
Ihsan Ahmed Zaheer
Verified Expert in Product Management
Product Manager
Lisbon, Portugal
Toptal member since December 2, 2020
Ihsan is a data governance and product leader with over 10 years of experience aligning diverse business functions to ensure data quality, enhance audit readiness, and deliver business outcomes leveraging the organisation's data. He specialises in metadata policies, lineage tracking, and driving adoption across cross-functional teams to turn governance into a strategic business enabler.
Project Highlights
Expertise
- Business Intelligence (BI)
- Business Systems Analysis
- Compliance
- Data Governance
- Data Product Management
- Master Data Management (MDM)
- Program Management
- Stakeholder Management
Work Experience
Product Manager - Data Governance
Zoetis - Data and Digital Solutions
- Built a scalable data governance operating model for US commercial distributor data, improving ownership, quality controls, and cross-functional execution across business and technology.
- Designed reusable data domain capabilities and foundational CDEs that standardize business semantics and enable scalable, use-case-driven data products across commercial analytics.
- Translated business problems into governed data products, quality rules, and execution backlogs, aligning finance, distributor channel ops, retail ops, analytics, and engineering around measurable business outcomes.
Principal Data Product Manager
Siemens Energy
- Designed enterprise data domain capabilities and reusable data products, aligning ownership, governance, and consumption patterns with priority business outcomes.
- Transformed operational data and AI use cases into governed data products, accelerating analytics, ML development, and reuse across business functions.
- Established a scalable data product operating model connecting domain strategy, business value, governance, architecture, and engineering execution.
Program Manager, Data Governance & Compliance
Stuart
- Defined and rolled out a cross-functional data governance framework across finance, operations, and compliance, enabling GDPR and PSD2 audit readiness.
- Unified metadata and taxonomy standards for financial transaction flows (pay-ins, invoices, payouts), improving traceability and reducing reconciliation errors by 20%.
- Designed data lineage tracking to map pay-ins, invoices, and payouts, reducing reconciliation errors by 20% and enhancing auditability across financial systems.
- Partnered with Finance, Legal, and Ops leads to align data access policies with business workflows, improving compliance reporting accuracy and internal trust in financial data.
- Implemented lineage tracking and data dictionaries for 5+ systems, providing a single source of truth for audit and reconciliation processes.
- Enabled business-led governance decisions by aligning financial data models and taxonomy with regulatory obligations and operational needs.
Data Product Manager, Business Process Automation
Berry Appleman & Leiden - Main
- Led the development of an internal data product that automated immigration case evaluations by integrating AI-driven scoring with legal and compliance workflows, increasing case throughput by 12x.
- Streamlined case filing through structured data flows, reducing manual touchpoints by 50% and enabling real-time visibility across case lifecycle stages.
- Collaborated closely with legal and paralegal teams to define model requirements, ensuring compliance with immigration policies and internal scoring mechanisms.
- Managed cross-functional stakeholder relationships across operations, mailroom, knowledge management, and engineering teams to drive adoption and process automation.
- Designed and governed metadata standards across structured inputs (questionnaires, documents), ensuring consistency, auditability, and downstream automation compatibility.
- Championed cross-functional collaboration, balancing legal risk, automation confidence thresholds, and internal SLAs while managing system-wide change adoption.
Data Governance Lead, AI & Training Data Quality
Cruise
- Established structured governance for machine learning (ML) training data, implementing metadata standards, lineage tracking, and validation policies to ensure regulatory compliance and model reliability.
- Collaborated with AI, legal, and compliance teams to enforce quality thresholds, auditability, and consistent labeling, improving model performance and trustworthiness.
- Led data cleanup and consolidation initiatives using SQL and Python to eliminate duplicate, atrophied, or low-quality datasets, improving model accuracy by 50%.
- Developed data dictionaries and taxonomy rules across training pipelines to reduce annotation ambiguity and align data usage with operational and safety objectives.
- Enabled governance-driven decision-making by ensuring metadata, taxonomy, and AI model datasets aligned with compliance and business objectives, improving data integrity and reducing liability risks.
- Acted as a bridge between regulatory expectations and AI implementation, ensuring that internal AI systems met transparency, bias mitigation, and reliability standards.
