ENGINEERING · BUSINESS · BEYOND

ENGINEERING FOUNDATIONS. BUSINESS PERSPECTIVE.

VARUNCHOPRA.

Engineering · Product · Strategy

Technical depth. Commercial perspective.

01 / FOUNDATIONBusiness & Technology

UCL MSc Business Analytics
Computer Science & Engineering

02 / EXPERIENCEProduct &
Data

UK Financial Services
Strategy & Transformation

03 / INSTINCTFounder & Builder

Entrepreneurial Mindset
Global Outlook

Your introduction · opening shortly

ENGINEER TURNED BANKERMEET THE PERSON BEHIND THE WORK.
VC.

London, United Kingdom

Hello, I’m

Varun Chopra.

I’m an engineer.

Engineering thinking. Commercial judgement.Product execution.
I work across product, strategy and transformation in UK Financial Services, turning complex business problems into practical, well-designed solutions.

Interested in how technology changes businesses, and what it takes to build something valuable.

Explore My Work
Varun Chopra wearing a navy blazer in London
Bird's Eye View. Hands-On Problem Solving.
3+

years of UK experienceProduct, analytics & banking

100+

users in lending rolloutDigital transformation scope

50+

stakeholders engagedCross-functional workshops

Top 5%

of UCL MSc Business AnalyticsGraduated with Distinction

Varun Chopra in London wearing a navy sweaterTHINKING IN SYSTEMS. WORKING ACROSS DISCIPLINES.

01 / BACKGROUND

Built to Understand
The Whole System.

I began with engineering, developed an analytical toolkit, and now apply both to business and product challenges within Financial Services in the UK.

I work at the intersection of Product, Strategy & Transformation within the CPO's Office at Habib Bank AG Zurich in London, contributing to the development of new products, digital initiatives and strategic transformation while collaborating with stakeholders across Technology, Marketing, Data, Risk, Compliance, Operations and Business teams, including colleagues across multiple jurisdictions.

My work connects commercial analysis and customer experience with technical requirements, process design and execution. I enjoy moving between the big-picture question and the details that determine whether a solution works.

I graduated with a degree in Computer Science & Engineering at VIT, specialising in Cyber Security & Digital Forensics, before earning an MSc in Business Analytics with Distinction at UCL. Engineering taught me to understand systems; analytics taught me to test assumptions; banking has taught me to balance opportunity with risk, customers and delivery.

Computer science & engineeringFinancial servicesProduct strategyCommercial analysisApplied AI
Read my full background on LinkedIn

02 / FEATURED CASE STUDY

Transforming the
Lending Lifecycle.

A cross-functional banking transformation bringing together product requirements, credit processes, systems integration and adoption.

HABIB BANK AG ZURICH · UK

From Complex Requirements
To Working Processes.

Contributed to the implementation of an nCino-based lending platform, spanning requirements and process mapping, UAT leadership, integration discussions, training and post-go-live support. The challenge was not just implementing technology, it was aligning credit journeys, controls and teams around how the bank would work.

100+users at go-live
50+senior stakeholders

EXPLORE THE DELIVERY JOURNEY

01

Start with the Lending Journey.

Mapped processes and gathered business requirements across onboarding, credit management and management information.

FOCUS / Adoption & Business Continuity

03 / SELECTED OUTCOMES

Evidence from
The Work.

Selected operational and digital improvements from my professional experience. Metrics should be read alongside the context and attribution of each project.

OPERATING LEVERAGEINDEX · BASELINE = 100

Less Reporting. More Decision Time.

Automated management information reporting to accelerate C-suite decision-making.

−55%Reporting time · lower is better

Before/after bars are indexed illustrations of the stated relative change, not raw observations or a time series. Measures are independent.

MAKE THE EFFICIENCY TANGIBLE

What Does 55%
Give Back?

Move the slider to explore how a reporting-time reduction could translate into team capacity.

Explore the capacity impact of a 55% reduction in reporting time. Adjust the starting workload to see the equivalent time released.
20 hours400 hours
55hours released / month
660hours released / year
Illustrated monthly capacity100 / 400 hours

55 hours released out of a 100-hour workload.

04 / SELECTED WORK

Ideas into
Execution.

A selection of projects across financial products, technology, analysis and research.

All Projects

DIGITAL LOANS INITIATIVE
Digital EntryCredit JourneyLending
Multi-million-poundPotential Annual LendingDigital

HBZ · DIGITAL PRODUCT DEVELOPMENT

Making Lending More Accessible.

Helping shape a digital loans initiative to simplify lending journeys and create a scalable new channel for growth, with multimillion-pound annual lending potential.

Explore the Project +

My Contribution

Supporting product thinking across customer journeys, channel design, business requirements and the commercial case for a more accessible digital lending proposition.

Commercial Opportunity

Projected multimillion-pound annual lending opportunity through a digital channel. This reflects forward-looking potential rather than realised lending.

HNW-FOCUSED PROPOSITION
AuProduct vision.
Governance.
Go-to-market.
From proposition to operating design

HBZ · PRODUCT STRATEGY

Designing a Proposition for High-value Clients.

Developing a gold-referral proposition for eligible existing clients, balancing commercial opportunity, client experience and governance.

Explore the Mandate +

My Contribution

Helped define eligibility, customer journeys, referral processes, operating requirements, communications and go-to-market materials with business and control teams.

Commercial Relevance

A proposition under development, designed to extend relevant client services within a relationship-banking model.

