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At Think:Kids at Massachusetts General Hospital (https://thinkkids.org/) we transform the lives of kids and families by spreading a more accurate and empathic view of children with challenging behavior. We do this by teaching adults our revolutionary, evidence-based Collaborative Problem Solving® (CPS) approach. CPS is an approach to responding to challenging behavior that promotes the understanding that kids with behavioral challenges lack the skill—not the will—to behave ; specifically, skills related to problem-solving, flexibility, and frustration tolerance.

Research has shown that CPS reduces challenging behavior, stress levels, and punitive responses and teaches kids the skills they lack while building helping relationships with adults in their lives. Unlike traditional discipline models, the CPS approach avoids using power, control, and motivational procedures. Instead, it focuses on collaborating with kids to solve the problems leading to their challenging behavior and build the skills they need to succeed.

*PLEASE NOTE* Collaborative Problem Solving is not for CME credit.

Collaborative Problem Solving® Tier 1 Training: Essential Foundation 

Tier 1 training covers all aspects of the evidence-based CPS approach, including assessment, planning, and intervention, as well as the neurobiology behind the approach.

Collaborative Problem Solving® Tier 2 Training: Advanced Concepts

Tier 2 training deepens skills at all phases of the approach, enhances implementation in the real world, including in group and emergency situations, and discusses how to use CPS to enhance cultural responsiveness. A focus on deepening skills at all phases of the approach and enhancing implementation in the real world.

Target Audience

This program is intended for professionals from different disciplines related to child mental health. This includes physicians, psychologists, social workers, licensed mental health counselors and nurses.

Learning Objectives

By the end of this training, participants will be able to:

  • Understand why traditional approaches may not be well suited to the needs of children with social, emotional, and behavioral challenges.
  • Learn the philosophy of the CPS approach.
  • Identify the five cognitive skills that are frequently lacking in kids with challenging behaviors.
  • Develop expectations for youth that are realistic and age appropriate.
  • Know when to use the three primary interventions based on the goal at hand.
  • Learn how CPS operationalizes the latest research on trauma-informed care.

By the end of this training, participants will be able to: 

  • Troubleshoot all aspects of CPS, even in the most challenging situations.
  • Utilize CPS in group settings, emergency, and spontaneous situations.
  • Apply CPS in a neuro-biologically informed manner.
  • Work with other adults who are rooted in conventional wisdom.
  • Use CPS to enhance cultural responsiveness.
  • Identify strategies for ongoing learning and application at home, work, and in larger systems.

Collaborative Problem Solving® Tier 1 Training: Essential Foundation

Tier 1 In-Person Schedule:

Coaching Schedule Group 1 (Virtual)

Zoom Room:   https://partners.zoom.us/j/83621462450?pwd=M3pPVVZkb00rUkFIQjV4dkEvajdxdz09 

Password: CPS

Coaching Schedule Group 2 (Virtual)

Zoom Room: https://partners.zoom.us/j/85600268527?pwd=aGZxa1ZFdGhVa2wzdzNOZTF2dW1oQT09

Tier 2 In- Person Schedule

Stuart Ablon, PhD

Heather johnson, phd.

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Mass General Research Institute

collaborative problem solving mass general

J. Stuart Ablon, Ph.D.

Research interests, research narrative.

J. Stuart Ablon, Ph.D., is the Director of Think:Kids in the Department of Psychiatry at Massachusetts General Hospital. He is also Associate Clinical Professor of Psychology in the Department of Psychiatry at Harvard Medical School. Dr. Ablon co-founded the Center for Collaborative Problem Solving where he also served as Co-Director from its inception until 2008. Dr. Ablon is co-author of Treating Explosive Kids: The Collaborative Problem Solving Approach and author of numerous articles, chapters and scientific papers on the process and outcome of psychosocial interventions. A dynamic and engaging speaker, Dr. Ablon was recently ranked #5 on the list of the world’s top rated keynote speakers in the academic arena.

