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Advancing the Science of Collaborative Problem Solving
Open accessAbstract
Collaborative problem solving (CPS) has been receiving increasing international attention because much of the complex work in the modern world is performed by teams. However, systematic education and training on CPS is lacking for those entering and participating in the workforce. In 2015, the Programme for International Student Assessment (PISA), a global test of educational progress, documented the low levels of proficiency in CPS. This result not only underscores a significant societal need but also presents an important opportunity for psychological scientists to develop, adopt, and implement theory and empirical research on CPS and to work with educators and policy experts to improve training in CPS. This article offers some directions for psychological science to participate in the growing attention to CPS throughout the world. First, it identifies the existing theoretical frameworks and empirical research that focus on CPS. Second, it provides examples of how recent technologies can automate analyses of CPS processes and assessments so that substantially larger data sets can be analyzed and so students can receive immediate feedback on their CPS performance. Third, it identifies some challenges, debates, and uncertainties in creating an infrastructure for research, education, and training in CPS. CPS education and assessment are expected to improve when supported by larger data sets and theoretical frameworks that are informed by psychological science. This will require interdisciplinary efforts that include expertise in psychological science, education, assessment, intelligent digital technologies, and policy.
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“Thus, collaboration deficits largely stem from a lack of adequate preparation (Fiore et al., 2018; Graesser et al., 2018).”
From A Feasibility and Implementation Integrity Study of the Community Builder (CoBi): An AI-based Collaboration Support System in K-12 Classrooms (2025) · cites this paper as Graesser et al., 2018
In the citing paper
“Understanding what makes effective collaboration is of crucial importance for professional practice and training (Détienne et al. 2012; Graesser et al. 2018), as evidenced by the long line of research on group or team collaboration over the past 40 years (for a review, see e.g., Salas et al. 2004; Mathieu et al. 2017).”
From Creativity, Critical Thinking, Communication, and Collaboration: Assessment, Certification, and Promotion of 21st Century Skills for the Future of Work and Education (2023) · cites this paper as Graesser et al. 2018
In the citing paper
“Collaborative problem solving—and more generally, collaboration—has gained increasing attention in national and international assessments (e.g., PISA) as an educational priority encompassing social, emotional, and cognitive skills critical to efficiency, effectiveness, and innovation in the modern global economy (Graesser et al. 2018; OECD 2017).”
From Creativity, Critical Thinking, Communication, and Collaboration: Assessment, Certification, and Promotion of 21st Century Skills for the Future of Work and Education (2023) · cites this paper as Graesser et al. 2018
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Self-citationBurns, S., Brathwaite, L., Hoan, E., Yu, E., Yasiniyan, S., White, L. A., Dhuey, E., & Perlman, M. (2025) · Educational Review · doi:10.1080/00131911.2025.2450228 · Cited by 3
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“Our findings align with the learning gains and self-regulated behavior documented in decades of research on ITS showing that adaptive, feedback-driven tutoring can result in learning gains similar to those of human tutors (VanLehn 2011; Graesser et al. 2018).”
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Eleftheriadou, S., Pampaka, M., Williams, J. S., & Cernat, A. (2026) · Assessment in Education Principles Policy and Practice · doi:10.1080/0969594x.2026.2635969 · Cited by 1
“Furthermore, the approach of replacing real humans with computer-simulated partners in the groups has been previously criticised for lacking authenticity and deviating from ecologically valid CPS activities (Graesser et al., 2018; Rosen, 2015; Scoular et al., 2017; Siddiq & Scherer, 2017).”