Data Product Manager, Compliance & Security
IQVIA
- Led data governance, compliance, and security initiatives to ensure HIPAA, CCPA, and CPRA compliance, improving data availability, access control, and regulatory enforcement.
- Designed and implemented role-based access control (RBAC) policies, ensuring secure and restricted access to healthcare data based on compliance and regulatory requirements.
- Developed data governance policies, taxonomies, and metadata standards to improve data consistency, accuracy, and compliance-driven data structuring.
- Improved healthcare data security and governance, reducing unauthorized data access risks and ensuring real-time availability of validated datasets.
- Drove governance adoption by collaborating with business intelligence, data engineering, healthcare partners, legal, and compliance teams, ensuring aligned data management strategies.
- Increased data accuracy for analytics by 60%, improving healthcare reporting and regulatory audit efficiency across compliance frameworks.
Product Owner, Digitisation & Business Transformation
Navetor
- Led the effort to strip a monolith in .NET 4.5 to a lightweight .NET Core-based microservice that ran a SaaS application.
- Took ownership of the product, moving from a desktop application to cloud-based B2B SaaS. It is the 3rd most trusted product in its domain across North America.
- Transformed the codebase from a TFS/VSS-based codebase to a Git-based version control.
- Led the initiative to give an entirely new direction to the product, which we monitored using customer data and product analytics.
Product Manager, Business Analyst, Product Owner
Arbisoft
- Launched successful B2B and B2C products for Arbisoft, Pakistan's top offshore web and data engineering service. One of the products saw 40 million downloads in two years.
- Led the UX research, translating UX requirements into detailed user stories and documenting UX findings.
- Collaborated with stakeholders and ensured transparency in the entire development lifecycle while directing a 20-person cross-functional team.
- Ensured a free flow of internal and external feedback regarding the product and incorporated the feedback while focusing on the metrics.
- Removed redundancies proactively and mitigated risks to ensure a seamless delivery of value.
- Contributed to data engineering, data warehousing, and master data management products as a business analyst and product manager.
SCM Engineer
CureMD
- Ensured successful deployments of multiple embedded systems, including large medical devices and hospital building management systems.
- Undertook the cloud migration of the codebase in C++ in git from the native server-based version control in VSS.
- Executed the transition of a web application from .NET 2 to .NET 4 and MS SQL server upgrade.
- Spearheaded the data migration initiative for 5,000 hospitals from different data sources to the platform.
Project History
Data Governance for PSD2/GDPR Compliance
http://www.stuart.comEnabled end-to-end traceability across financial systems, reducing reconciliation errors by 20% and manual tracking effort by 30%. Ensured GDPR and PSD2 compliance by standardizing metadata, access controls, and audit workflows
PROBLEM
Stuart’s financial data was fragmented across internal systems (Back Office, OPP), 3rd-party PSPs, and NetSuite. This made it challenging to ensure regulatory compliance, perform timely reconciliation, and maintain trust in financial reporting.
SOLUTION AND CONTRIBUTIONS
• Established enterprise-wide data governance policies to align financial data standards with PSD2 and GDPR obligations.
• Standardized metadata and ownership models for financial entities (e.g., pay-ins, invoices, payouts) across systems, improving consistency and discoverability.
• Implemented lineage tracking to map how transactional data flowed across services, enabling auditability and reducing reconciliation errors by 20%.
• Developed and enforced role-based access controls (RBAC) to protect sensitive financial data, ensuring GDPR-compliant handling and access segregation.
• Collaborated with finance and compliance leads to automate audit logs, anomaly detection, and exception handling workflows — improving reporting accuracy and audit efficiency.
HIPAA-compliant Healthcare Data Exchange
Boosted healthcare data processing efficiency by 25% and ensured 100% HIPAA compliance through standardized metadata, access controls, and audit mechanisms.
PROBLEM
Healthcare providers faced delays and compliance risks due to inconsistent data handling across internal teams and external systems.
SOLUTION AND CONTRIBUTIONS
• Led cross-functional alignment between compliance, data, and operations teams to define shared governance policies.
• Standardized metadata ownership and access rules, enabling smoother coordination across internal departments and external partners.
