Using Game Design to Inform a Plastics Treaty Fostering Collaboration between Science, Machine Learning, and Policymaking

Main Article Content

A. Samuel Pottinger
https://orcid.org/0000-0002-0458-4985
Nivedita Biyani
https://orcid.org/0009-0001-3688-611X
Roland Geyer
https://orcid.org/0000-0001-7430-1058
Douglas J McCauley
https://orcid.org/0000-0002-8100-653X
Magali de Bruyn
https://orcid.org/0009-0000-1609-6244
Molly R Morse
https://orcid.org/0000-0002-6961-6503
Neil Nathan
https://orcid.org/0000-0003-3945-8484
Kevin Koy
https://orcid.org/0000-0002-8479-4404
Ciera Martinez
https://orcid.org/0000-0003-4296-998X

Abstract

Introduction: This multi-disciplinary case study details how an interactive decision support tool leverages game design to inform an international plastic pollution treaty.


Design: Seeking to make our scientific findings more usable within the policy process, our interactive software supports manipulation of a mathematical model using techniques borrowed from games. These "ludic" approaches aim to enable user agency to find custom policy solutions, invite deep engagement with scientific results, serve audiences of diverse expertise, and accelerate scientific process to keep pace with intergovernmental negotiations.


Implementation: Built in JavaScript and D3 with user-modifiable logic via an ANTLR domain specific language, this browser-based application offers adaptability and explorability for our machine learning results with privacy preserving architecture and offline capability.


Demonstration: Policy makers and the supporting community engaged with this public simulation tool across multiple treaty-related events, investigating plastic waste outcomes under diverse and sometimes unexpected policy scenarios.


Conclusion: Contextualizing our open source software within a broader lineage of digital media research, we reflect on this interactive modeling platform, considering how game design approaches may help facilitate collaboration at the science / policy nexus.


Materials: Available on the public Internet, we host this browser-based decision support tool at global-plastics-tool.org, work also archived at zenodo.org/records/12615011 in a Docker container.

Article Details

How to Cite
[1]
Pottinger, A. et al. 2026. Using Game Design to Inform a Plastics Treaty: Fostering Collaboration between Science, Machine Learning, and Policymaking. Journal of Visualization and Interaction. 1, 1 (Oct. 2026). DOI:https://doi.org/10.54337/jovi.v1i1.11208.
Section
Articles
Author Biographies

A. Samuel Pottinger, University of California, Berkeley

Schmidt Center for Data Science and Environment
University of California, Berkeley
Berkeley, California, United States of America

Nivedita Biyani, University of California, Santa Barbara

Benioff Ocean Science Laboratory
Marine Science Institute
University of California, Santa Barbara
Santa Barbara, California, United States of America

Roland Geyer, University of California, Santa Barbara

Bren School of Environmental Science and Management
University of California, Santa Barbara
Santa Barbara, California, United States of America

Douglas J McCauley, University of California, Santa Barbara

Schmidt Center for Data Science and Environment
University of California, Berkeley
Berkeley, California, United States of America

Benioff Ocean Science Laboratory
Marine Science Institute
University of California, Santa Barbara
Santa Barbara, California, United States of America

Ecology, Evolution, and Marine Biology Department
University of California, Santa Barbara
Santa Barbara, California, United States of America

Department of Environmental Science, Policy and Management
University of California, Berkeley
Berkeley, California, United States of America

Magali de Bruyn, University of California, Berkeley

Schmidt Center for Data Science and Environment
University of California, Berkeley
Berkeley, California, United States of America

Molly R Morse, University of California, Santa Barbara

Benioff Ocean Science Laboratory
Marine Science Institute
University of California, Santa Barbara
Santa Barbara, California, United States of America

Neil Nathan, University of California, Santa Barbara

Benioff Ocean Science Laboratory
Marine Science Institute
University of California, Santa Barbara
Santa Barbara, California, United States of America

Kevin Koy, University of California, Berkeley

Schmidt Center for Data Science and Environment
University of California, Berkeley
Berkeley, California, United States of America

Ciera Martinez, University of California, Berkeley

Schmidt Center for Data Science and Environment
University of California, Berkeley
Berkeley, California, United States of America

References

2025. Claude. Anthropic.

2023. Diagrams.net. jgraph.

Abspoel, L. et al. 2021. Communicating maritime spatial planning: The MSP Challenge approach. Marine Policy. 132, (Oct. 2021), 103486. DOI: 10.1016/j.marpol.2019.02.057. DOI: https://doi.org/10.1016/j.marpol.2019.02.057

Alfredson, T. and Cungu, A. 2008. Negotiation theory and practice: A review of the literature. Food; Agriculture Organization of the United Nations.

Appleton, M. 2022. Programming portals.

Benioff, M. 2023. Marc Benioff on X. X Corp.

Berlow, E. 2010. Simplifying complexity. TED.

Bernabeu, J. et al. 2012. Humans TXT.

