Robust and accurate empirical evidence on the social world can empower organizations to make real-time smart decisions, develop successful products and gain a broad understanding of their market. But accurate evidence require rigorous data collection, deep understanding of the biases that can emerge in social data, and careful application of suitable statistical methods to analyze the data in ways that can produce valuable insights about the social world. To achieve this, I advice companies on how to collect, correct, measure and analyze their data. This includes:
Assessment of human labeling accuracy
Bias assessment in ML models
Survey science and demography
- Statistical analyses of the observational data
Advisor for Parity.Org
Developed the Parity Index, a powerful index that measures the extent of gender equality in organizations as a multidimensional phenomenon, and allows companies to make informed decisions to improve their gender parity.