Introduction
Moloco's Dynamic Creative Optimization (DCO) platform has experienced a 15% drop in click-through rates (CTR) over the past month, signaling a significant issue that requires immediate attention. This decline in CTR directly impacts the platform's effectiveness and, consequently, client satisfaction and revenue. To address this problem, I'll employ a systematic approach to identify the root cause, validate hypotheses, and develop both short-term and long-term solutions.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Seasonal trends can significantly impact ad performance. Expected answer: No seasonal correlation observed. Impact on approach: If seasonal, we'd focus on adapting strategies for this period.
Why it matters: Helps pinpoint whether it's a global issue or specific to certain user types. Expected answer: The drop is more pronounced in mobile app users. Impact on approach: We'd prioritize investigating mobile app-specific factors.
Why it matters: Algorithm changes could directly impact creative relevance and CTR. Expected answer: A minor update was pushed two weeks ago. Impact on approach: We'd focus on analyzing the impact of this recent update.
Why it matters: External factors could be driving the CTR drop across the industry. Expected answer: No major industry shifts noted. Impact on approach: We'd focus more on internal factors if no external changes are identified.
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