• Facilitated governance adoption by embedding policies into operational workflows, improving trust, audit readiness, and decision-making efficiency.
Healthcare Providers Information Consolidation Product
Improved provider data integrity and reduced scheduling errors by 30% through cross-team governance alignment and HIPAA-compliant access controls.
PROBLEM
Inconsistent provider data across systems led to duplicate records, scheduling issues, and compliance challenges.
SOLUTION AND CONTRIBUTIONS
• Engaged stakeholders across compliance, operations, and IT to align on data consolidation goals and governance requirements.
• Standardized provider metadata and taxonomy, improving consistency and auditability across departments.
• Implemented governance-backed validation workflows, ensuring HIPAA-compliant access and reducing manual scheduling errors.
• Improved data accessibility for downstream systems by embedding governance into operational flows across scheduling and analytics teams.
Business Process Automation for Legal Workflows
Reduced case turnaround time from 5–7 days to under 36 hours by automating legal workflows and driving process improvements across multiple teams.
PROBLEM
Manual processes and fragmented tools slowed legal case processing and created operational bottlenecks for legal and paralegal teams.
SOLUTION AND CONTRIBUTIONS
• Served as product owner for a key automation pod, aligning engineering with legal operations to streamline case workflows.
• Collaborated with stakeholders across legal, ops, and IT to identify high-impact automation opportunities and eliminate repetitive tasks.
• Coordinated with seven engineering pods to align technical implementation with evolving process needs.
Transformed the internal task management system, enabling continuous optimization and opening 100+ automation opportunities.
ML Training Data Quality & Governance at Cruise AI
http://www.getcruise.comBoosted training-data accuracy by 30%, cut false positives, and delivered audit-ready lineage tracking for California AV compliance.
PROBLEM
• Inconsistent metadata and duplicate datasets undermined model reliability and slowed safety reporting for state licensing.
SOLUTION AND CONTRIBUTIONS
• Set enterprise data-governance rules (validation standards, taxonomies, lineage) to anchor all AV training data.
• Drove cross-team cleanup of redundant and low-quality records, raising data integrity for model development.
• Aligned AI, safety, and compliance teams on a single, governed data source, reducing bias and expediting regulatory audits.
Data Product Manager – Autonomous Vehicles
Released a successful dev tool for AI and robotics engineers working on next-gen autonomous vehicles technology, reduced simulation costs by 20 % in one quarter, and improved testing accuracy by 35 % over two quarters.
Cruise is the 1st autonomous vehicle company to be issued a commercial license to charge for public rides.
I worked with the development acceleration team assigned with key metrics like cost appropriation, eng accuracy and excellence, and iteration time, which helped Cruise launch its public-facing product on time.
Data Driven Analytics Platform for Healthcare Providers
Led the data governance design for a multi-state billing system of a remote mental health platform, aligning business and provider needs across 25 US states.
PROBLEM
SonderMind needed a flexible billing solution to handle cross-state provider-patient matching while accounting for varying reimbursement rules and insurance SOPs.
SOLUTION AND CONTRIBUTIONS
• Led discovery across business, operations, and provider teams to define a unified billing framework adaptable to multi-state regulatory needs.
• Mapped stakeholder workflows and decision points, ensuring compliance and financial alignment across all regions.
• Enabled scalable billing logic by translating regulatory and rate variations into configurable platform rules.
EHR and Practice Management Data Analytics
Served as a product owner in Navetor. Took ownership of a desktop application and transformed it into a B2B SaaS product that the customers loved as the subscriptions grew from 40 to 900 in the 1st six months.
The product is a comprehensive EHR and practice management system for veterinary practices across North America. The product offers seamless selections of different modules in any combination for its customers to use and integrates with 3rd-party systems.
Micro Bank and Money Transfer Mobile Application
Served as an independent product consultant. Led the user experience overhauling effort for money transfer via a mobile application that saw the number of weekly returning customers increase by 5-fold, the metric at that time.
The application is the most widely used Pakistani mobile wallet, mobile payments, and branchless banking solution. It offers seamless registration and onboarding and a thoughtful user experience design, ensuring customer success.