Dr. Ablon’s research has been funded by, amongst others, the National Institute of Health, the American Psychological Association, the American Psychoanalytic Association, the International Psychoanalytic Association, the Mood and Anxiety Disorders Institute, and the Endowment for the Advancement of Psychotherapy. Dr. Ablon received his doctorate in clinical psychology from the University of California at Berkeley and completed his predoctoral and postdoctoral training at Massachusetts General Hospital and Harvard Medical School. Dr. Ablon trains parents, educators, and clinicians and consults to schools and treatment programs throughout the world in the Collaborative Problem Solving approach.

Contact Info

collaborative problem solving mass general

Collaborative Problem Solving

An Evidence-Based Approach to Implementation and Practice

  • © 2019
  • Alisha R. Pollastri 0 ,
  • J. Stuart Ablon 1 ,
  • Michael J.G. Hone 2

Think:Kids Program, Massachusetts General Hospital, Boston, USA

You can also search for this editor in PubMed   Google Scholar

Crossroads Children’s Mental Health Centre, Ottawa, Canada

  • Concise guide written for ease-of-use across mental health and para-professionals interested in behavioral management
  • Focused on clinical practice and implementation across settings
  • Written by thought leaders in Collaborative Problem Solving

Part of the book series: Current Clinical Psychiatry (CCPSY)

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Table of contents (9 chapters)

Front matter, what is collaborative problem solving and why use the approach.

  • J. Stuart Ablon

CPS as a Neurodevelopmentally Sensitive and Trauma-Informed Approach

  • Bruce D. Perry, J. Stuart Ablon

How to Apply Implementation Science Frameworks to Support and Sustain Change

  • Michelle A. Duda, Alexia Jaouich, Trevor W. Wereley, Michael J. G. Hone

Implementing CPS in Clinical Settings

  • Robert E. (Bob) Lieberman, Whitney Vail, Kevin George

Implementing CPS in Educational Settings

  • Erica A. Stetson, Amy E. Plog

CPS in a Large Multiservice Organization: A Case Study

  • Katherine G. Peatross, Kathleen A. McNamara

Implementing and Practicing Collaborative Problem Solving with Integrity

  • Alisha R. Pollastri, Arielle Wezdenko

Research and Evaluation of CPS Outcomes

  • Alisha R. Pollastri, Lu Wang

Using CPS to Foster Employee Success

  • Michael J. G. Hone

Back Matter

  • Trauma-informed care
  • Behavioral challenges in children
  • Community-Based care
  • Program implementation
  • Non-punitive responses

About this book

This book is the first to systematically describe the key components necessary to ensure successful implementation of Collaborative Problem Solving (CPS) across mental health settings and non-mental health settings that require behavioral management.  This resource is designed by the leading experts in CPS and is focused on the clinical and implementation strategies that have proved most successful within various private and institutional agencies.  The book begins by defining the approach before delving into the neurobiological components that are key to understanding this concept.  Next, the book covers the best practices for implementation and evaluating outcomes, both in the long and short term.  The book concludes with a summary of the concept and recommendations for additional resources, making it an excellent concise guide to this cutting edge approach.

Collaborative Problem Solving  is an excellent resource for psychiatrists,psychologists, social workers, and all medical professionals working to manage troubling behaviors.  The text is also valuable for readers interested in public health, education, improved law enforcement strategies, and all stakeholders seeking to implement this approach within their program, organization, and/or system of care.  

