Related Experiment Video
Updated: Aug 26, 2026

Combining Behavioral Endocrinology and Experimental Economics: Testosterone and Social Decision Making
Published on: March 2, 2011
Preferences for characteristics of contraceptive methods: a large, multi-country discrete choice experiment
Hae-Young Kim1, Fred Church2, LinChiat Chang3
1Department of Population Health, New York University Grossman School of Medicine, New York, New York, USA hae-young.kim@nyulangone.org.
Background:
Nearly half of global pregnancies are unintended. Contraceptive use is preference-sensitive, including concerns about convenience, privacy and side effects (eg, irregular bleeding, weight gain). We conducted a multi-country study examining women's preferences for attributes of current and potential future modern hormonal contraceptives using a discrete choice experiment (DCE).
Methods:
Between April and October 2022, we recruited nationally representative samples of women of reproductive age from seven countries (Burkina Faso, Nigeria, Ethiopia, Kenya, Zambia, Pakistan and the USA) using multi-stage random cluster sampling from national census enumeration areas. The DCE comprised six attributes of hormonal contraceptives: format (ie, mode of administration: injection, implant, etc), dosing interval, provider-administration versus self-administration, effect on menstruation, effect on weight and time from discontinuation until return to fertility. Mixed logit models were fitted separately by country to estimate the relative preference weights (β) for each attribute level.
Results:
Across 20 068 participants, format was the strongest driver of preferences. Injectables were most preferred in Kenya (β=0.44, 95% CI 0.25 to 0.63), Pakistan (β=0.55, 95% CI 0.29 to 0.81), Ethiopia (β=0.64, 95% CI 0.38 to 0.90) and Zambia (β=0.39, 95% CI 0.20 to 0.58). Oral pills were most preferred in the USA (β=0.78, 95% CI 0.58 to 0.98), Burkina Faso (β=0.43, 95% CI 0.27 to 0.59) and Nigeria (β=0.55, 95% CI 0.40 to 0.70). Intrauterine devices and vaginal rings were less preferred in all countries. Menstrual bleeding changes and dosing interval were secondary drivers, with longer-acting methods modestly preferred and ongoing irregular bleeding modestly non-preferred. Avoiding weight gain was significantly preferred in several countries, most strongly in Pakistan (β=0.56, 95% CI 0.44 to 0.67) and the USA (β=0.42, 95% CI 0.31 to 0.53).
Conclusions:
In this large, multi-country study, reproductive-age participants expressed strong, heterogeneous preferences for contraceptive format, and in some settings, avoiding weight gain side effects. These findings can support preference-aligned contraceptive product development.
More Related Videos
08:27Applying an eMASS Customization Program as a Research Tool to Evaluate Consumer Benefits
Published on: September 27, 2019
13:20Online Repetitive Transcranial Magnetic Stimulation of Dorsomedial and Dorsolateral Prefrontal Cortex in Cognition Decision Making, and Cognitive Dissonance
Published on: December 5, 2025
Related Concept Videos
Bioequivalence Experimental Study Designs: Repeated Measures, Cross-Over, Carry-Over, and Latin Square Designs
Study Designs in Epidemiology
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and case-control studies.
Bioequivalence Experimental Study Designs: Completely Randomized and Randomized Block Designs
Crossover Experiments
Crossover designs are performed even with smaller sample sizes since the samples can act as their controls. These are better than simple randomized trials since patients are exposed to all the treatments.
Cross-Sectional Research
Mate Choice