How we source respondents?

Invalid responses are removed from the sample and the respondents are removed from the community.

• Validating time to complete survey and specific questions.

• Consistency of answers across questions and surveys.

• Demographic validity across surveys.

• Engagement in open ended questions.

• Linear response to scale questions.