Customer Journey Research for SEO/SEM
Led the customer journey research of a comprehensive SEO/SEM optimization strategy for Toptal, improving search visibility and lead generation through data-driven keyword prioritization and user intent analysis.
Spearheaded Toptal’s Keywords Machine project to enhance organic and paid search performance by aligning user intent with optimized content. I developed a multi-stage manual labeling process for analyzing over 250,000 keywords, integrating key performance indicators such as SEM spend, organic ranking, and transactional intent. I also conducted an in-depth competitive analysis to identify gaps in Toptal’s SEO/SEM strategies. I proposed actionable improvements, including implementing multi-skill search filters, trust-building landing page optimizations, and SERP lead capture forms. I collaborated with the business analytics team to blend quantitative data with qualitative insights, driving targeted optimizations that improved user engagement and lead conversion for clients and freelance talent.
Food/Goods Delivery System
Served as an Arbisoft product manager and led the CX design, development, and growth of Cheetay to score $10 million in Series B funding. It has web and mobile apps for over 10 million active monthly users.
Cheetay.Pk is a platform where you can order food, groceries, stationery, and medicine from its web or mobile apps. The delivery runners use another rider app to stay in the system, and we also designed an elaborate back-office admin dashboard for restaurants, business owners, and the company itself.
Fintech Data Consolidation Platform
Worked as an independent product consultant, leading the user experience, interface design, P/L strategy, and success metrics of the mobile application that saw a user rating 4.8 after more than 10,000 downloads in the 1st month post-launch.
VowPay offers to send instant remittances abroad. The application provides a quick signup option and the facility to connect to a bank account or payment using a credit card for funds transfer. VowPay also offers to track the remittance the customer has sent.
Customization and Implementation of EdX
http://www.edx.orgWorked as a product manager and business analyst with a team behind a complex and customised implementation of an open-source LMS for one of the biggest business consultancies worldwide.
EdX is a massive North American open-source learning management system and course provider. The client, who consults top businesses worldwide, wanted a customized solution based on this platform to train and track the internal progress of its employees worldwide.
DAO Enablement and Decentralized Finance Platform (Web3)
Discovered, designed, and road-mapped a DAO enablement platform, built the product development processes from scratch, working with the CEO and the eng team from Ethereum, and drove the underlying DeFi product to support the DAO enablement platform.
A DAO enablement platform that is incognito at the moment on Ethereum. The product’s vision is to resolve problems in core life processes by leveraging Web3 technologies and decentralized financing (DeFi).
Product Manager for Real Estate Application
http://www.zameen.comWorked with C-level executives to discover the requirements for the idea for Pakistan's largest real estate tech app and discovered, roadmapped, and launched it, leading the product and UI/UX design initiative to bring the product from zero to one.
Zameen.com is Pakistan’s largest and most used online real estate platform, providing property listing, management, and leasing solutions to 5+ million active users. I was involved with the project very early and worked closely with the founding team to discover business requirements. My core responsibilities included conducting market and competitive research, road mapping, and creating an MVP for a quick go-to-market goal.
