mlsanityData to 14 Oct 2026

Measuring Equity: Funnel Representation Measurement

arXiv 2112.08166 ↗First posted 14 Dec 2021stat.AP stat.MEcited by 1

Not on the map. Why?

Abstract (arXiv)

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.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 14 Dec 2021.

Builds on

No reference list yet.

Built on by

Cited by year

Citing papers per year: 2022: 1.

1 paper.