritisation - Reach out when: You are planning a role transition; You need to turn a broad remit into a usable handover; You need continuity across recurring strategy work - Trigger: I was moving from an ANZ strategy and planning role into a regional consumer role and needed to leave the work in a usable state. - Problem: I needed to transfer more than a list of open tasks. The incoming owner needed context on recurring decisions, stakeholder expectations, analytical assets, and the difference between ongoing operating work and questions that still required judgment. - Method and execution: I organised the remit by workstream, documented purpose and cadence, separated completed work from open decisions, and created an inventory of the reporting and analysis surfaces used by the team. I also highlighted dependencies, practical access needs, and areas where a new owner should revalidate assumptions rather than inherit them unchanged. - Artifacts: I produced a handover, workstream inventory, dashboard inventory, and transition checklist. - Impact and learning: I made the transition easier to navigate and reduced reliance on informal context. The lasting lesson was that a useful handover should explain how decisions get made, not simply where files are stored. ## C44 — Fuel-cost signals and consumer behaviour - Period: 2026-03 to 2026-08 - Role: ANZ Strategy & Planning - Markets: ANZ - Skills: hypothesis framing, signal interpretation, research synthesis - Reach out when: you need to translate an external signal into consumer questions; you want a method-first view of a market change - Trigger: I contributed when changing fuel costs raised questions about how consumers might adjust their behaviour across mobility and delivery. - Problem: I was helping turn a visible external signal into a careful set of behavioural hypotheses without assuming that timing alone demonstrated a causal relationship. - Method and execution: I supported a structured review of the signal, mapped plausible consumer responses, and distinguished immediate observations from questions requiring deeper validation. I treated alternative explanations as part of the analysis and kept the framing broad enough to connect market context with operational data later. - Artifacts: Research note and signal tracker. - Impact and learning: I learned that macro signals are valuable prompts but weak conclusions on their own. The durable method is to state the behavioural pathway explicitly, identify competing explanations, and define what evidence would meaningfully change the interpretation. ## C45 — Promotional-response analysis - Period: 2026-04 to 2026-09 - Role: ANZ Strategy & Planning - Markets: Australia - Skills: cohort analysis, scenario framing, monitoring design - Reach out when: A competitor promotion needs a measured response; You need cohort-level monitoring before escalating action - Trigger: I contributed when a major competitor promotion raised questions about customer exposure and the appropriate level of response. - Problem: I needed to help distinguish immediate competitive pressure from normal variation, while showing which customer groups and experience components warranted closer attention. - Method and execution: I developed analytical cuts across customer behaviour, segmented exposure into decision-relevant cohorts, and helped frame response options with explicit trade-offs. I also helped define a monitoring approach that separated routine observation from conditions that would justify escalation, while keeping open risks visible for leadership discussion. - Artifacts: I produced analytical readouts, a cohort framework, a scenario model, a monitoring specification, and a leadership deck. - Impact and learning: I learned that a credible response does not require immediate broad action. Combining cohort-level evidence, explicit thresholds, and clear caveats created a more disciplined way to monitor the situation and discuss proportionate options. ## C46 — Membership product and operations collaboration cadence - Period: 2026-04 to 2026-09 - Role: APAC Membership - Markets: APAC - Skills: cross-functional facilitation, agenda design, dependency management, follow-through - Reach out when: You need a useful product and operations rhythm; Dependencies are getting lost between teams; A recurring meeting needs clearer decisions and follow-through - Trigger: I needed a dependable way for regional operations and product partners to review membership dependencies and decisions. - Problem: Important updates were spread across separate workstreams, and recurring meetings could easily become status exchanges without clear decisions. I needed a rhythm that made ownership, escalation needs, and follow-up visible while respecting the different responsibilities of product and operations teams. - Method and execution: I helped shape a recurring agenda around decisions, dependencies, launches, and unresolved questions. I brought structured pre-reads, clarified the requested outcome for each topic, and captured owners and next steps. I also carried market context into the forum and returned product guidance to the relevant operating teams. - Artifacts: I produced an operating cadence, agenda template, decision log, and action tracker. - Impact and learning: I helped turn cross-functional updates into a more decision-oriented working rhythm. I learned that these forums are most effective when every agenda item names the decision or dependency it is intended to resolve. ## C47 — APAC consumer strategy role and dashboard kickoff - Period: 2026-04 to 2026-09 - Role: APAC Consumer Strategy - Markets: Multi-market - Skills: role design, operating-model design, dashboard scoping, metric governance, prototyping - Reach out when: You are defining a new regional strategy remit; You need to scope a dashboard before building it; You need to reconcile global definitions with local reporting - Trigger: I entered a newly created APAC consumer strategy remit and needed to define both the role and its first decision-support workstream. - Problem: The remit was intentionally broad, and existing global and market reporting did not yet provide one comparable regional consumer view. I needed to clarify where regional strategy should coordinate, where it should provide frameworks, and where ownership should remain with product, market, or specialist teams. - Method and execution: I researched adjacent operating models, drafted role boundaries and decision responsibilities, surveyed existing dashboards, and mapped candidate metrics to their governance status. I then created a phased consultation and build plan plus a synthetic-data mockup to test information architecture, filters, cadence, and drill-down behavior before any production build. - Artifacts: I produced a role-scope proposal, responsibility framework, metric catalog, dashboard plan, and prototype. - Impact and learning: I established a concrete kickoff for role-design and dashboard-planning discussions; I did not deliver the production dashboard. The main learning was to settle decision ownership and metric governance before investing in implementation. ## C48 — Market membership priority alignment - Period: 2026-06 to 2026-09 - Role: APAC Membership - Markets: APAC - Skills: facilitation, requirements synthesis, prioritisation, decision framing - Reach out when: You need to reconcile regional and market priorities; You need a clear pre-read for a planning discussion; You need to expose unresolved assumptions before escalation - Trigger: I needed to align market membership priorities before they entered regional planning and product conversations. - Problem: Markets described needs at different levels of detail and with different assumptions about timing, ownership, and supporting evidence. I needed to preserve local context while making the requests comparable enough for a regional discussion. - Method and execution: I translated market inputs into a common structure covering the user problem, decision required, dependency, maturity, and owner. I separated confirmed needs from hypotheses, surfaced conflicts and missing evidence, and used working sessions to refine the framing. Where alignment was not possible, I recorded the decision gap rather than forcing consensus. - Artifacts: I produced an alignment brief, prioritisation template, decision log, and workshop pre-read. - Impact and learning: I helped regional and market stakeholders discuss priorities from the same starting point. I learned that alignment is not agreement on every item; it is shared clarity on what is known, what remains disputed, and who should decide next. ## C49 — APAC competitive-intelligence capability matrix - Period: 2026-07 to 2026-09 - Role: APAC Membership - Markets: Multi-market - Skills: capability mapping, evidence assessment, taxonomy design, prioritisation - Reach out when: You need to compare intelligence capabilities across markets; You need an evidence-aware capability assessment; You need to turn scattered research assets into a regional operating view - Trigger: I needed to understand how consistently competitive intelligence could support consumer and membership decisions across APAC markets. - Problem: Markets had different research assets, definitions, cadences, and evidence quality. I needed a comparable view that showed where a capability existed, how dependable it was, and what should be strengthened, without presenting incomplete coverage as absence. - Method and execution: I defined a common capability taxonomy, normalized market inputs, and separated verified evidence from reported or unresolved coverage. I grouped related capabilities into clear domains, recorded freshness and quality caveats, and created a prioritisation view for next steps. I preserved local nuance while making the regional comparison easy to scan. - Artifacts: I produced a capability matrix, evidence register, taxonomy, and prioritisation view. - Impact and learning: I created a shared baseline for discussing intelligence capability and investment needs across markets. I learned that a useful maturity view must show evidence quality and recency, not just assign a status. ## Nomura Research Institute projects ## C50 — Battery-as-a-service market entry strategy - Period: 2018 to 2023 - Role: NRI India — Automotive Industry Consulting - Markets: