What are they thinking? Efficiently eliciting deeper insights with interval-valued questionnaires Eliciting information from people at scale can be challenging. Qualitative approaches provide rich information but are difficult to scale. Traditional quantitative approaches commonly leverage questionnaires with discrete responses, providing very basic information. At LUCID, the Lab for Uncertainty in Data and Decision Making, we’ve designed the interval-valued response mode which offers efficient