Editors and Affiliations

Alisha R. Pollastri, J. Stuart Ablon

Michael J.G. Hone

About the editors

Alisha Pollastri, Ph.D. Massachusetts General Hospital Psychiatry: Think:Kids 151 Merrimac Street Boston MA 02114

Michael Hone Massachusetts General Hospital Psychiatry: Think:Kids 151 Merrimac Street Boston MA 02114

Bibliographic Information

Book Title : Collaborative Problem Solving

Book Subtitle : An Evidence-Based Approach to Implementation and Practice

Editors : Alisha R. Pollastri, J. Stuart Ablon, Michael J.G. Hone

Series Title : Current Clinical Psychiatry

DOI : https://doi.org/10.1007/978-3-030-12630-8

Publisher : Springer Cham

eBook Packages : Medicine , Medicine (R0)

Copyright Information : Springer Nature Switzerland AG 2019

Softcover ISBN : 978-3-030-12629-2 Published: 18 June 2019

eBook ISBN : 978-3-030-12630-8 Published: 06 June 2019

Series ISSN : 2626-241X

Series E-ISSN : 2626-2398

Edition Number : 1

Number of Pages : XVII, 206

Number of Illustrations : 2 b/w illustrations, 9 illustrations in colour

Topics : Psychiatry , Clinical Psychology , Public Health , Pediatrics , Social Work

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  • Review Article
  • Open access
  • Published: 11 January 2023

The effectiveness of collaborative problem solving in promoting students’ critical thinking: A meta-analysis based on empirical literature

  • Enwei Xu   ORCID: orcid.org/0000-0001-6424-8169 1 ,
  • Wei Wang 1 &
  • Qingxia Wang 1  

Humanities and Social Sciences Communications volume  10 , Article number:  16 ( 2023 ) Cite this article

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  • Science, technology and society

Collaborative problem-solving has been widely embraced in the classroom instruction of critical thinking, which is regarded as the core of curriculum reform based on key competencies in the field of education as well as a key competence for learners in the 21st century. However, the effectiveness of collaborative problem-solving in promoting students’ critical thinking remains uncertain. This current research presents the major findings of a meta-analysis of 36 pieces of the literature revealed in worldwide educational periodicals during the 21st century to identify the effectiveness of collaborative problem-solving in promoting students’ critical thinking and to determine, based on evidence, whether and to what extent collaborative problem solving can result in a rise or decrease in critical thinking. The findings show that (1) collaborative problem solving is an effective teaching approach to foster students’ critical thinking, with a significant overall effect size (ES = 0.82, z  = 12.78, P  < 0.01, 95% CI [0.69, 0.95]); (2) in respect to the dimensions of critical thinking, collaborative problem solving can significantly and successfully enhance students’ attitudinal tendencies (ES = 1.17, z  = 7.62, P  < 0.01, 95% CI[0.87, 1.47]); nevertheless, it falls short in terms of improving students’ cognitive skills, having only an upper-middle impact (ES = 0.70, z  = 11.55, P  < 0.01, 95% CI[0.58, 0.82]); and (3) the teaching type (chi 2  = 7.20, P  < 0.05), intervention duration (chi 2  = 12.18, P  < 0.01), subject area (chi 2  = 13.36, P  < 0.05), group size (chi 2  = 8.77, P  < 0.05), and learning scaffold (chi 2  = 9.03, P  < 0.01) all have an impact on critical thinking, and they can be viewed as important moderating factors that affect how critical thinking develops. On the basis of these results, recommendations are made for further study and instruction to better support students’ critical thinking in the context of collaborative problem-solving.

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Introduction.