India, Southeast Asia - Skills: market sizing, commercial feasibility, customer segmentation, go-to-market planning - Reach out when: You need to assess a battery-as-a-service market; You need to connect demand, unit economics, and launch choices - Trigger: I worked on questions about whether battery-as-a-service models could be commercially viable in new markets. - Problem: The strategy had to connect market demand, customer needs, pricing, operations, and partner choices rather than treating adoption as a single forecast. - Method and execution: I contributed to market sizing, feasibility and profitability analysis, customer segmentation, and go-to-market framing. I compared alternative business-model assumptions and translated research into choices about target users, pricing, and rollout. - Artifacts: Market models, research decks, commercial scenarios, and strategy recommendations. - Impact and learning: This work taught me to test business-model assumptions against operating realities. A promising technology needs a clear customer use case and a credible route to repeatable economics. ## C51 — Electric three-wheeler battery-swap pilot support - Period: 2020 to 2021 - Role: NRI India — Automotive Industry Consulting - Markets: India - Skills: pilot planning, partner coordination, operating reviews, issue tracking - Reach out when: You need to move a mobility concept into a field pilot; You need a practical pilot-management rhythm across partners - Trigger: I supported a battery-swapping pilot that needed coordination between the vehicle, charging, station, and operating workstreams. - Problem: A pilot could only produce useful learning if readiness, daily operations, exceptions, and partner responsibilities were tracked together. - Method and execution: I supported the project-management rhythm, including timelines, partner coordination, resource planning, reporting, and review of operational issues. I helped organise the evidence into a clear view of what the pilot tested and what remained unresolved. - Artifacts: Pilot plans, operating trackers, partner updates, and a final report. - Impact and learning: I learned that pilots are as much about disciplined observation and issue resolution as technical performance. Clear ownership and a shared operating record make later scale decisions more credible. ## C52 — Design ethnography for connected-vehicle services - Period: 2019 - Role: NRI India — Automotive Industry Consulting - Markets: India - Skills: qualitative research, ethnography, customer-journey synthesis, insight translation - Reach out when: You need to discover unmet needs before designing a mobility service; You need to translate qualitative fieldwork into product questions - Trigger: I worked on research into how drivers used vehicles and digital services in everyday life. - Problem: Feature ideas needed to be grounded in motivations, habits, and pain points that conventional product assumptions could miss. - Method and execution: I contributed to a research approach combining observation and interviews, then helped organise findings around behaviours, mindsets, and unmet needs. I translated the qualitative evidence into service-design questions while keeping the limits of a small research sample visible. - Artifacts: Discussion guides, fieldwork synthesis, customer journeys, and insight decks. - Impact and learning: I learned that contextual research is most useful when it changes the questions a product team asks. It should inspire hypotheses for testing rather than present a small sample as a market-wide answer. ## C53 — Telematics service monetisation strategy - Period: 2019 to 2021 - Role: NRI India — Automotive Industry Consulting - Markets: India - Skills: business-model design, engagement mechanics, financial modelling - Reach out when: You need to turn a connected-product concept into a business model; You need to test engagement and monetisation assumptions together - Trigger: I worked on how a connected-vehicle service could create recurring customer value and a viable commercial model. - Problem: The proposition needed to link user engagement, service design, and financial assumptions without assuming that a feature list would generate sustained use. - Method and execution: I helped frame possible value propositions, engagement mechanics, and monetisation options, then tested their implications through financial forecasts and scenario discussions. - Artifacts: Business-model options, engagement concepts, financial forecasts, and strategy decks. - Impact and learning: The work reinforced that monetisation follows repeated customer value. Engagement assumptions and commercial forecasts have to be examined together. ## C54 — Dealership customer-experience improvement pilot - Period: 2018 to 2022 - Role: NRI India — Automotive Industry Consulting - Markets: India - Skills: pilot design, process improvement, training design, stakeholder coordination - Reach out when: You need to test a dealership experience change; You need to connect process, people, and tools in a frontline pilot - Trigger: I supported a customer-engagement improvement effort in an automotive dealership network. - Problem: