BA – Segment Management - Lending lifecycle
Skills
About This Role
Business Analyst – Segment Management
is responsible for
designing, analyzing, and continuously optimizing customer segments across the lending lifecycle
.
This role sits at the intersection of
business strategy, advanced analytics, and execution
, acting as a strategic partner to Product, Risk, Marketing, Operations, and Finance teams.
The role requires a
hybrid BI + BA profile
: deep hands-on data analytics capability combined with strong business logic, financial acumen, and structured problem-solving skills.
The individual will translate complex data into
actionable segment strategies
that drive
portfolio growth, profitability, risk balance, and customer experience
.
• Segment Strategy & Design
- Design and maintain customer segmentation frameworks across the end-to-end lending lifecycle, including:
- + Acquisition segments (new-to-credit, new-to-platform, repeat borrowers)
- + Risk segments (score bands, behavior-based cohorts, early-warning segments)
- + Value segments (LTV-based, profitability-based, pricing sensitivity)
- + Behavioral segments (repayment behavior, utilization patterns, engagement)
- Define clear segment objectives, eligibility rules, and success metrics aligned with business strategy.
- Continuously refine segment definitions based on performance data and evolving portfolio dynamics.
• Advanced Analytics & BI Ownership
- Perform deep-dive analyses on segment-level performance, including:
- + Approval rate, conversion rate, booking volume
- + Utilization, repayment behavior, delinquency, roll-rates
- + Loss rate, margin, contribution profit, LTV
- Own and enhance segment-level dashboards and reporting (e.g., Tableau, Power BI, Looker, Grafana).
- Build self-serve analytical datasets and metric definitions to ensure consistency across teams.
- Ensure data accuracy, reconciliation, and alignment with Finance, Risk, and Data teams.
• Business Problem Solving & Diagnosis
- Act as a first-line analytical problem solver for segment-related business issues, such as:
- + Sudden drop in approval or conversion within a segment
- + Unexpected deterioration in repayment or delinquency
- + Misalignment between growth and risk performance
- Conduct root-cause analysis using structured frameworks and data triangulation.
- Translate analytical findings into clear, actionable recommendations for stakeholders.
- Cross-Functional Collaboration
- Work closely with:
- + Product teams to design segment-specific journeys, pricing, and offers
- + Risk teams on score thresholds, policy tuning, and early-warning indicators
- + Marketing / Growth teams on targeting, campaign optimization, and personalization
- + Operations & Customer Support on segment-specific issues, complaints, and exceptions
- + Finance on profitability, reconciliation, and forecasting
- Serve as a bridge between business stakeholders and data/engineering teams, ensuring analytical requirements are correctly translated into data solutions.
• Experimentation & Optimization
- Support segment-level experimentation (A/B testing, policy experiments, offer testing).
- Define hypotheses, success metrics, and measurement frameworks.
- Analyze experiment outcomes and provide data-driven recommendations for rollout or iteration.
• Executive & Management Reporting
- Prepare clear, concise, and insight-driven presentations for senior management.
- Convert complex data into structured narratives highlighting risks, opportunities, and trade-offs.
- Support strategic discussions around portfolio mix, growth targets, and risk appetite at a segment level.
Education
- Bachelor’s degree in Business, Finance, Economics, Statistics, Data Science, Engineering, or related fields.
- Master’s degree (MBA, Analytics, Finance) is a strong plus.
Experience
- 5–8+ years of experience in:
- + Business analytics, BI, segment management, or strategy roles
- + Lending, credit, banking, or fintech environments
- Proven experience working in large financial institutions or scaled fintech platforms.
- Direct exposure to retail lending products (personal loans, BNPL, credit cards, installment loans).
Technical & Analytical Skills
- Strong hands-on capability in:
- + SQL (advanced querying, joins, window functions)
- + BI tools (Tableau, Power BI, Looker, etc.)
- + Excel / Google Sheets (advanced modeling, scenario analysis)
- Solid understanding of:
- + Credit metrics and portfolio KPIs
- + Segment-level profitability and unit economics
- Experience working with large, complex datasets across multiple systems.
Core Competencies
- Exceptional logical thinking and structured problem-solving ability.
- Strong business judgment with the ability to balance growth, risk, and profitability.
- Ability to operate with ambiguity and convert unclear business questions into structured analytical approaches.
- Strong stakeholder management and communication skills.
- High attention to detail with a strong sense of ownership and accountability.
Preferred (Nice To Have)
- Experience with:
- + Credit scoring, risk segmentation, or behavioral modeling
- + Experimentation platforms and A/B testing frameworks
- + Data governance or metric standardization initiatives
- Familiarity with modern data stacks (cloud data warehouses, event-based data).
- Experience supporting regional or multi-market lending portfolios.
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