Often Missing SkillsOffline Evaluation DesignQuality Rater Program ManagementExperiment InterpretationRanking MetricsRelevance DebuggingData StorytellingCross Functional RoadmappingModel MonitoringIncident Management
Development SuggestionsBuild a portfolio of search quality wins using a clear baseline, a measurable target, and a tested change. Strengthen evaluation skills by practicing offline judgment datasets, running controlled experiments, and writing concise readouts that explain impact and tradeoffs. If your background is more product focused, deepen technical fluency in ranking systems and monitoring. If your background is more technical, invest in leadership, prioritization, and executive communication.