A recommendation for better customer experience had to translate into frontline behaviours, management routines, and workable tools. - Method and execution: I helped design and run a pilot using a plan-do-check-act rhythm. The work considered roles, training, recognition, and process and tool changes, with learning captured for subsequent decisions. - Artifacts: Pilot plans, process maps, training material, review decks, and action trackers. - Impact and learning: I learned that frontline change requires explicit ownership and feedback loops. A strategy only becomes testable when it is translated into daily behaviours and reviewed with the people doing the work. ## C55 — Utility-scale energy-storage software concept - Period: 2022 - Role: NRI India — Consulting - Markets: United States, India - Skills: competitor benchmarking, requirements discovery, process mapping, product scoping - Reach out when: You need to define a digital product around a complex energy workflow; You need to turn market and user research into software requirements - Trigger: I worked on the concept for software supporting storage optimisation and revenue management in utility-scale energy storage. - Problem: The team needed to connect business goals, operational workflows, competitor capabilities, and user needs before deciding what the software should do. - Method and execution: I contributed to market and software benchmarking, stakeholder interviews, process mapping, and a prioritised functionality view. The work helped frame development direction and the questions to resolve before vendor selection or build. - Artifacts: Benchmarking, process flows, functionality lists, concept decks, and development planning material. - Impact and learning: I learned that a useful product concept starts with the decisions and workflows it supports. Feature lists become more meaningful when the underlying business process and assumptions are visible. ## C56 — International research collaboration landscape - Period: 2021 to 2022 - Role: NRI India — Consulting - Markets: India, Japan - Skills: landscape research, institution mapping, expert interviews, policy synthesis - Reach out when: You need to map a research ecosystem; You need to identify practical barriers to international collaboration - Trigger: I contributed to a study of international joint research and startup-support opportunities between India and Japan. - Problem: The work needed a comparable view of institutions, collaboration patterns, and barriers rather than a directory of organisations. - Method and execution: I helped organise desk research and interview inputs into a landscape of potential partners, current collaboration, and practical considerations. The synthesis distinguished documented activity from opportunities that would need direct validation. - Artifacts: Institution mapping, interview notes, research reports, and an executive summary. - Impact and learning: I learned that ecosystem studies are most useful when they connect the landscape to specific partnership questions and show where evidence is incomplete. ## C57 — Electric-mobility policy and ecosystem research - Period: 2018 to 2022 - Role: NRI India — Automotive Industry Consulting - Markets: India - Skills: policy research, stakeholder mapping, regulatory synthesis, strategy communication - Reach out when: You need to understand how policy shapes an emerging mobility market; You need to connect regulatory research with commercial choices - Trigger: I worked on policy and ecosystem questions relevant to electric mobility in India. - Problem: Investment and rollout choices depended on an evolving mix of regulation, infrastructure, industry incentives, and stakeholder interests. - Method and execution: I contributed to regulatory review, market and stakeholder mapping, and synthesis of how policy developments might affect business options. I helped frame findings as scenarios and decision questions where implementation or timing remained uncertain. - Artifacts: Policy notes, market studies, stakeholder maps, and presentation material. - Impact and learning: I learned that policy research becomes more valuable when it explains the practical choices it changes and makes uncertainty about implementation explicit. ## C58 — Automotive consumer segmentation and pricing research - Period: 2018 to 2022 - Role: NRI India — Automotive Industry Consulting - Markets: India - Skills: survey design, qualitative synthesis, segmentation, pricing research - Reach out when: You need to understand automotive customer segments; You need to connect pricing evidence with product and marketing decisions - Trigger: I worked on consumer studies supporting automotive product, pricing, and marketing choices. - Problem: Teams needed to understand differences in customer needs, purchase journeys, and willingness to pay rather than rely on an average respondent. - Method and execution: I contributed to qualitative and quantitative research approaches, including interviews, surveys, ethnography, and pricing exercises. I helped turn findings into segment profiles, customer-journey views, and decision implications while keeping sample and