Although critical thinking has a long history in research, the concept of critical thinking, which is regarded as an essential competence for learners in the 21st century, has recently attracted more attention from researchers and teaching practitioners (National Research Council, 2012 ). Critical thinking should be the core of curriculum reform based on key competencies in the field of education (Peng and Deng, 2017 ) because students with critical thinking can not only understand the meaning of knowledge but also effectively solve practical problems in real life even after knowledge is forgotten (Kek and Huijser, 2011 ). The definition of critical thinking is not universal (Ennis, 1989 ; Castle, 2009 ; Niu et al., 2013 ). In general, the definition of critical thinking is a self-aware and self-regulated thought process (Facione, 1990 ; Niu et al., 2013 ). It refers to the cognitive skills needed to interpret, analyze, synthesize, reason, and evaluate information as well as the attitudinal tendency to apply these abilities (Halpern, 2001 ). The view that critical thinking can be taught and learned through curriculum teaching has been widely supported by many researchers (e.g., Kuncel, 2011 ; Leng and Lu, 2020 ), leading to educators’ efforts to foster it among students. In the field of teaching practice, there are three types of courses for teaching critical thinking (Ennis, 1989 ). The first is an independent curriculum in which critical thinking is taught and cultivated without involving the knowledge of specific disciplines; the second is an integrated curriculum in which critical thinking is integrated into the teaching of other disciplines as a clear teaching goal; and the third is a mixed curriculum in which critical thinking is taught in parallel to the teaching of other disciplines for mixed teaching training. Furthermore, numerous measuring tools have been developed by researchers and educators to measure critical thinking in the context of teaching practice. These include standardized measurement tools, such as WGCTA, CCTST, CCTT, and CCTDI, which have been verified by repeated experiments and are considered effective and reliable by international scholars (Facione and Facione, 1992 ). In short, descriptions of critical thinking, including its two dimensions of attitudinal tendency and cognitive skills, different types of teaching courses, and standardized measurement tools provide a complex normative framework for understanding, teaching, and evaluating critical thinking.

Cultivating critical thinking in curriculum teaching can start with a problem, and one of the most popular critical thinking instructional approaches is problem-based learning (Liu et al., 2020 ). Duch et al. ( 2001 ) noted that problem-based learning in group collaboration is progressive active learning, which can improve students’ critical thinking and problem-solving skills. Collaborative problem-solving is the organic integration of collaborative learning and problem-based learning, which takes learners as the center of the learning process and uses problems with poor structure in real-world situations as the starting point for the learning process (Liang et al., 2017 ). Students learn the knowledge needed to solve problems in a collaborative group, reach a consensus on problems in the field, and form solutions through social cooperation methods, such as dialogue, interpretation, questioning, debate, negotiation, and reflection, thus promoting the development of learners’ domain knowledge and critical thinking (Cindy, 2004 ; Liang et al., 2017 ).

Collaborative problem-solving has been widely used in the teaching practice of critical thinking, and several studies have attempted to conduct a systematic review and meta-analysis of the empirical literature on critical thinking from various perspectives. However, little attention has been paid to the impact of collaborative problem-solving on critical thinking. Therefore, the best approach for developing and enhancing critical thinking throughout collaborative problem-solving is to examine how to implement critical thinking instruction; however, this issue is still unexplored, which means that many teachers are incapable of better instructing critical thinking (Leng and Lu, 2020 ; Niu et al., 2013 ). For example, Huber ( 2016 ) provided the meta-analysis findings of 71 publications on gaining critical thinking over various time frames in college with the aim of determining whether critical thinking was truly teachable. These authors found that learners significantly improve their critical thinking while in college and that critical thinking differs with factors such as teaching strategies, intervention duration, subject area, and teaching type. The usefulness of collaborative problem-solving in fostering students’ critical thinking, however, was not determined by this study, nor did it reveal whether there existed significant variations among the different elements. A meta-analysis of 31 pieces of educational literature was conducted by Liu et al. ( 2020 ) to assess the impact of problem-solving on college students’ critical thinking. These authors found that problem-solving could promote the development of critical thinking among college students and proposed establishing a reasonable group structure for problem-solving in a follow-up study to improve students’ critical thinking. Additionally, previous empirical studies have reached inconclusive and even contradictory conclusions about whether and to what extent collaborative problem-solving increases or decreases critical thinking levels. As an illustration, Yang et al. ( 2008 ) carried out an experiment on the integrated curriculum teaching of college students based on a web bulletin board with the goal of fostering participants’ critical thinking in the context of collaborative problem-solving. These authors’ research revealed that through sharing, debating, examining, and reflecting on various experiences and ideas, collaborative problem-solving can considerably enhance students’ critical thinking in real-life problem situations. In contrast, collaborative problem-solving had a positive impact on learners’ interaction and could improve learning interest and motivation but could not significantly improve students’ critical thinking when compared to traditional classroom teaching, according to research by Naber and Wyatt ( 2014 ) and Sendag and Odabasi ( 2009 ) on undergraduate and high school students, respectively.

