Often Missing SkillsExperiment DesignRevenue ForecastingPricing StrategyProgrammatic Marketplace KnowledgeMetric DesignData Storytelling
Development SuggestionsBuild a portfolio of monetization experiments, practice writing clear success metrics, and strengthen understanding of how ad auctions, pricing, and demand sources affect revenue. Pair with an ad operations partner to learn common levers and failure modes, then translate them into product requirements.