Bitzer, D. et al. 1961. PLATO: An automatic teaching device. IRE Transactions on Education. 4, 4 (1961), 157–161. DOI: 10.1109/TE.1961.4322215. DOI: https://doi.org/10.1109/TE.1961.4322215

Blank, J. and Deb, K. 2020. Pymoo: Multi-objective optimization in Python. IEEE Access. 8, (2020), 89497–89509. DOI: 10.1109/ACCESS.2020.2990567. DOI: https://doi.org/10.1109/ACCESS.2020.2990567

Bostock, M. 2023. D3 gallery. Observable.

Bostock, M. 2023. D3.js. Observable.

Brewer, C. et al. 2013. ColorBrewer 2.0. The Pennsylvania State University.

Brown, M. 2015. Half-Life 2’s invisible tutorial. Game Makers Toolkit.

Brown, M. 2023. How Nintendo solved Zelda’s open world problem. Game Makers Toolkit.

Brown, M. 2017. Legend of Zelda: Breath of the Wild - an open world adventure. Game Makers Toolkit.

Brown, M. 2020. Storytelling in spaces: How level design can tell a story. Game Makers Toolkit.

Brown, M. 2015. Super Mario 3D World’s 4 step level design. Game Makers Toolkit.

Brown, M. 2023. The world design of Banjo-Kazooie. Game Makers Toolkit.

Bruno, B. 2022. IP addresses - the next big privacy concern. Forbes.

Brusilovsky, P. 1994. Explanatory visualization in an educational programming environment: Connecting examples with general knowledge. Human-computer interaction. B. Blumenthal et al., eds. Springer Berlin Heidelberg. 202–212. DOI: 10.1007/3-540-58648-2_38. DOI: https://doi.org/10.1007/3-540-58648-2_38

Carson, D. 2000. Environmental storytelling: Creating immersive 3D worlds using lessons learned from the theme park industry. Game Developer.

Case, N. et al. 2021. Explorabl.es.

Celes42 2025. The language that never was. Carrot Games.

CPHS What needs CPHS/OPHS review. University of California.

Creative Commons 2013. Creative commons attribution 4.0 international license. Creative Commons.

Dragicevic, P. et al. 2019. Increasing the transparency of research papers with explorable multiverse analyses. Proceedings of the 2019 CHI conference on human factors in computing systems (Glasgow, Scotland, UK, May 2019), 1–15. DOI: 10.1145/3290605.3300295. DOI: https://doi.org/10.1145/3290605.3300295

Few, S. 2019. The perceptual and cognitive limits of multivariate data visualization. Perceptual Edge.

Geyer, R. et al. 2023. Webinar launch: Policy simulation tool in support of the UN global plastics treaty. University of California.

Guardiola, E. 2016. The gameplay loop: A player activity model for game design and analysis. Proceedings of the 13th international conference on advances in computer entertainment technology (New York, NY, USA, 2016). DOI: 10.1145/3001773.3001791. DOI: https://doi.org/10.1145/3001773.3001791

Hayes, N. 2023. Data visualization for education: When asking questions is the answer. Stamen.

Hetherington, E.D. and Phillips, A.A. 2020. A scientist’s guide for engaging in policy in the United States. Frontiers in Marine Science. 7, (Jun. 2020), 409. DOI: 10.3389/fmars.2020.00409. DOI: https://doi.org/10.3389/fmars.2020.00409

Hocking, C. 2007. Ludonarrative dissonance in Bioshock. Click Nothing.

Ivanova, M. 2025. What now for the global plastics treaty? Nature. (2025). DOI: 10.1038/d41586-025-03472-z. DOI: https://doi.org/10.1038/d41586-025-03472-z

Jean, S. et al. 2018. Serious games as planning support systems: Learning from playing Maritime Spatial Planning Challenge 2050. Water. 10, 12 (Dec. 2018), 1786. DOI: 10.3390/w10121786. DOI: https://doi.org/10.3390/w10121786

JM8 2023. Modern difficulty systems are broken and boring. The Escapist.

Jones, A. et al. 2022. Facilitator guide to the en-ROADS climate workshop. Climate Interactive.

Keith, D.R. et al. 2017. Driving the future : A management flight simulator of the US automobile market. Simulation & Gaming. 48, 6 (Dec. 2017), 735–769. DOI: 10.1177/1046878117737807. DOI: https://doi.org/10.1177/1046878117737807

Legaspi, Z. 2023. UN talks to end global plastic pollution resume in Paris. Vatican News.

MacFarlane, J. 2022. Pandoc.

MDN 2023. Beacon API. Mozilla Corporation.

Meeks, E. 2018. What video games have to teach us about data visualization. Data Visualization Society.

Metropolis, N. 1987. The beginning of the monte carlo method. Los Alamos Science.

Multilateral Fund for the Implementation of the Montreal Protocol 2024. The Kigali Amendment. Multilateral Fund for the Implementation of the Montreal Protocol.

NIH Definition of human subjects research. National Institutes of Health.

Nolin, J. 1999. Timing and sponsorship: The research to policy process and the European Union’s Kyoto Proposal. Minerva. 37, 2 (1999), 165–181. DOI: 10.1023/A:1004623529580. DOI: https://doi.org/10.1023/A:1004623529580

Nutt, C. and Hayashida, K. 2012. The structure of fun: Learning from Super Mario 3D Land’s director. Game Developer.

