Skip to content

Portfolio

Projects

A selection of enterprise engagements and personal experiments — each driven by delivery ownership, architecture, and measurable impact.

Professional Projects

Enterprise client engagements — delivered under confidentiality.

BI Modernization

LinkedIn — Global Sales Compensation Analytics Modernization

Mar 2026 – Present

Directed quality assurance and validation for LinkedIn's enterprise-scale analytics modernization program, migrating Oracle OBIEE reporting to Microsoft Power BI and Azure Databricks across 500+ enterprise test scenarios.

Role

Testing Strategy Lead, Validation Governance, Security & Semantic Model Testing

Impact

  • Established end-to-end testing strategy across functional, data, security (RLS), and semantic model validation
  • Governed 500+ enterprise test scenarios with executive reporting and sign-off governance
  • Delivered production readiness through defect management, stakeholder alignment, and security validation for Super User, User, and PFP User access patterns
  • Modernized business reporting while improving data quality, security, and reporting reliability
Power BIOBIEEAzure DatabricksSQLSemantic ModelsRLSMCP

Sales Performance Management

Intapp — Incentive Compensation Management on Varicent

Dec 2024 – Mar 2026

Spearheaded design and delivery of an enterprise-scale Incentive Compensation Management solution on Varicent for Intapp, partnering with business and IT leadership to align solution architecture with strategic objectives.

Role

Engagement Lead & Solutions Architect

Impact

  • Automated 90% of manual payout operations and accelerated processing by 40%
  • Established real-time performance visibility enabling data-driven decision-making across sales and finance
  • Aligned solution architecture with strategic objectives across delivery governance, budget, and resource optimization
VaricentIncentive CompensationSolution ArchitectureELTSQL

Sales Performance Management

FifthThird Bank — LOB Compensation Plans & Automation

Mar 2023 – Mar 2025

Delivered Line-of-Business compensation plan implementations, reporting, dashboards, integration, automation, and enhancement support for FifthThird Bank's Incentive Compensation Application.

Role

SPM Architect & Delivery Lead

Impact

  • Implemented multi-LOB compensation plans with full reporting and dashboard coverage
  • Delivered integrations and automation across compensation workflows
  • Provided ongoing enhancement support ensuring platform longevity
VaricentSQLIncentive CompensationData Integration

Enterprise Platform Engineering

Capital One COINS — Cloud Enhancement & Re-Modelling

Jan 2022 – Oct 2022

Enhanced and re-modelled the Capital One Incentive System (COINS) post cloud deployment to support 15,000+ payees across all Lines of Business with improved portability, security, and scalability.

Role

Solution Architect & Technical Lead

Impact

  • Remodelled application to accommodate change and align with Pure Data Systems
  • Redesigned calculations to comply with Netezza restrictions and cross-domain distribution
  • Developed Audit, Balance & Control system across multiple payroll processes
  • Enabled the system to compensate 15,000+ payees across all Lines of Business
VaricentSQLJavaScriptCloud ArchitectureAWS

Sales Performance Management

Xactly — Data Automation & Integration Solutions

Mar 2021 – Dec 2025

Architected and delivered integration and automation solution designs across multiple Xactly engagements for enterprise customers, covering data pipelines, system integrations, and commission validation.

Role

Solutions Architect & Integration Lead

Impact

  • Designed automation and integration solutions across multiple Xactly enterprise customers
  • Delivered data pipeline architecture and commission validation frameworks
  • Supported seamless interoperability between Xactly and downstream enterprise systems
XactlySQLData IntegrationProcess Automation

Sales Performance Management

Sales Incentive Transformation — Medical Devices Company

Apr 2020 – Jun 2021

Designed a new Sales Compensation Management system achieving 96% improvement in system performance and unambiguous data visualization dashboards for a global medical devices company.

Role

Solution Architect & Project Lead

Impact

  • Achieved 96% improvement in system performance through architectural redesign
  • Delivered unambiguous data visualization dashboards and executive-level reports
  • Owned full project lifecycle: proposal, requirements, architecture, implementation, and resource management
VaricentSQLJavaScriptDatabase DesignDashboard Design

Client details summarized to protect confidentiality.

Sales Performance Management

Varian Medical Systems — Sales Incentive Plan & Customer Service ICM

Feb 2018 – Nov 2020

Led SPM/ICM system implementation at Varian Medical Systems including application upgrade, restructuring for FY20 bonus plans, and complete solution design for the global Customer Service Incentive Plan.