APPLIED AI / CUSTOMER OUTCOMES
+60%
Reported customer-support outcome

HBZ · AI IMPLEMENTATION

Making Digital Support More Useful.

Connecting customer-support needs with a practical conversational-AI capability for a banking website.

Explore the Mandate +

My Contribution

Coordinated chatbot requirements and implementation work, including a knowledge base of 160+ FAQs and risk, security and operational considerations.

Commercial Relevance

A reported improvement in first-contact resolution; the measurement basis and attribution should be verified before using this figure publicly.

FINANCIAL DUE DILIGENCE
Revenue driversMarket entryGrowth thesis
Commercial modelling × analytical rigour

TRACKD · PROJECT WORK

Testing the Economics of Growth.

Commercial analysis, revenue modelling and market-entry thinking to evaluate an international growth opportunity.

Explore the Project +

My Contribution

Combined financial analysis, data pipelining and machine learning with commercial modelling and strategy consulting to develop the expansion case.

Commercial Relevance

Practical experience interrogating assumptions, building scenarios and linking data analysis to strategic choices.

CAUSAL INTELLIGENCE
Cause ≠ correlation.
Researchcausal-discovery benchmarking

TURINTECH AI · UCL

Beyond Correlation: Exploring Causality.

Researching causal discovery techniques across synthetic and real-world datasets, with implications for feature selection and model design.

Explore the Research +

My Contribution

Evaluated causal discovery techniques across synthetic and real-world datasets, delivering recommendations for the evoML platform as a Data Science Consultant.

Research Foundation

UCL dissertation: “Decoding Cause and Effect: A Comprehensive Evaluation of Causal Discovery Techniques.”

CREDIT RISK / DECISION INTELLIGENCE
ML
Predictive modelling

HBZ · PREDICTIVE ANALYTICS

Bringing Analytical Rigour to Credit Risk.

Exploratory predictive modelling and credit-risk analytics informed by banking-domain questions.

Explore the Work +

My Contribution

Developed predictive credit-risk and stress-testing models, drawing on machine learning and banking-domain knowledge.

Reported Outcome

Explored machine-learning approaches to credit-risk assessment. Any performance or loss-reduction estimates require separate validation before public attribution.

Project descriptions summarise my contribution; no client identities or confidential transaction details are shown.

05 / ENGINEERING & AI

Technical Enough
To Get Hands-on.

My technical foundation includes programming, machine learning, data workflows and research into causal discovery. I also use Agentic AI to prototype, investigate and improve practical solutions.

From Problems to Working Prototypes.

I use AI-assisted coding as one part of a broader technical workflow: specifying the problem, reviewing code, testing behaviour and refining the result. My research and engineering work extend well beyond the tools used to build this site.

PRACTICAL WORK / RESEARCH & PROTOTYPING
A DEVELOPMENT WORKFLOWILLUSTRATION

Give the Work a Clear Objective.

Define the outcome, inputs and constraints before asking an agent to act.

A Visual Walkthrough, Not a Live Agent Run.

06 / BEYOND WORK

More Than a
Job Title.

Outside work, you’ll usually find me following football, exploring new places, listening to music or keeping active. I also enjoy studying emerging technologies, founders and the businesses behind new ideas.

VENTURE CAPITAL

What Makes a Business Worth Building?

I follow emerging companies in fintech and AI and enjoy understanding why some businesses scale: customer value, market structure, distribution, unit economics and the quality of execution. Venture capital and entrepreneurship are areas I’m keen to keep learning about.

Fintech & AIFounders & growthInvestment analysis
Continue the conversation on LinkedIn

07 / EXPERIENCE & EDUCATION

Experience That Compounds.

2023 , PRESENT

Habib Bank AG Zurich

Product, Strategy & Transformation - CPO's Office

Progressed from a graduate product and analytics role into broader responsibilities across product propositions, banking transformation, commercial analysis and stakeholder delivery.
2023

TurinTech AI

Data Science Consultant

Causal discovery, feature selection and model evaluation for the evoML platform.
2022 , 2023

University College London

MSc Business Analytics · Distinction · Top 5%

Advanced analytics, commercial analysis and causal discovery research.
2018 , 2022

Vellore Institute of Technology

BTech Computer Science & Engineering · 9.09 / 10

Cyber Security & Digital Forensics. Four-time scholarship recipient. Vice Chair, Association for Computing Machinery.
The Working Toolkit

Applied AI & Automation / Product Strategy / Python & SQL / Commercial Transformation / Business Analysis / Customer Experience Management / Stakeholder Engagement / Go-to-Market Strategy / Risk & Governance

THE NEXT CONVERSATION

Good Ideas Spark
Great Conversations.

Always interested in conversations about products, technology, business strategy, emerging ventures and ideas worth building.

Start a ConversationConnect on LinkedIn

VARUN CHOPRA / AT A GLANCE

The 30-Second Version.

London-based product and strategy professional with a computer science background, UK financial-services experience and practical analytics and engineering skills, backed by an MSc in Business Analytics from UCL.

FROM OPPORTUNITY TO DELIVERY

I Connect Business Problems to Practical Delivery.

At HBZ, my work spans lending transformation, proposition development, customer journeys, operational requirements and cross-functional implementation.

  • Lending transformation with 100+ users at go-live.
  • Requirements workshops with 50+ cross-functional stakeholders.
  • Product development, governance and go-to-market planning for a gold-referral proposition.
Explore Digital LendingStart a Conversation

Explore the work for context, contributions and reported outcomes.