Education
Bachelor's Degree in Computer Engineering
Bahauddin Zakariya University - Multan, Pakistan
Skills
Tools
Jira, Atlassian Suite, Asana, Trello, Slack, Office 365, Microsoft Team Foundation Server, Microsoft Visio, Confluence, DeepSeek, GitHub, IBM Rational Team Concert (RTC), Microsoft Power BI, Tableau, BigQuery, Microsoft Dynamics AX, Cucumber, Apache JMeter, LoadRunner, VSS, Figma
Paradigms
Scrum, Software Testing, Azure DevOps, Agile, Agile Project Management, Agile Product Management, Requirements Analysis, API Architecture, Data Product Management, Business to Business to Consumer (B2B2C), Agile Business Analysis, Scalable Application, Key Performance Metrics, B2C, Acceptance Testing, Change Management, Kanban, Keyword Research, HIPAA Compliance
Platforms
Mixpanel, Blockchain, Azure IaaS, Azure, SharePoint
Industry Expertise
Education Technology (Edtech), Marketplaces
Other
Microsoft Teams, Clubhouse, SQL, Jira Administrator, Technology Consulting, Product Growth, B2B Product Management, Business to Consumer (B2C), Scrum Product Owner, Scrum Master, CX Strategy, Story Mapping, Storyboarding, User Flows, User Stories, Product Management, Pendo, Product Analytics, Product Vision, Customer Insights, Product Design, Product Owner, Backlog Management, Feature Backlog Prioritization, Feature Prioritization, Agile Leadership, Product Ownership, Requirements & Specifications, SaaS, User Experience (UX), Artificial Intelligence (AI), Business Analysis, Business Systems Analysis, Business Requirements, Documentation, Functional Requirements, Technical Product Management, Product Requirements Documentation (PRD), Requirements, Metrics, Communication, User Research, User Journeys, Stakeholder Interviews, Data Flows, Process Flows, Product Roadmaps, Product Strategy, Stakeholder Management, Team Management, Sprint Planning, Backlog Grooming, Technical Requirements, Quality Assurance (QA), Minimum Viable Product (MVP), IT Business Analysis, Project Management, Discovery, Process Mapping, Business to Business (B2B), Data Analysis, Technical Documentation, User Requirements, Technical Writing, Project Planning, Cross-platform App Development, Technical Business Analysis, Web & Mobile Applications, Product Research, Agile Sprints, Flowcharts, Business Process Flow (BPF), Technical Project Management, Payment Gateways, Stakeholder Engagement, Stakeholder Management, Marketing Strategy, Customer Research, Research, Acceptance Criteria, Product Discovery, Diagrams, Platforms, Mapping, Distributed Team Management, Troubleshooting, Data Management, Data Quality, Data Governance, Data Security, Compliance, Artificial Intelligence (AI), Technical Project Management, Product Management, Program Management, People Management, Change Readiness & Adoption, Data Science, Data, System Requirements, Cross-functional Collaboration, Product Lifecycle Management (PLM), Product Launch, Operational Efficiency Improvement, Cloud Migration, Data Migration, Migration, Technology, Analytics, Software as a Service (SaaS), Web Product Management, Agile Project Management, Electronic Health Records (EHR), Jira, Kanban, Program Management, Agile Workflow, Project Management, Stakeholder Management, Project Reporting, Data Mapping, RDBMS, IT Security, Remote Team Leadership, Team Leadership, Customer Journey, Mentorship, Tech Sales, Business Advisory, Healthcare IT, EdX, Salesforce, Business Process Automation, Use Cases, Fintech, Digital Payments, Mobile Payments, Cryptocurrency Wallets, Machine Learning, Healthcare Product Manager, eCommerce, Coaching, Edtech Design, E-learning, Growth, Data Pipelines, Data Warehousing, Databases, Design Requirements, Master Data Management (MDM), Miro, Implementation, API Integration, Excel 365, AI Product Management, Go-to-market Plans, Go-to-market (GTM) Strategies, Law, Legal Technology (Legaltech), Process Automation, Process Improvement, Data Lakes, Marketing Management, Technical Support, Learning Management Systems (LMS), Data Privacy, AWS Glue, ChatGPT, Business Transformation Project Management, Client Management, Direct to Consumer (D2C), Generative Artificial Intelligence (GenAI), Consulting, Data Mesh, Cloud, Data Structures, Object-oriented Programming (OOP), .NET, Python, Product Delivery, Agile Coaching, Mobile Apps, Big Data, Artificial Intelligence Product Manager, Open Source, Security, WordPress, UX Design, Finance, Scaled Agile Framework (SAFe), Azure Data Factory (ADF), Redshift, Web Services, APIs, System Integration, Billing Systems, Stripe, Sprint Retrospectives, Business Intelligence (BI), Strategic Planning, Feature Roadmaps, Education, Search Engine Optimization (SEO), Search Engine Marketing (SEM), Google SEO, SEO Tools, Semrush, Keyword Analysis, Competitor Analysis & Profiling, New Product Development, Marketing, General Data Protection Regulation (GDPR), Data Product Manager, PSD2, Data Dictionaries, Snowflake, C++, Azure SQL, .NET Core, CI/CD Pipelines, Microsoft Server 2008, UX Research, UX Documentation, Data Domain Capability
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