Currently — Chief of Staff at a deep-tech seed startup, Oxford

Strategy & Operations Analyst

Market research · Commercial strategy · Business analysis

I'm Chinmay Gavhane — a Strategy & Operations Analyst who helps leaders make decisions under uncertainty. I combine structured research, commercial analysis and problem-solving to turn ambiguous business challenges into actionable recommendations. My experience spans strategy consulting, deep-tech and commercial operations across the UK, Europe and India.

01Career

Work

Research, analysis and execution across consulting, deep-tech and commercial operations.

2026 → Jun 2026 — Present
Oxford, UK

Chief of Staff

A&B Smart Materials
$17bn market sized → investor narrative

Deep-tech startup building biodegradable super-absorbent polymers. Ranked #54 in Startups 100 UK 2026; backed by Oxford Seed Fund and Living Hope VC. I sit beside the CEO on strategy and the live seed raise.

  • Built a bottom-up market sizing model for the $17bn global superabsorbent polymers market across hygiene, agriculture and construction applications; identifying priority segments and informing commercial strategy and investor positioning.
  • Conducted competitive intelligence and market research across biodegradable materials, sustainability regulations and customer adoption drivers; synthesising findings into strategic recommendations for the CEO.
  • Evaluated 100+ UK and European venture capital funds against investment thesis, cheque size, portfolio fit and partner relevance; creating a targeted investor pipeline for future fundraising activity.
  • Built funding allocation and scenario-planning models spanning R&D, commercialisation and operations; supporting capital deployment decisions and post-fundraise planning.
2026 Apr — May 2026
Valencia, Spain

Strategy Consultant

Ernst & Young — Cranfield Live Project
Best Technical Feasibility & Creativity — top of all teams

Designed a Gen-AI verification framework for EY Spain's tax compliance practice — the sole framework designer across every competing Cranfield team.

  • Built the framework across four risk domains: AI hallucinations, evidence traceability, human-in-the-loop verification and accountability in regulated environments.
  • Ran primary research with 10+ domain experts across the UK and EU, plus regulatory and academic secondary research, into a client-ready output.
  • Evaluated framework outputs against EU AI Act requirements for high-risk AI systems.
  • Won EY Spain's highest recognition across all competing Cranfield teams.
2024 Feb 2024 — Apr 2025
Pune, India

Growth Executive

PNG Exclusive
+15% festive-season sales

One of India's oldest jewellery houses (est. 1832), operating luxury retail across major Indian cities.

  • Secured the location for the brand's second store through footfall analysis, demographic profiling and catchment mapping; negotiated the lease and ran pre-launch ops — opened in five months.
  • Resolved peak-season supply-chain bottlenecks by renegotiating supplier pricing and timelines; aligned inventory and merchandising for a 15% festive-season sales rise.
  • Built vendor and production-partner relationships for on-time, on-budget delivery across launch and seasonal campaigns.
2023 Oct 2023 — Dec 2024
Pune, India

Founder

Jordiax
$0 → $25k ARR · 15 clients

Healthcare growth consultancy serving IVF clinics across India — patient-acquisition systems, process frameworks and data-driven clinic performance.

  • Grew revenue from zero to $25k ARR across 15 IVF-clinic clients; built outreach funnels, onboarding workflows and conversion tracking (2% lead-to-client).
  • Built and led a six-person remote team with SOPs, conduct guidelines and equity-linked incentives.
  • Lifted qualified patient enquiries 10% per clinic through structured process redesign.
  • Standardised delivery across accounts with streamlined reporting and automated follow-ups.
2023 Jul — Sep 2023
London, UK

Business Development Intern

Makerble
+75% acquisition · +£35k ARR

UK social-impact SaaS helping NGOs and enterprises measure and report outcomes through real-time dashboards.

  • Grew monthly client acquisition 75% (4 → 7) and added £35k ARR across Europe, Africa and the Middle East via structured outreach and product demos.
  • Ran competitor analysis on features, pricing and reporting using feature-benefit matrices and value-driver trees to sharpen the value proposition.
2021 Sep — Nov 2021
Gurugram, India

Marketing Intern

WiseLife
500 → 2,500 reach (5×)

Indian D2C yoga and wellness brand offering biodegradable mats and fitness accessories.

  • Built a go-to-market strategy on a sub-$1,000 budget; coordinated a 25-creator network to grow reach 5× (500 → 2,500).
  • Supported an organic-oil range launch with market analysis, whitespace evaluation and a defined value proposition; aligned packaging with the founder and design team.
02How I think

Selected work

Three problems, broken down the way I'd walk a hiring manager through them: the situation, what I did, what changed, and what I took away. Tap to open each one.

Problem

A pre-seed startup with a genuinely novel material — biodegradable super-absorbent polymers — but no quantified market and no structured investor pipeline. The CEO needed a credible, defensible market number and a fundraise narrative, quickly.

Approach

Segmented the global SAP market across hygiene, agriculture and construction and sized each vertical bottom-up using layered primary and secondary research under a strict source hierarchy. In parallel, evaluated 100+ UK and European funds against investment thesis, cheque size and portfolio fit, qualifying them into a targeted pipeline, and built funding-allocation and scenario-planning models across R&D, commercialisation and operations.