Role

Solution Architect & Delivery Lead

Impact

  • Designed and delivered commission model architecture tuned for performance and scalability
  • Implemented flexible YoY growth models and enterprise application integrations
  • Deployed Customer Service Incentive Plan on IBM ICM v10 for Varian's worldwide CS division
  • Managed onshore-offshore teams and coordinated with stakeholders across data models and reporting
VaricentIBM ICMJedoxJavaScriptDatabase DesignSQL

Enterprise Platform Engineering

JPMorgan Chase — CCB Compensation Management

Mar 2014 – Dec 2015

Standardized, automated, and modernized the Chase Consumer Bank Compensation Management Application (Paymentech), managing payroll across multiple Lines of Business on Varicent 7.2 with MS SQL Server 2012.

Role

Solution Architect & Delivery Lead

Impact

  • Defined architecture vision and roadmap with stakeholders across multiple LOBs
  • Aligned compensation application to proven IT standards and emerging technologies
  • Established repository scheme, change management processes, and SLAs
  • Delivered PoCs on emerging technologies including dashboards and portable application hosting
VaricentSQL ServerSolution ArchitectureAgileMS SSIS

BI Modernization

Farmers Insurance - Delivery Lead, BI Architect, and Onshore Engagement Lead

Oct 2009 - Dec 2013

Led the delivery and coordination of enterprise Business Intelligence, Data Warehousing, and Incentive Compensation Management solutions for Farmers Insurance while serving as the Onshore Coordinator and Shared Services Lead. Partnered with business stakeholders and global delivery teams to architect, implement, and support scalable analytics platforms that enabled strategic decision-making across multiple business functions. Drove solution planning, delivery governance, project estimation, risk management, and cross-functional collaboration while leveraging emerging BI technologies to improve reporting, analytics, and operational efficiency.

Role

Onshore Coordinator and Shared Services Lead

Impact

  • Served as the Onshore Coordinator and Shared Services Lead, managing end-to-end delivery between business stakeholders and offshore development teams.
  • Delivered enterprise Business Intelligence, Data Warehousing, Analytics, and Incentive Compensation Management solutions supporting multiple departments across Farmers Insurance.
  • Led solution architecture, analysis, design, development, testing, deployment, and production support for mission-critical BI applications.
  • Designed and implemented enterprise Data Warehouse, Data Mart, ETL/ELT, and OLAP solutions to improve data accessibility and reporting performance.
  • Developed executive dashboards and analytical solutions using Cognos BI, SAP BusinessObjects XI, and Tableau, enabling data-driven business decisions.
  • Designed and enhanced Varicent (IBM Cognos ICM) Incentive Compensation Management solutions supporting complex sales compensation programs.
  • Architected enterprise data integration frameworks using SSIS, Talend, and IBM DataStage for large-scale data movement and transformation.
  • Developed and optimized Cognos TM1 multidimensional models and OLAP cubes for financial planning and business analytics.
  • Led project planning, effort estimation, resource coordination, heat map reporting, executive status reporting, and risk management to ensure predictable project delivery.
  • Collaborated with senior business leaders, technical architects, and cross-functional teams to resolve escalations, improve delivery quality, and maintain high customer satisfaction.
IBM Cognos BI SuiteIBM Cognos TM1IBM Cognos ICM (Varicent)SAP BusinessObjects XI TableauMicrosoft SQL ServerSSISSSRSIBM DataStageTalendJava SEEnterprise Data WarehouseETL/ELTOLAPData Modeling

BI Modernization

GSK - Supply Chain Data Warehouse Business Intelligence

Dec 2006 - Oct 2009

Designed, developed, and supported enterprise Business Intelligence and Data Warehouse solutions for GlaxoSmithKline (GSK), enabling business users with scalable reporting, multidimensional analytics, and executive dashboards. Collaborated with cross-functional teams to deliver high-performance BI platforms that transformed enterprise data into actionable insights while ensuring application reliability, scalability, and business continuity.

Role

Business Intelligence & Data Warehouse Consultant

Impact

  • Delivered enterprise Business Intelligence solutions supporting critical business operations across multiple functions.
  • Translated business requirements into functional and technical solution designs (BRD, FSD, UAT).
  • Designed multidimensional data models, OLAP cubes, and enterprise data warehouse solutions.
  • Developed ETL processes to integrate structured and unstructured data from multiple enterprise systems.
  • Built executive dashboards and analytical reports to improve business visibility and decision-making.
  • Managed application and database upgrades, performance tuning, and production support to ensure high system availability.
  • Collaborated with global business and technical stakeholders throughout the solution lifecycle.
  • Leveraged IBM Cognos BI, Cognos Transformer, Cognos TM1, SQL, ETL, OLAP, and Enterprise Data Warehouse technologies to deliver scalable analytics solutions.
IBM Cognos BICognos TransformerCognos TM1Enterprise Data WarehouseETLOLAPData ModelingSQLDashboarding & Analytics

Personal Lab

Side projects, experiments, and concepts I explore independently.