InfluentialRead the Room or Lead the Room: Understanding Socio-Cognitive Dynamics in Human-AI Teaming
Choi, J., Samadi, M. A., Jaquay, S., Park, S., & Nixon, N. (2026) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/3785022.3785121 · Cited by 7
Collaborative Dialogue Analysis for Productive Problem Solving
Kim, Y. J., Hong, D., Zou, X., Hmelo‐Silver, C. E., Min, W., Chaturvedi, S., & Lester, J. C. (2026) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/3785022.3785065 · Cited by 1
Empowering Education Through Collaboration: School as a Learning Community
Babić, D. P., & Zdravković, K. M. (2026) · Social interaction in learning and development · doi:10.1007/978-3-032-19894-5_10 · Cited by 1
When Collaboration Fails: Why Adolescents Struggle to Work Together
Ilic, I. S., & Baucal, A. (2026) · Social interaction in learning and development · doi:10.1007/978-3-032-19894-5_5 · Cited by 1
Huang, X., Ochôa, X., & Hiterer, D. (2026) · Lecture notes in computer science · doi:10.1007/978-3-032-29744-0_28 · Cited by 1
Mustain, I., Abdurohman, Iskandar, E., & Nuryaman, D. (2021) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1764/1/012149 · Cited by 1
“Graesser and his colleagues argue thatcollaborative problem solving (CPS) requires a set of cognitive and social skills that aredifferent from traditional studies on an individual’s problem solving[11].”
BackgroundThe impact of peer feedback on collaborative problem-solving skills in the online environment
KARADAĞ, Y., & Yalçın, S. (2023) · International Journal of Assessment Tools in Education · doi:10.21449/ijate.1290901 · Cited by 2
“…and improving the conceptual structure of CPS (Arıcı, 2019; Karakuş, 2020; Uzunosmanoğlu, 2013; Roschelle & Teasley, 1995; Barron, 2000; Rummel & Spada, 2005; Andrews-Todd et al., 2018; Molnár et al., 2021) as well as examining the influence of CPS on academic achievement (James & Johnston, 1996).”
A Methodology Aimed to Foster Collaboration Skills by using Educational Robotics
Demetroulis, E. A. (2023) · International Conference of the ACM Greek SIGCHI Chapter (CHIGreece) · doi:10.1145/3609987.3610013 · Cited by 1
“In parallel, Graesser et al. [5] stated “ . . . nearly in essence, we are at ground zero in terms of pedagogical approaches to improving CPS (Collaborative Problem Solving) skills”.”
BackgroundBessagnet, A., & Abreu, A. (2024) · Journal of Small Business and Enterprise Development · doi:10.1108/jsbed-07-2023-0293 · Cited by 1
Guerrero, J. C. S., Ortega, F. J. R., Ortiz, A. M. R., & Álzate, Ó. E. T. (2024) · Revista de Investigación Desarrollo e Innovación · doi:10.19053/uptc.20278306.v14.n2.2024.18157 · Cited by 1
Trikoili, A., Georgiou, D., & Pittich, D. (2024) · Frontiers in Education · doi:10.3389/feduc.2024.1483034 · Cited by 1
Optimalisasi Pengembangan Soft Skill Melalui Teknologi Artificial Intellegence di Pesantren
Husairi, H., & Sodikin, S. (2023) · Al-Jadwa Jurnal Studi Islam · doi:10.38073/aljadwa.v3i1.1770 · Cited by 1
Tracking Individual Beliefs in Co-situated Groups Using Multimodal Input
Bradford, M., Khebour, I., VanderHoeven, H., Venkatesha, V., Blanchard, N., & Krishnaswamy, N. (2025) · Lecture notes in computer science · doi:10.1007/978-3-031-93412-4_8 · Cited by 1
“Another study took a broader look at collaborative skills and assessment, finding that many students and adults lack proficient collaborative problem-solving skills [10].”
Origami-based collaborative spatial problem-solving: Multimodal observational study
Popov, V., Li, Y., Du, H., Zhu, G., Myers, P. L., Ridgley, L. M., & Geary, D. C. (2025) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2025.101920 · Cited by 1
SCHOOL PROBLEMS AND TEACHERS’ COLLABORATION: BEFORE A COLLABORATIVE PROBLEM SOLVING PROGRAM
Ataíde, A., Souto, I., & Pereira, A. (2019) · Education and new developments · doi:10.36315/2019v1end047 · Cited by 1
“It is a priority to train teachers in CPS and empower these educational leaders and changemakers (Fullan & Hargreaves, 1991; Graesser et al., 2018; IDEO & Riverdale Country School, 2012; Jardim & Pereira, 2016).”
