Work / Evidence of impact
Selected work designed to change decisions.
Selected cases explain my role in personalized offers, finance and data capability building, lending strategy and banking systems. They focus on decisions, implementation and evidence that can be shared publicly.
Personalized pricing and offer transformation
How can a lender personalize offers for growth while keeping risk appetite unchanged?
Led the business roadmap and rollout of FICO-based offer optimization, connecting customer response, portfolio economics and cross-functional delivery.
My role Business owner and transformation lead
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- Outcome
- Meaningfulcommercial uplift
- Constraint
- Risk appetite unchanged
Building Commercial Finance and Data Management
How do new finance and data capabilities become part of management decisions?
Built the Commercial Finance and Data Management foundations at SHBFinance, linking centralized decision data with planning, LTV and contract-level P&L.
My role Unit Head — Commercial Finance & Data Management
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- Decision foundation
- LTVand contract-level P&L
- Adoption
- Product and investment decisions at Board level
Lending portfolio transformation
How can a 3–5-year strategy become an executable portfolio of product and technology decisions?
An end-to-end transformation lens connecting product architecture, portfolio economics, channels, customer lifecycle, VAS, data, and technology dependencies.
My role Transformation lead across lending products and VAS
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- Horizon
- 3–5Ystrategy horizon
- Deliverable
- Priorities connected to owners and dependencies
LTV and product economics in decision governance
How can product decisions move beyond volume and conversion toward long-term value?
A shared economic language using lifetime value and contract-level P&L to improve portfolio choices and executive governance.
My role Commercial finance and product decision partner
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- Decision model
- LTVand contract-level economics
- Alignment
- Finance · Product · Risk
Building functions from 0→1
What does it take to turn an emerging need into an organizational capability that can scale?
Different roles in establishing research production, commercial finance, data management and product transformation, with responsibilities made explicit.
My role Function lead and founding member across career stages
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- Capability
- 0→1capability building
- Contexts
- Research · finance · data · product transformation
Turning banking requirements into working systems
How do risk and finance requirements become calculation logic, data architecture and deployable solutions?
At FPT IS, connected business requirements with Oracle-based and in-house CAR solutions, ICAAP implementation and Risk DataMart design.
My role Business Analyst — Banking Division
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- Delivery scope
- CAR / ICAAPbusiness-to-system delivery
- Capability
- Requirements · data architecture · implementation
Evidence standard
Impact is more than a metric.
Senior impact also appears in the decisions improved, functions built, governance established, and capabilities that continue to operate after the initial work is complete.
- 01
Business importance
- 02
Decision ownership
- 03
Constraints and complexity
- 04
System or capability created
- 05
Outcome and adoption
Next / Point of view
The work is evidence. The ideas explain the logic.
Read first-hand perspectives on product economics, decisioning, transformation governance, and building capabilities from zero to one.