The above studies show that there is inconsistency regarding the effectiveness of collaborative problem-solving in promoting students’ critical thinking. Therefore, it is essential to conduct a thorough and trustworthy review to detect and decide whether and to what degree collaborative problem-solving can result in a rise or decrease in critical thinking. Meta-analysis is a quantitative analysis approach that is utilized to examine quantitative data from various separate studies that are all focused on the same research topic. This approach characterizes the effectiveness of its impact by averaging the effect sizes of numerous qualitative studies in an effort to reduce the uncertainty brought on by independent research and produce more conclusive findings (Lipsey and Wilson, 2001 ).

This paper used a meta-analytic approach and carried out a meta-analysis to examine the effectiveness of collaborative problem-solving in promoting students’ critical thinking in order to make a contribution to both research and practice. The following research questions were addressed by this meta-analysis:

What is the overall effect size of collaborative problem-solving in promoting students’ critical thinking and its impact on the two dimensions of critical thinking (i.e., attitudinal tendency and cognitive skills)?

How are the disparities between the study conclusions impacted by various moderating variables if the impacts of various experimental designs in the included studies are heterogeneous?

This research followed the strict procedures (e.g., database searching, identification, screening, eligibility, merging, duplicate removal, and analysis of included studies) of Cooper’s ( 2010 ) proposed meta-analysis approach for examining quantitative data from various separate studies that are all focused on the same research topic. The relevant empirical research that appeared in worldwide educational periodicals within the 21st century was subjected to this meta-analysis using Rev-Man 5.4. The consistency of the data extracted separately by two researchers was tested using Cohen’s kappa coefficient, and a publication bias test and a heterogeneity test were run on the sample data to ascertain the quality of this meta-analysis.

Data sources and search strategies

There were three stages to the data collection process for this meta-analysis, as shown in Fig. 1 , which shows the number of articles included and eliminated during the selection process based on the statement and study eligibility criteria.

figure 1

This flowchart shows the number of records identified, included and excluded in the article.

First, the databases used to systematically search for relevant articles were the journal papers of the Web of Science Core Collection and the Chinese Core source journal, as well as the Chinese Social Science Citation Index (CSSCI) source journal papers included in CNKI. These databases were selected because they are credible platforms that are sources of scholarly and peer-reviewed information with advanced search tools and contain literature relevant to the subject of our topic from reliable researchers and experts. The search string with the Boolean operator used in the Web of Science was “TS = (((“critical thinking” or “ct” and “pretest” or “posttest”) or (“critical thinking” or “ct” and “control group” or “quasi experiment” or “experiment”)) and (“collaboration” or “collaborative learning” or “CSCL”) and (“problem solving” or “problem-based learning” or “PBL”))”. The research area was “Education Educational Research”, and the search period was “January 1, 2000, to December 30, 2021”. A total of 412 papers were obtained. The search string with the Boolean operator used in the CNKI was “SU = (‘critical thinking’*‘collaboration’ + ‘critical thinking’*‘collaborative learning’ + ‘critical thinking’*‘CSCL’ + ‘critical thinking’*‘problem solving’ + ‘critical thinking’*‘problem-based learning’ + ‘critical thinking’*‘PBL’ + ‘critical thinking’*‘problem oriented’) AND FT = (‘experiment’ + ‘quasi experiment’ + ‘pretest’ + ‘posttest’ + ‘empirical study’)” (translated into Chinese when searching). A total of 56 studies were found throughout the search period of “January 2000 to December 2021”. From the databases, all duplicates and retractions were eliminated before exporting the references into Endnote, a program for managing bibliographic references. In all, 466 studies were found.

Second, the studies that matched the inclusion and exclusion criteria for the meta-analysis were chosen by two researchers after they had reviewed the abstracts and titles of the gathered articles, yielding a total of 126 studies.