method limitations clear. - Artifacts: Research instruments, segment profiles, customer journeys, pricing analyses, and client decks. - Impact and learning: I learned to treat segmentation as a tool for making choices. The useful output is a clear account of how different customers behave and what that implies for the offer, message, or channel. ## C59 — Japan tourism marketing strategy for India - Period: 2019 to 2020 - Role: NRI India — Consulting - Markets: India, Japan - Skills: segmentation, customer journeys, media strategy - Reach out when: You need to choose target segments for destination marketing; You need to connect research with channel and content choices - Trigger: JNTO needed an India-specific approach to attracting travellers to Japan. - Problem: The work had to identify promising travellers, what appealed to them, and how they moved from awareness to trip planning. - Method and execution: I helped develop a market and traveller view using consumer, trade, and expert research. The work connected segment profiles and customer journeys with content themes, media channels, and a promotion roadmap. - Artifacts: Market study, segment profiles, journey maps, content concepts, and a marketing plan. - Impact and learning: The useful link was from audience evidence to a practical promotion plan, with local travel behaviour shaping the message and channel choices. ## C60 — India–Japan trade and sector competitiveness analysis - Period: 2020 to 2021 - Role: NRI India — Consulting - Markets: India, Japan - Skills: trade analysis, sector research, policy synthesis - Reach out when: You need to turn trade data into negotiation questions; You need a structured view of sector competitiveness - Trigger: A Japan government engagement required evidence on India’s trade position and industrial competitiveness. - Problem: The analysis needed to connect macro trade patterns with sector-specific barriers and possible policy responses. - Method and execution: I contributed to research and coordination across trade statistics, industrial structure, comparative policy, and stakeholder inputs. The outputs framed discussion points and recommendations for India–Japan policy dialogue. - Artifacts: Trade and sector analysis, meeting decks, policy notes, and symposium material. - Impact and learning: I learned to separate what data showed from what policy negotiations might realistically achieve. Cross-government work also depends on careful coordination and attribution. ## C61 — Global freight-management digital transformation - Period: 2022 to 2023 - Role: NRI India — Consulting - Markets: Multi-market - Skills: requirements prioritisation, vendor evaluation, operating-model design - Reach out when: You need to scope a freight-management system; You need to connect software selection with process change - Trigger: A global manufacturer wanted a more consistent way to manage freight workflows across hubs. - Problem: Bidding, booking, tracking, vendor choice, and adoption needed to be treated as one transformation rather than separate technology tasks. - Method and execution: I helped prioritise system functions, structure vendor assessment, and define process and change-management needs across the operating teams. - Artifacts: Requirements, vendor comparisons, implementation plan, and operating KPIs. - Impact and learning: I learned that system value depends on workflow redesign and adoption, not just a selected product. ## C62 — Renewable-energy investment opportunity screening - Period: 2022 - Role: NRI India — Consulting - Markets: India, Asia-Pacific - Skills: PEST analysis, market screening, target shortlisting - Reach out when: You need to compare renewable-energy investment markets; You need to move from market landscape to target outreach - Trigger: An energy investor needed to identify promising renewable-energy opportunities across India and other Asian markets. - Problem: Market attractiveness alone was insufficient; policy, economics, potential partners, and strategic fit all mattered. - Method and execution: I researched market conditions and technology pathways, helped screen and shortlist players, and supported early discussions to test strategic fit. - Artifacts: Market screens, target lists, research reports, and discussion materials. - Impact and learning: I learned to use the broad market scan to narrow the next diligence questions, not to treat it as a final investment decision. ## C63 — Post-merger integration planning for an FMCG acquisition - Period: 2018 to 2023 - Role: NRI India — Consulting - Markets: India - Skills: process mapping, integration planning, stakeholder coordination - Reach out when: You need an integration plan after an acquisition; You need to align process, organisation, and compliance workstreams - Trigger: A cross-border acquisition created a need to integrate operations and organisations. - Problem: The integration plan had to account for process overlap, organisational responsibilities, milestones, and legal and tax dependencies. - Method and execution: I coordinated with business leaders and specialist teams on process streamlining, organisation design, and implementation