Mathematica Senior Researcher Kristen Velyvis and Senior Fellow Sarah Hughes discuss the challenges of collecting high quality data from resource-poor environments. They describe specific examples of potential data collection barriers and suggest approaches that can help mitigate these challenges at each stage of the survey process.