Your Career Telos Report

Why this role is a match

• Deliver market-data and capital-markets products: You led business analysis and built six daily Market and Credit Risk extracts on Snowflake (authoring >2,000 lines of SQL) that sourced and derived data across 20+ tables for Head Office consumption.
• Manage cross-functional stakeholder groups including traders, ops, dev and vendors: You coordinated requirements and technical alignment at CIBC Capital Markets and during the Snowflake/Mizuho engagement, presenting UML data lineage and driving delivery across multiple teams.
• Own the product roadmap and prioritize trading-focused features: You defined the roadmap and ran Agile at WallStreetOdds as Founder/CPO and previously owned the roadmap and all Scrum ceremonies for Dividend.com, delivering measurable user and revenue growth.

CV changes to make before applying

• Lead with a one-line headline: Product Manager — capital-markets data products, Snowflake SQL, CSPO-certified.
• Highlight the Market and Credit Risk extracts project as a primary bullet: Delivered six daily risk/data extracts, transforming requirements into SQL pipelines and accelerating delivery by 40%.
• Add a quantified technical bullet: Authored 2,000+ lines of Snowflake SQL to source and derive data across 20+ tables, including intermediary tables and complex joins/derivations.
• Add a stakeholder-impact bullet: Presented UML data lineage diagrams and led cross-team alignment with Data Warehouse, dev, and trading stakeholders to unblock delivery milestones.

Why this role is a match

• Drive regulatory-driven Open Banking capabilities and translate requirements into delivery: You produced BSA, use cases and flow charts for a SWIFT-compliant wire engine migration and multi-currency integrations, turning regulatory constraints into executable requirements.
• Design and validate data flow, lineage and source mappings for banking integrations: You authored UML data lineage and Source-to-Target mapping and wrote complex Snowflake SQL to derive data across disparate tables for daily extracts.
• Lead cross-functional execution across business, engineering and vendors for API/data products: You collaborated with traders, developers, QA and external vendors at CIBC and built an API and product as Founder/CPO used by institutional analysts, demonstrating vendor and partner coordination.

CV changes to make before applying

• Lead with a single resume bullet showing API product impact: Built and shipped an API for WallStreetOdds used by external analysts — highlight what the API enabled for customers or analytics.
• Emphasize regulatory and payments experience: Move SWIFT Wire Engine migration and Multi-Currency Credit Card Integration bullets up and state the deliverable type (Business Requirements, user stories, flowcharts) and business impact.
• Show hands-on data flow work: Rewrite a bullet to say you translated high-level requirements into SQL and derivation logic used by engineering to build extracts and integrations.
• Add CSPO and product-ownership evidence near the top: State you owned roadmaps and ran Scrum ceremonies across product lifecycles to demonstrate execution capability on short-term regulatory programs.

Why this role is a match

• Define product strategy and roadmap that aligns risk, finance and regulatory stakeholders: You delivered BSA documentation and business requirements for multi-currency payments and account-activation projects at CIBC that balanced regulatory and finance needs.
• Prioritize and deliver data-intensive features for risk forecasting: You created derivation logic, source-to-target maps and >2,000 lines of Snowflake SQL to produce complex extracts, showing hands-on delivery of analytics-ready data.
• Use analytics to drive product decisions and adoption in financial services: You leveraged segmentation and dashboards at WallStreetOdds to increase paid subscribers 400% in eight months, demonstrating analytics-driven prioritization and growth focus.

CV changes to make before applying

• Lead with a role-focused opening: Product Manager — data-driven loss forecasting platform with risk and finance stakeholder experience.
• Highlight source-to-target and lineage work: Add a bullet that states you created Source-to-Target Mapping and UML data lineage diagrams to support accurate forecasting and regulatory reporting.
• Emphasize collaboration with risk/finance: Add a bullet showing you partnered with traders, risk, and finance to gather requirements and prioritize features for data-driven product decisions.
• Show product outcomes and prioritization: Rewrite Mitre Media or WallStreetOdds bullets to emphasize roadmap decisions that prioritized high-impact features and drove measurable user or business outcomes (e.g., 200+ new daily users, 400% paid subscriber growth).

Why this role is a match

• Own a data product underpinned by SQL and cloud data pipelines: You built complex Snowflake queries and integrated new upstream data sources to deliver repeatable daily extracts, proving hands-on pipeline and SQL experience.
• Present data strategy and technical tradeoffs to stakeholders: You presented UML data lineage and business logic walkthroughs to Data Warehouse and business teams to drive alignment during extract and migration projects.
• Support financial-services use cases for data products: You have direct capital-markets and banking exposure (CIBC, market risk extracts, fintech product for traders) that maps to Wealth/Banking use cases called out by the role.

CV changes to make before applying

• Open with a data-skills headline: Data Product Manager — Snowflake SQL pipelines, data modelling, and stakeholder-facing presentations.
• Promote Snowflake work: Add a bullet that says you created complex Snowflake queries (>2,000 lines) and designed intermediary tables to produce repeatable daily extracts.
• Demonstrate presentation and alignment skills: Add a bullet stating you presented UML data lineage and business-logic walkthroughs to Data Warehouse and engineering teams to secure agreement and timelines.
• Add a rapid-ramp statement: Add a short line that you quickly learn new cloud/data tools and list Snowflake as primary — position this to address Databricks familiarity without overstating experience.

Why this role is a match

• Deliver large-scale data integrations and customer connectivity: You built an API consumed by an institutional analyst and delivered end-to-end Market and Credit Risk extracts in Snowflake that joined 20+ tables to create production-ready datasets.
• Own product roadmap and coordinate enterprise cross-functional delivery: You defined roadmaps as Founder/CPO and Product Manager, ran Scrum ceremonies, and coordinated developers, QA and external vendors to ship product features.
• Translate complex business requirements into technical deliverables under time pressure: You converted Head Office requirements into actionable SQL and data models, enabling delivery 40% faster than the allotted timeline.

CV changes to make before applying

• Rework the WallStreetOdds Founder bullet to emphasize platform scale and integration work: Lead with metrics (90,000+ unique visitors, 1,300+ paid users) and the API you shipped and supported for external analytics users.
• Add a scale-and-reliability bullet: State how you monitored engagement, conversion, and platform performance to guide roadmap decisions supporting growth and stability.
• Highlight cross-functional enterprise delivery: Bring CIBC and SnowFlake bullets higher that show you delivered SWIFT-compliant migrations and daily data extracts for Head Office — frame these as enterprise integration projects with stakeholders across ops, trading, and engineering.
• Emphasize product processes and leadership: State CSPO certification and that you owned roadmaps and Scrum ceremonies to demonstrate process maturity expected for an enterprise Staff PM role.