planning. - Artifacts: Integration plan, milestone and KPI framework, and organisation workstream materials. - Impact and learning: I learned that integration needs named owners and a sequence of operating decisions, not just a synergy target. ## C64 — Strategic equity investment screening in beverages - Period: During NRI tenure - Role: NRI India — Consulting - Markets: India, Japan - Skills: market screening, target assessment, financial modelling - Reach out when: You need to screen investment targets in a consumer category; You need to connect commercial diligence with valuation - Trigger: A Japanese beverage company considered investment opportunities in India. - Problem: The decision needed a view of category demand, competitive position, target fit, and valuation assumptions. - Method and execution: I analysed the market and customer base, shortlisted potential investment targets, supported early conversations and commercial diligence, and built a valuation model. - Artifacts: Market screen, target shortlist, diligence notes, and valuation scenarios. - Impact and learning: I learned to make the investment thesis and the assumptions behind valuation explicit before narrowing to a target. ## C65 — Blockchain-enabled mobility-platform strategy - Period: 2020 to 2021 - Role: NRI India — Consulting - Markets: Europe - Skills: feasibility assessment, partner mapping, business-model design - Reach out when: You need to evaluate blockchain for a real mobility workflow; You need to compare platform and product business models - Trigger: A mobility platform concept sought a way to support data sharing and transactions across operators. - Problem: The strategy had to establish where the technology solved a business problem, what partners were needed, and how the proposition could scale. - Method and execution: I assessed the regulatory and technology questions, mapped potential partners, and compared platform and product routes alongside a market and business-model view. - Artifacts: Feasibility assessment, partner map, business-model options, and strategy deck. - Impact and learning: I learned to evaluate an emerging technology by the coordination problem it solves and the willingness of partners to participate. ## C66 — Data-centre solution go-to-market strategy - Period: 2022 to 2023 - Role: NRI India — Consulting - Markets: India - Skills: competitor benchmarking, market positioning, customer research - Reach out when: You need to position a new data-centre solution; You need to connect customer requirements with a route to market - Trigger: A technology group explored an integrated data-centre solution for India. - Problem: Several product and service lines had to be positioned around customer needs and a coherent market offer. - Method and execution: I contributed to competitor, product, and customer research and helped frame the offering, potential customers, and route-to-market choices. - Artifacts: Benchmarking, customer-research plan, market positioning, and go-to-market materials. - Impact and learning: I learned that a service offer must be defined around the customer problem and delivery model, not just assembled from existing products. ## C67 — Data-centre organisation transformation plan - Period: 2022 to 2023 - Role: NRI India — Consulting - Markets: India - Skills: operating-model design, stakeholder alignment, roadmapping - Reach out when: You need multiple business units to deliver one service offer; You need a phase-wise organisation change plan - Trigger: The proposed data-centre offer required coordination across business units that previously sold separate products. - Problem: A unified service model needed clear responsibilities, incentives, sales processes, and a staged transition. - Method and execution: I helped frame the future operating model, compare relevant competitors, and plan stakeholder alignment and change-management steps. - Artifacts: Organisation blueprint, transformation roadmap, stakeholder plan, and operating-model deck. - Impact and learning: I learned that a coherent external offer depends on internal ownership and incentives that support it. ## C68 — Consulting account management and proposal operations - Period: 2018 to 2023 - Role: NRI India — Consulting - Markets: India, Japan - Skills: proposal development, client coordination, process improvement - Reach out when: You need a repeatable consulting proposal process; You need to organise account opportunities and delivery knowledge - Trigger: Alongside project delivery, the consulting team needed to develop new work and sustain client relationships. - Problem: Proposals and account knowledge had to be tailored, timely, and reusable without flattening the client problem. - Method and execution: I worked on proposals and sales collateral, account coordination, and a more structured way to reuse prior knowledge in the proposal workflow. - Artifacts: Proposals, credentials, client briefs, knowledge-management assets, and trackers. - Impact and learning: I learned that business development works better when delivery evidence is easy to retrieve and the proposed work remains specific to the client. ## C69 — Next-generation