Product strategy and roadmap leadership (prioritization, trade-offs, outcomes vs. outputs)
Experimentation and metrics (A/B testing, defining success measures, interpreting results)
Search and relevance fundamentals (ranking signals, query understanding, filters/facets, synonyms)
Recommendations and personalization fundamentals (user signals, cold start, diversity vs. relevance)
Data fluency (SQL basics, analytics, funnel thinking, instrumentation requirements)
Cross-functional leadership and stakeholder management
User experience for discovery (information architecture, navigation, accessibility basics)
Content/catalog quality and governance (metadata strategy, tagging processes, operational discipline)
People leadership (hiring, coaching, setting team goals, performance management)
Platform and vendor evaluation (build vs. buy, cost/performance, implementation risk)