BackgroundEffects of Task Design on Collaboration Patterns in an Online Task.
Andrews‐Todd, J., & Toscano, M. (2020) · Cited by 1
Self-citationYang, C.-W., Cukurova, M., & Porayska‐Pomsta, K. (2021) · UCL Discovery (University College London) · Cited by 1
Development of Scalable Assessment for Collaborative Problem-Solving
Rosen, Y., Stoeffler, K., Simmering, V. R., Hao, J., & von Davier, A. A. (2021) · Springer eBooks · doi:10.1007/978-3-030-65291-3_28 · Cited by 1
Fostering Nursing Students' Critical Thinking and Problem Solving Skills in Online Discussion Forums
Luo, S. (2023) · Journal of Nursing Education · doi:10.3928/01484834-20230208-10 · Cited by 1
Networks of Coupled Oscillators and Social Network Structures of Teams
Huang, E. (2020) · eScholarship (California Digital Library) · Cited by 1
What is distinctive about educational leadership?
Robinson, V. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-818630-5.05001-6 · Cited by 1
Students’ Proportional Reasoning Ability in Junior High School Using Collaborative Problem Solving
Nurhayati, N., & Kusumah, Y. S. (2020) · Proceedings of the Proceedings of the 7th Mathematics, Science, and Computer Science Education International Seminar, MSCEIS 2019, 12 October 2019, Bandung, West Java, Indonesia · doi:10.4108/eai.12-10-2019.2296522
Digital support for collaborative problem solving: problems and prospects development
Vysotskaya, E. V., Lobanova, A. D., Михайловна, У. И., & Yanishevskaya, M. A. (2020) · doi:10.18411/lj-11-2020-83
Winther, E., Paeßens, J., Ma, B., Tröster, M., & Bowien-Jansen, B. (2021) · Zeitschrift für Weiterbildungsforschung · doi:10.1007/s40955-021-00195-2 · Cited by 2
“So gilt aus Sicht der (beruflichen) Weiterbildungsforschung u.a. die Kollaboration als eine wichtige Kompetenz für den Arbeitsmarkt (von Davier et al. 2017; Graesser et al. 2018; Hesse et al. 2015).”
Background
Metadata
- Authors
- Graesser, A. C., Fiore, S. M., Greiff, S., Andrews-Todd, J., Foltz, P. W., & Hesse, F. W.
- Affiliations
- University of Memphis (US)
- University of Central Florida (US)
- University of Luxembourg (LU)
- Educational Testing Service, Princeton, New Jersey
- University of Colorado Boulder (US)
- Leibniz-Institut für Wissensmedien (DE)
- Corresponding author
- Graesser, Arthur C.
- Venue
- Psychological Science in the Public Interest
- Publisher
- SAGE Publications
- Published
- 2018-11
- Volume
- 19
- Issue
- 2
- Pages
- 59-92
- ISSN
- 1539-6053 (ISSN-L)
- 1529-1006
- OpenAlex
- W2902754622
- Semantic Scholar
- 6b5206e860f258dc3d228eb498005371c19e809c
- Cited by
- 390
- References
- 160
- Citations by year
- 2026: 53 · 2025: 71 · 2024: 71 · 2023: 67 · 2022: 42 · 2021: 42 · 2020: 22 · 2019: 21 · 2018: 1
- FWCI
- 42.20
- Type
- journal article
- Language
- en
- Open access
- Locations
- Gothic.net (publishedVersion)
- PubMed (publishedVersion)
- Journal of International Crisis and Risk Communication Research (submittedVersion)
- Open Repository and Bibliography (University of Luxembourg) (submittedVersion, cc-by-nc-sa)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Innovative Teaching and Learning Methods
- Social Sciences › Education › Problem and Project Based Learning
- Social Sciences › Psychology › Applied Psychology › Problem Solving Skills Development
- Keywords
- collaborative problem solving, teamwork, PISA, interdisciplinary research, employee training
- MeSH terms
- Cooperative Behavior, Education, Group Processes, Humans, Models, Psychological, Problem Solving
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