I advice nonprofit organizations and companies on how to collect and analyze valuable survey and administrative data to obtain valid and robust insights about their operations and markets. This includes:  
  • Accuracy and reliability assessment of large scale-human labeling projects​
  • Bias assessment in ML models
  • Survey and sampling design 
  • Statistical analyses of observational data