Outcome

A $17bn market figure and segment view that fed directly into the CEO's investor narrative and go-to-market strategy; investor one-pagers adopted as-is in VC meetings; a qualified investor pipeline and a capital-deployment model to guide post-raise decisions.

Key learning

A number only persuades if its build-up is transparent — investors trust the method, not the headline. Keeping verified facts visibly separate from assumptions is what made the model survive scrutiny.

Problem

EY Spain's tax compliance practice wanted to adopt generative AI but couldn't accept its risks in a regulated setting — hallucinations, untraceable evidence and unclear accountability. They needed AI outputs to be auditable and defensible.

Approach

Scoped four critical risk domains — hallucinations, evidence traceability, human-in-the-loop verification and accountability. Ran primary research with 10+ domain experts across the UK and EU alongside regulatory and academic literature, then designed a verification framework and tested its outputs against EU AI Act requirements for high-risk systems.

Outcome

A client-ready framework meeting interpretability, audit-readiness and traceability standards — and the only framework designed across all competing Cranfield teams. Awarded Best Technical Feasibility & Creativity by EY Spain, the highest recognition given.

Key learning

Solving emerging problems like AI governance requires balancing multiple perspectives rather than searching for a single correct answer. Working across a multidisciplinary team reinforced the importance of combining technical, regulatory and business viewpoints to develop solutions that are both practical and defensible.

View the work
Problem

IVF clinics across India were losing qualified patients to leaky, ad-hoc acquisition processes, with no systematic way to turn enquiries into booked patients.

Approach

Built end-to-end acquisition systems — outreach funnels, onboarding workflows and conversion tracking — and standardised delivery across accounts with streamlined reporting and automated follow-ups. Recruited and ran a six-person remote team on SOPs, conduct guidelines and equity-linked incentives.

Outcome

Grew from zero to $25k ARR across 15 clinic clients at a 2% lead-to-client rate, and lifted qualified patient enquiries by 10% per clinic through process redesign.

Key learning

Building Jordiax was my first experience of entrepreneurship and taught me far more than client acquisition alone. Running the business meant wearing every hat — sales, operations, delivery, hiring, team management and problem-solving. The experience reinforced the importance of building systems rather than relying on individual effort, and showed how structure, accountability and clear processes enable both people and businesses to scale.

View the work
03The receipts

Credentials

Where the training and the recognition come from.

Education
MSc Management Oct 2025 — Oct 2026
Cranfield University, UK
Predicted Distinction · Dean's Scholar
Modules Strategic Management · Management Consulting · Data Analytics for Managers · Accounting & Finance · Managing Operations · Mastering Project Management · Research Methods for Business Impact · Organisational Behaviour · Entrepreneurship: Building High-Potential Ventures · Sustainability in Management
Bachelor of Business Administration 2020 — 2023
MIT World Peace University, India
Distinction · 8.77/10 CGPA · Top 1% of 85
Modules Business Analytics · Strategic Management · Financial Accounting · International Financial Management · Global Logistics & Supply Chain Management · International Marketing & Branding · Managerial Economics
Certifications & languages
★ Six Sigma Green Belt CMI Membership IELTS 7.5 English Marathi Hindi
Skills

What I bring today, and what I'm deliberately levelling up for strategy & operations work.

Core
Market sizing Market research Competitive intelligence Commercial strategy Financial modelling Problem structuring Stakeholder communication Excel PowerPoint HubSpot / CRM Google Workspace
Actively building
SQL Power BI Tableau Python (basics) Advanced financial modelling
Recognition
2026 Best Technical Feasibility & Creativity — awarded by EY Spain, highest recognition across all competing Cranfield teams.
2025 Dean's Scholarship (£10,000) toward MSc tuition, granted for academic achievement at Cranfield.
2025 Build3 Startup Studio — selected for a national accelerator with a sub-5% acceptance rate to pitch before leading Indian founders.
2025 Elected Marketing & Social Representative from a cohort of 28, and appointed Student Ambassador across the university.
Volunteering
2021 AIESEC Pune — Marketing Team Member. Supported outreach strategy and promotional campaigns to enhance student engagement in international exchange programmes.
04The map

Across three countries

Built in India, sharpened in the UK, tested on a live client engagement in Spain — a habit of working across markets and contexts.

India · where it started United Kingdom · based now Spain · EY engagement
India — Pune & Gurugram UK — Oxford, Cranfield & London Spain — Valencia
05About

I'm at my best in the ambiguous, under-built part of a business — where the structure doesn't exist yet and someone has to build it.

My thread across consulting, deep-tech and commercial roles is the same: take a messy, early-stage problem, bring structure to it through research and analysis, and turn it into something a leader can act on. I care about being useful — clear recommendations, delivered under real pressure, not analysis for its own sake.

I work well across functions and contexts, I'm comfortable being the person who figures out what hasn't been figured out yet, and I'm building toward a long career in strategy and operations in the UK.

  • TrainingAmateur MMA competitor — the discipline carries into everything else.
  • TravelAlways exploring somewhere new; Granada and Scotland are favourites so far.
  • ReadingA constant reader — The Almanack of Naval Ravikant is the one I return to.
  • SportChelsea FC, through the highs and the lows.
  • BasedOxford, UK — happy to relocate anywhere in the UK.

Let's move a number together.