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Eliciting Probabilities in the Field : Beads versus Sliders
Mohedano, Lorenzo Estepa, Jorrat, Diego, Orozco Olvera, Victor Hugo, Ramirez, Ericka Rascon

Eliciting Probabilities in the Field : Beads versus Sliders

Economics & Development Published 2026 Verification Pending

Overview & Synopsis

Elicited probabilities have been shown to be effectively in explaining and predicting behavior. Their elicitation is typically facilitated by visual aids, such as beads or beans. This study, introduces a novel aid, consisting of a cardboard-based slider, to facilitate probability elicitation among populations with low levels of education. Unlike discrete aids, such as beads, the slider allows respondents to report probabilities on a continuous scale, which is particularly advantageous for statistical inference and econometric modeling. To compare the effectiveness of these aids, the study conducted four survey experiments: two in Nigeria, one in Honduras, and one in Spain. These experiments assessed the validity of elicited expectations using both visual aids. The study found no significant differences in participants’ understanding of basic probability concepts or in the time required to complete the task. However, it found that the slider yielded more precise measures (lower variance) than the beads. These results suggest that comprehension remains consistent across both aids, but that the slider improved the precision of subjective probability elicitation in the field.

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Indexed from repository: World Bank Documents & Reports (documents.worldbank.org)
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Document Information

Document Title Eliciting Probabilities in the Field : Beads versus Sliders
Author / Organization Mohedano, Lorenzo Estepa, Jorrat, Diego, Orozco Olvera, Victor Hugo, Ramirez, Ericka Rascon
Subject & Discipline Policy Research Working Paper
Categories Economics & Development
Publication Year 2026
License / Rights Creative Commons Attribution 4.0 (CC BY 4.0)
Resource Verification Listed PDF (Verification Pending)
Original Host Website World Bank Documents & Reports (documents.worldbank.org)
File Format application/pdf (Portable Document Format)
Language EN
Catalog ID DOC-14199
Original Source Link Visit Source Page on documents.worldbank.org »