Third, two researchers thoroughly reviewed each included article’s whole text in accordance with the inclusion and exclusion criteria. Meanwhile, a snowball search was performed using the references and citations of the included articles to ensure complete coverage of the articles. Ultimately, 36 articles were kept.

Two researchers worked together to carry out this entire process, and a consensus rate of almost 94.7% was reached after discussion and negotiation to clarify any emerging differences.

Eligibility criteria

Since not all the retrieved studies matched the criteria for this meta-analysis, eligibility criteria for both inclusion and exclusion were developed as follows:

The publication language of the included studies was limited to English and Chinese, and the full text could be obtained. Articles that did not meet the publication language and articles not published between 2000 and 2021 were excluded.

The research design of the included studies must be empirical and quantitative studies that can assess the effect of collaborative problem-solving on the development of critical thinking. Articles that could not identify the causal mechanisms by which collaborative problem-solving affects critical thinking, such as review articles and theoretical articles, were excluded.

The research method of the included studies must feature a randomized control experiment or a quasi-experiment, or a natural experiment, which have a higher degree of internal validity with strong experimental designs and can all plausibly provide evidence that critical thinking and collaborative problem-solving are causally related. Articles with non-experimental research methods, such as purely correlational or observational studies, were excluded.

The participants of the included studies were only students in school, including K-12 students and college students. Articles in which the participants were non-school students, such as social workers or adult learners, were excluded.

The research results of the included studies must mention definite signs that may be utilized to gauge critical thinking’s impact (e.g., sample size, mean value, or standard deviation). Articles that lacked specific measurement indicators for critical thinking and could not calculate the effect size were excluded.

Data coding design

In order to perform a meta-analysis, it is necessary to collect the most important information from the articles, codify that information’s properties, and convert descriptive data into quantitative data. Therefore, this study designed a data coding template (see Table 1 ). Ultimately, 16 coding fields were retained.

The designed data-coding template consisted of three pieces of information. Basic information about the papers was included in the descriptive information: the publishing year, author, serial number, and title of the paper.

The variable information for the experimental design had three variables: the independent variable (instruction method), the dependent variable (critical thinking), and the moderating variable (learning stage, teaching type, intervention duration, learning scaffold, group size, measuring tool, and subject area). Depending on the topic of this study, the intervention strategy, as the independent variable, was coded into collaborative and non-collaborative problem-solving. The dependent variable, critical thinking, was coded as a cognitive skill and an attitudinal tendency. And seven moderating variables were created by grouping and combining the experimental design variables discovered within the 36 studies (see Table 1 ), where learning stages were encoded as higher education, high school, middle school, and primary school or lower; teaching types were encoded as mixed courses, integrated courses, and independent courses; intervention durations were encoded as 0–1 weeks, 1–4 weeks, 4–12 weeks, and more than 12 weeks; group sizes were encoded as 2–3 persons, 4–6 persons, 7–10 persons, and more than 10 persons; learning scaffolds were encoded as teacher-supported learning scaffold, technique-supported learning scaffold, and resource-supported learning scaffold; measuring tools were encoded as standardized measurement tools (e.g., WGCTA, CCTT, CCTST, and CCTDI) and self-adapting measurement tools (e.g., modified or made by researchers); and subject areas were encoded according to the specific subjects used in the 36 included studies.

The data information contained three metrics for measuring critical thinking: sample size, average value, and standard deviation. It is vital to remember that studies with various experimental designs frequently adopt various formulas to determine the effect size. And this paper used Morris’ proposed standardized mean difference (SMD) calculation formula ( 2008 , p. 369; see Supplementary Table S3 ).