battery technology screening - Period: 2022 - Role: NRI India — Consulting - Markets: Japan, India - Skills: technology assessment, market screening, prioritisation - Reach out when: You need to compare emerging battery technologies; You need a structured R&D investment screen - Trigger: A trading-company R&D team needed to identify battery technologies with potential commercial relevance. - Problem: Promising technologies differed in maturity, cost, use case, demand, and competition, so one performance measure could not rank them fairly. - Method and execution: I helped assess technology options against practical application and commercial criteria and structured a prioritisation view for further investigation. - Artifacts: Technology landscape, evaluation criteria, prioritisation matrix, and research deck. - Impact and learning: I learned to make maturity and commercialisation assumptions explicit when comparing technologies at different stages. ## C70 — Millennial co-branding strategy for a legacy automotive brand - Period: During NRI tenure - Role: NRI India — Consulting - Markets: India - Skills: partner screening, brand fit, activation planning - Reach out when: You need to select a co-brand partner; You need to turn a partnership concept into an activation plan - Trigger: A legacy automotive brand wanted to build relevance with younger customers. - Problem: A partner needed both audience overlap and brand fit, followed by a practical plan for activations and measurement. - Method and execution: I assessed potential partner brands, helped frame the fit criteria, and developed a roadmap for commercial and marketing collaboration. - Artifacts: Partner shortlist, brand-fit analysis, activation roadmap, and evaluation framework. - Impact and learning: I learned that co-branding needs a credible connection between audiences and a clear operating plan after the announcement. ## C71 — Luxury automotive sales-service SOP design - Period: 2018 to 2023 - Role: NRI India — Consulting - Markets: India - Skills: customer research, service blueprinting, SOP design - Reach out when: You need a consistent high-touch dealership experience; You need to translate customer expectations into operating steps - Trigger: A luxury automotive brand needed a consistent approach to the customer journey. - Problem: The process had to cover the full relationship from lead handling through post-sale engagement while allowing for premium service expectations. - Method and execution: I researched customer expectations and helped design sales-process standard operating procedures for a luxury automotive customer journey. - Artifacts: Customer study, journey map, sales SOP, and implementation guidance. - Impact and learning: I learned that a service standard is useful when its actions are observable and supported by frontline teams. ## C72 — Two-wheeler captive-finance business planning - Period: 2021 to 2022 - Role: NRI India — Consulting - Markets: India - Skills: customer segmentation, financial-product design, feasibility analysis - Reach out when: You need to assess captive finance for an automotive OEM; You need to link finance product design to customer and dealer needs - Trigger: A two-wheeler manufacturer examined whether a captive-finance business could improve customer access and commercial performance. - Problem: The concept required a viable customer segment, product terms, partner structure, and operating capabilities. - Method and execution: I contributed to feasibility, customer and competitor analysis, product and operating-model questions, and staged business planning. - Artifacts: Feasibility reports, customer research, business-model options, and implementation plans. - Impact and learning: I learned that finance strategy needs careful alignment between customer value, risk, dealer operations, and collection capabilities. ## C73 — Strategic supplier and procurement benchmarking - Period: 2020 - Role: NRI India — Consulting - Markets: India - Skills: supplier screening, contract benchmarking, sourcing strategy - Reach out when: You need to compare suppliers beyond quoted price; You need to structure a strategic sourcing decision - Trigger: An industrial client considered a more coordinated battery procurement strategy. - Problem: Supplier selection needed to weigh supply capability, terms, delivery performance, and strategic fit. - Method and execution: I assessed supplier and competitor information and helped frame a sourcing plan with criteria for selecting and negotiating with vendors. - Artifacts: Supplier assessment, benchmark, sourcing options, and proposal material. - Impact and learning: I learned that a procurement recommendation is stronger when it shows trade-offs and assumptions behind the shortlist. ## C74 — Sunscreen market-entry channel strategy - Period: During NRI tenure - Role: NRI India — Consulting - Markets: India - Skills: consumer segmentation, channel research, partner screening - Reach out when: You need to choose channels for a consumer-product launch; You need to match customer segments with distribution partners - Trigger: A Japanese personal-care company explored launching sunscreen in