Data collection methods used by environmental scientists include field sampling, laboratory analysis, and remote sensing. They may collect air, water, and soil samples to test for contaminants, or use satellite imagery to study large-scale environmental changes. This data is then analyzed to identify patterns and correlations with health outcomes, providing valuable insights for epidemiological studies.