Top box vs. brand selection vs. yes/no: Survey options for purchase intentions that are highly predictive of purchase behavior
The effectiveness of the method of presenting options in a purchase intention survey, essential for demand forecasting, is examined in four industries in Japan: tea, beer, cafes, and restaurants. To improve the prediction accuracy of actual purchasing behavior, brand selection should be adopted with a top-box or single-answer approach. These methods present a high psychological barrier to positively expressing purchase intention in the survey. However, to comprehensively identify people who will actually purchase, a yes/no question should be adopted. This is because, as a two-choice question, researchers can confirm the intention to purchase multiple brands without giving ambiguous answers, as with the top-2-box or multiple answers. Moreover, because the psychological barrier is not as high as that with a top-box or single answer, there is less chance of missing out on buyers. Practitioners must design options for purchase intention questions based on their market research purpose.
Authors
- Takahiko Umeyama
- Ryo Kobayashi (ORCID: https://orcid.org/0000-0001-5784-6427)
- Takumi Kato
- Shinya Minegishi
Institutions
- Tokyo Medical University (JP)
- Meiji University (JP)
Publication Details
- Journal
- Procedia Computer Science
- Published
- 2026-01-01
- DOI
- https://doi.org/10.1016/j.procs.2026.03.010
- Primary Topic
- Consumer Market Behavior and Pricing
- Type
- article
- Field-Weighted Citation Impact
- 0.00