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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in data analysis and product analytics, with strong proficiency in SQL and Python for data visualization. Capable of translating complex business questions into actionable insights and recommendations while effectively communicating findings to stakeholders.
Highest-signal resume keywords
SQL ProficiencyData Analysis ExperienceStatistical JudgmentPython for Data AnalysisA/B Experiment Design
Tech Stack
Tools & technologiesAbout the role
Key responsibilities & impact- Partner with Product Owners to design and plan experiments
- Define experiment requirements, assumptions, and limitations
- Explore and analyze experiment data to understand customer behaviour, usage patterns, and performance drivers
- Lead multiple analytical initiatives and recommend next steps
- Conduct deep-dive analyses to uncover customer behaviour trends, friction points, and growth opportunities
- Use AI tools to research internal documentation and tools, support SQL and code development, and review analytical work
- Build dashboards and automated reports
- Translate business questions into measurable metrics
- Deliver data-based recommendations and identify actionable next steps
- Improve tracking plans, event quality, and attribution logic
- Write and optimize SQL queries and notebooks
- Communicate analysis results, insights, and recommendations to stakeholders
- Collaborate with analysts to review results, refine methodologies, and strengthen analytical approaches
Requirements
What you’ll need- Post-secondary education in Business, Economics, Mathematics, Data Science, Computer Science, or another related program
- 3+ years of experience in data analysis, product analytics, or data science
- Strong statistical judgment, including hypothesis testing, confidence intervals, sample size and power considerations, and distinguishing meaningful findings from noise
- Strong communication skills and ability to explain complex analysis clearly
- Solid understanding of statistics and experiment analysis
- Proficiency in SQL, including efficient queries with joins, aggregations, and filtering logic
- Knowledge of data mining and segmentation techniques
- Familiarity with Python for data analysis and visualization, including pandas and Matplotlib
- Ability to manage multiple experiments and analyses simultaneously
- Proficiency using Microsoft Excel, including Pivot Tables, Visualizations, and Formulas
- Ability to work independently and manage complex projects
- Strong interest in data analysis and tendency to investigate unexpected results
- Experience using AI-enabled development environments such as Cursor, Claude Code, VS Code, or Copilot
- Experience analyzing and designing A/B experiments
- Ability to structure ambiguous problems into analytical plans
- Confidence challenging assumptions while maintaining working relationships
- Proactive mindset focused on identifying new opportunities
- Comfortable presenting insights to Product Owners and leadership
- Legally entitled to work permanently in Canada
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
Data AnalysisSQL QueriesStatistical AnalysisData Mining TechniquesExperiment AnalysisHypothesis TestingData VisualizationAutomated ReportingDashboard DevelopmentEvent Tracking Improvement
Soft Skills
Strong Communication SkillsProactive MindsetProblem StructuringIndependent WorkCollaboration
Tools & Technologies
Microsoft ExcelPythonPandasMatplotlibAI Development EnvironmentsCursorClaude CodeVS CodeCopilot
Industry Keywords
Product AnalyticsCustomer Behaviour AnalysisData ScienceExperiment DesignStatistical Methods