OSI The 3-clause BSD license. Open Source Initiative.

Parr, T. 2023. ANTLR. ANTLR.

Portnow, J. 2022. How Disney inspired a generation of designers. Extra Credits.

Portnow, J. et al. 2012. The role of the player. Extra Credits.

Pottinger, A. 2022. When accuracy isn’t enough: Visualization and game design. Towards Data Science.

Pottinger, A.S. et al. 2026. Kigali sim: Open source simulation toolkit for modeling substances and policies related to the Montreal protocol. Journal of Open Source Software. 11, 121 (2026), 10104. DOI: 10.21105/joss.10104. DOI: https://doi.org/10.21105/joss.10104

Pottinger, A.S. et al. 2024. Pathways to reduce global plastic waste mismanagement and greenhouse gas emissions by 2050. Science. 386, 6726 (2024), 1168–1173. DOI: 10.1126/science.adr3837. DOI: https://doi.org/10.1126/science.adr3837

Pottinger, A.S. and Zarpellon, G. 2023. Pyafscgap.org: Open source multi-modal Python-based tools for NOAA AFSC RACE GAP. Journal of Open Source Software. 8, 86 (Jun. 2023), 5593. DOI: 10.21105/joss.05593. DOI: https://doi.org/10.21105/joss.05593

Rooney-Varga, J.N. et al. 2025. Interactive role-play with climate policy simulation can motivate evidence-based climate action. Communications Earth & Environment. 6, 1 (Sep. 2025), 769. DOI: 10.1038/s43247-025-02744-w. DOI: https://doi.org/10.1038/s43247-025-02744-w

Rooney-Varga, J.N. et al. 2020. The Climate Action Simulation. Simulation & Gaming. 51, 2 (Apr. 2020), 114–140. DOI: 10.1177/1046878119890643. DOI: https://doi.org/10.1177/1046878119890643

Schell, J. 2019. The art of game design: A book of lenses. Taylor & Francis.

Schlossberg, T. 2023. How to end plastic pollution on Earth for good. The Washington Post.

Shea, C. 2021. Art of the level: Why Breath of the Wild’s Great Plateau is gaming’s greatest tutorial. IGN Games.

Shneiderman, B. and Plaisant, C. 2006. Strategies for evaluating information visualization tools: Multi-dimensional in-depth long-term case studies. Proceedings of the 2006 AVI workshop on BEyond time and errors: Novel evaluation methods for information visualization (Venice, Italy, May 2006), 1–7. DOI: 10.1145/1168149.1168158. DOI: https://doi.org/10.1145/1168149.1168158

Stewart, B. 2011. Personality and play styles: A unified model. Game Developer.

Swain, D. 2023. Climate researchers need support to become scientist-communicators. Nature. 624, 7990 (Dec. 2023), 9–9. DOI: 10.1038/d41586-023-03436-1. DOI: https://doi.org/10.1038/d41586-023-03436-1

Takahashi, D. and Nelson, R. 2018. Red Dead Redemption 2: A deep dive into Rockstar’s game design. GamesBeat.

Tufte, E.R. 2006. The cognitive style of PowerPoint: Pitching out corrupts within. Graphics Press.

Tyler, C. 2013. Top 20 things scientists need to know about policy-making. The Guardian.

UNEP 2024. Fourth session (INC-4). United Nations Environment Programme.

UNEP 2022. Resolution adopted by the United Nations Environment Assembly on 2 March 2022. United Nations Environment Programme.

UNEP 2024. Sixth session of the United Nations Environment Assembly. United Nations Environment Programme.

UNEP 2023. Third session of negotiations on an international plastics treaty advance in Nairobi. United Nations Environment Programme.

UNEP 2023. Zero draft text of the international legally binding instrument on plastic pollution, including in the marine environment. United Nations Environment Programme.

Victor, B. 2011. Explorable explanations. Bret Victor.

Victor, B. 2014. Humane representation of thought: A trail map for the 21st century. Proceedings of the 27th annual ACM symposium on user interface software and technology (2014). DOI: 10.1145/2642918.2642920. DOI: https://doi.org/10.1145/2642918.2642920

Visalli, M.E. et al. 2020. Data-driven approach for highlighting priority areas for protection in marine areas beyond national jurisdiction. Marine Policy. 122, (Dec. 2020), 103927. DOI: 10.1016/j.marpol.2020.103927. DOI: https://doi.org/10.1016/j.marpol.2020.103927

Walsh, A. 2019. Giving permission for adults to play. Journal of Play in Adulthood. 1, 1 (2019), 1–14. DOI: 10.5920/jpa.565. DOI: https://doi.org/10.5920/jpa.565

West, M. 2008. The whimsy of domain-specific languages. Game Developer.

Winton, S. 2024. It feels like we’ve heard this before: Progress stalls after 3 days at INC-5. Governing Plastics Network, University of Surrey.

WWF Plastic pollution treaty. World Wide Fund For Nature.

Zylinski, K. 2023. Hot reload gameplay code.