India. - Problem: The route to market had to fit distinct customer groups, buying habits, and channel economics. - Method and execution: I researched consumers, benchmarked competitors, assessed distribution options, and developed a market-entry channel strategy and partner view. - Artifacts: Consumer segments, channel map, competitor analysis, and market-entry recommendations. - Impact and learning: I learned to start channel design from customer behaviour rather than assume one national route to market. ## C75 — US skincare brand repositioning - Period: 2021 - Role: NRI India — Consulting - Markets: United States, Japan - Skills: category analysis, competitor benchmarking, positioning - Reach out when: You need to reposition a skincare brand; You need to connect category evidence with a differentiated offer - Trigger: A Japanese skincare group assessed its positioning in the United States. - Problem: The work needed to understand category trends, channels, competitors, and customer reasons to choose or reject the brand. - Method and execution: I contributed to market and competitor research and helped turn category and customer evidence into positioning and product questions. - Artifacts: Category landscape, competitor maps, SWOT, product benchmarking, and recommendations. - Impact and learning: I learned to test brand differentiation against both customer language and the way alternatives are sold in the market. ## C76 — ASEAN cosmetics market-entry prioritisation - Period: During NRI tenure - Role: NRI India — Consulting - Markets: Southeast Asia - Skills: market sizing, country prioritisation, consumer research - Reach out when: You need to choose among ASEAN entry markets; You need to adapt a beauty offer to different countries - Trigger: A diversified Japanese beauty group explored expansion in Southeast Asia. - Problem: Country choices needed to reflect market growth, category trends, consumer preferences, and the feasibility of a regional operating approach. - Method and execution: I researched macro and cosmetics-category trends, compared priority countries, and shaped a regional go-to-market plan. - Artifacts: Country screens, market model, consumer synthesis, and go-to-market recommendations. - Impact and learning: I learned that a regional strategy needs common criteria while preserving country-level differences. ## C77 — Automotive cost-optimisation programme - Period: 2018 to 2023 - Role: NRI India — Consulting - Markets: India - Skills: value-chain benchmarking, gap analysis, initiative prioritisation - Reach out when: You need to find cost opportunities across an automotive value chain; You need to turn a benchmark into an action programme - Trigger: An automotive business wanted to identify structural cost improvements. - Problem: A credible programme required comparison across functions and prioritisation of initiatives that could be executed. - Method and execution: I benchmarked the automotive value chain, identified performance gaps, and helped plan a multi-part cost-improvement programme. - Artifacts: Benchmark, opportunity map, and cost-improvement roadmap. - Impact and learning: I learned that a benchmark becomes useful when it identifies owners, timing, and operational constraints for each lever. ## C78 — Automotive demand forecasting and supply-chain optimisation - Period: During NRI tenure - Role: NRI India — Consulting - Markets: India - Skills: demand modelling, segmentation, inventory planning - Reach out when: You need a more granular vehicle-demand forecast; You need to link forecasting to inventory decisions - Trigger: An automotive manufacturer needed a better basis for supply and inventory planning. - Problem: Demand varied by geography and product attributes, making a broad forecast insufficient for operational decisions. - Method and execution: I combined bottom-up and top-down demand forecasts, using regional and product-level cuts, and applied a continuous-improvement approach to supply and inventory planning. - Artifacts: Forecast model, planning cuts, inventory recommendations, and review cadence. - Impact and learning: I learned to make forecast assumptions visible and connect model updates to the decisions they are meant to improve. ## C79 — Second-life EV battery reuse and recycling strategy - Period: 2018 to 2020 - Role: NRI India — Consulting - Markets: India - Skills: reuse-market screening, regulatory research, partner assessment - Reach out when: You need to assess second-life battery uses; You need to compare reuse and recycling partner options - Trigger: An automotive client considered how batteries could generate value after their first vehicle life. - Problem: Reuse use cases, technical requirements, policy, and recycling pathways had to be assessed together. - Method and execution: I helped screen possible second-life applications, review customer and policy requirements, and assess potential recycling partners. - Artifacts: Reuse opportunity map, policy analysis, partner shortlist, and research materials. - Impact and learning: I learned to separate the value of a reuse use case from the practical requirements for safe deployment and end-of-life handling.