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Related Experiment Video

Updated: Apr 5, 2026

Assessing the Multiple Dimensions of Engagement to Characterize Learning: A Neurophysiological Perspective
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Collaborative learning framework for online stakeholder engagement.

Dmitry Khodyakov1, Terrance D Savitsky1, Siddhartha Dalal1

  • 1RAND, Santa Monica, CA, USA.

Health Expectations : an International Journal of Public Participation in Health Care and Health Policy
|August 22, 2015
PubMed
Summary
This summary is machine-generated.

Online engagement methods and a collaborative learning framework (CLF) help analyze diverse stakeholder input. This approach identifies distinct clusters and learning styles, improving research and policy decisions by understanding varied perspectives.

Keywords:
CBPRcollaborative learningmodified delphionline panelresearch prioritiesstakeholder engagement

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Area of Science:

  • Public Health Research
  • Health Policy Decision Making
  • Stakeholder Engagement Methodologies

Background:

  • Public and stakeholder engagement are crucial for enhancing research and policy development.
  • Collecting and analyzing input from large, diverse groups presents significant methodological challenges.

Purpose of the Study:

  • To demonstrate how online approaches can support iterative stakeholder engagement.
  • To outline methods for analyzing input from extensive and varied stakeholder groups.
  • To introduce a collaborative learning framework (CLF) for interpreting stakeholder engagement outcomes.

Main Methods:

  • Utilized 'A National Conversation on Reducing the Burden of Suicide in the United States' as a case study for online stakeholder engagement.
  • Employed a Bayesian data modeling approach to develop the collaborative learning framework (CLF).

Main Results:

  • Data modeling identified six distinct stakeholder clusters based on articulation and agreement levels.
  • Three primary learning styles were observed: learning towards consensus, learning by contrast, and groupthink.
  • Learning by contrast emerged as the most prevalent learning style in the study.

Conclusions:

  • The developed CLF aids in exploring diverse stakeholder perspectives and identifying belief shifts.
  • The framework provides an empirical indicator of engagement quality and dominant learning styles.
  • Understanding 'learning by contrast' can inform policymakers, like the Patient-Centered Outcomes Research Institute, for better decision-making by incorporating varied stakeholder input.