Examples
These examples show the product direction: not generic confidence, but structured stories that sound natural in English.
Tell me about a time you prioritized under ambiguity.
中文思路：先说判断标准，再说你放弃了什么，最后说结果和复盘。
One example was a retention project where the team had three competing ideas and limited engineering time. I clarified the target user segment, compared the expected impact and effort, and recommended focusing on onboarding friction first. The result was a clearer roadmap and a measurable activation lift after launch.
Tell me about a time your analysis changed a decision.
中文思路：不要只说做了 dashboard，要说业务原本以为怎样，你的数据如何改变判断。
In one project, the team believed churn was mostly caused by pricing. I segmented user behavior and found that inactive onboarding was a stronger signal. I presented the evidence with confidence intervals and recommended a lifecycle experiment. That shifted the roadmap from discounts to activation improvements.
Tell me about a technical tradeoff you explained to a non-engineer.
中文思路：把技术选择翻译成风险、速度、用户影响，不要陷入术语。
I once had to explain why a quick integration would create reliability risk. I described the tradeoff in terms of retry behavior, support load, and customer trust instead of implementation details. We shipped a smaller version first, added monitoring, and avoided a larger incident later.