We present a methodology to measure the gender representation for online product funnels. It is a part of the overall equity framework to better understand our products through funnel analysis. By leveraging the coarsened exact matching method from causal inference literature, we show that the funnel survival ratio metric we design can detect the representation differences inherent in our products. Understanding how big the representation differences are between different member groups, as well as understanding what explains them, is critical for fostering more equitable outcomes.
翻译:我们提出了一个衡量在线产品漏斗性别代表性的方法。 这是总体公平框架的一部分,通过漏斗分析更好地了解我们的产品。 通过利用因果推断文献中粗略的精确匹配方法,我们展示了我们设计的漏斗生存率衡量标准可以检测出我们产品中固有的代表性差异。 了解不同成员群体之间的代表性差异有多大,以及理解这些差异的原因,对于促进更公平的结果至关重要。