Unfortunately, changes in data-collection methods and an increase in privacy laws, including the move to cookieless browsers, are forcing marketers to move away from this reliance on third-party data.

To further optimize the data collection process, companies should avoid building hypotheses and data collection methods based on the experience of their competitors.

It is important for legal professionals to understand the nuances of data collection from various digital platforms, including AI chatbots and social media applications.

Its privacy policy also does not specify which users can opt into, or out of, biometric data gathering. Some users have previously challenged X's data collection methods.

Integrating data from multiple sources can create “a richer source for research” but then researchers must account for different data collection methods.

Public health must recognize that the disability community, like all communities, will evolve, and data collection methods and strategies may need to be updated to reflect these changes.