methodology
Read the numbers with their limits.
- Anonymous and voluntary. This is an opt-in sample of explainx.ai visitors, not a representative population poll.
- One binary answer at a time. Questions are selected from page context and randomized within the strongest relevance band.
- No respondent profiles. Answers are not linked to an account, email, IP address, user agent, or cross-question identity.
- Theme scores are normalized. Each answered measure gets equal weight; negatively framed measures are reverse-coded so a higher score consistently follows the category's stated direction.