Procedure for extracting and coding data

According to the data coding template (see Table 1 ), the 36 papers’ information was retrieved by two researchers, who then entered them into Excel (see Supplementary Table S1 ). The results of each study were extracted separately in the data extraction procedure if an article contained numerous studies on critical thinking, or if a study assessed different critical thinking dimensions. For instance, Tiwari et al. ( 2010 ) used four time points, which were viewed as numerous different studies, to examine the outcomes of critical thinking, and Chen ( 2013 ) included the two outcome variables of attitudinal tendency and cognitive skills, which were regarded as two studies. After discussion and negotiation during data extraction, the two researchers’ consistency test coefficients were roughly 93.27%. Supplementary Table S2 details the key characteristics of the 36 included articles with 79 effect quantities, including descriptive information (e.g., the publishing year, author, serial number, and title of the paper), variable information (e.g., independent variables, dependent variables, and moderating variables), and data information (e.g., mean values, standard deviations, and sample size). Following that, testing for publication bias and heterogeneity was done on the sample data using the Rev-Man 5.4 software, and then the test results were used to conduct a meta-analysis.

Publication bias test

When the sample of studies included in a meta-analysis does not accurately reflect the general status of research on the relevant subject, publication bias is said to be exhibited in this research. The reliability and accuracy of the meta-analysis may be impacted by publication bias. Due to this, the meta-analysis needs to check the sample data for publication bias (Stewart et al., 2006 ). A popular method to check for publication bias is the funnel plot; and it is unlikely that there will be publishing bias when the data are equally dispersed on either side of the average effect size and targeted within the higher region. The data are equally dispersed within the higher portion of the efficient zone, consistent with the funnel plot connected with this analysis (see Fig. 2 ), indicating that publication bias is unlikely in this situation.

figure 2

This funnel plot shows the result of publication bias of 79 effect quantities across 36 studies.

Heterogeneity test

To select the appropriate effect models for the meta-analysis, one might use the results of a heterogeneity test on the data effect sizes. In a meta-analysis, it is common practice to gauge the degree of data heterogeneity using the I 2 value, and I 2  ≥ 50% is typically understood to denote medium-high heterogeneity, which calls for the adoption of a random effect model; if not, a fixed effect model ought to be applied (Lipsey and Wilson, 2001 ). The findings of the heterogeneity test in this paper (see Table 2 ) revealed that I 2 was 86% and displayed significant heterogeneity ( P  < 0.01). To ensure accuracy and reliability, the overall effect size ought to be calculated utilizing the random effect model.

The analysis of the overall effect size

This meta-analysis utilized a random effect model to examine 79 effect quantities from 36 studies after eliminating heterogeneity. In accordance with Cohen’s criterion (Cohen, 1992 ), it is abundantly clear from the analysis results, which are shown in the forest plot of the overall effect (see Fig. 3 ), that the cumulative impact size of cooperative problem-solving is 0.82, which is statistically significant ( z  = 12.78, P  < 0.01, 95% CI [0.69, 0.95]), and can encourage learners to practice critical thinking.

figure 3

This forest plot shows the analysis result of the overall effect size across 36 studies.

In addition, this study examined two distinct dimensions of critical thinking to better understand the precise contributions that collaborative problem-solving makes to the growth of critical thinking. The findings (see Table 3 ) indicate that collaborative problem-solving improves cognitive skills (ES = 0.70) and attitudinal tendency (ES = 1.17), with significant intergroup differences (chi 2  = 7.95, P  < 0.01). Although collaborative problem-solving improves both dimensions of critical thinking, it is essential to point out that the improvements in students’ attitudinal tendency are much more pronounced and have a significant comprehensive effect (ES = 1.17, z  = 7.62, P  < 0.01, 95% CI [0.87, 1.47]), whereas gains in learners’ cognitive skill are slightly improved and are just above average. (ES = 0.70, z  = 11.55, P  < 0.01, 95% CI [0.58, 0.82]).

The analysis of moderator effect size

The whole forest plot’s 79 effect quantities underwent a two-tailed test, which revealed significant heterogeneity ( I 2  = 86%, z  = 12.78, P  < 0.01), indicating differences between various effect sizes that may have been influenced by moderating factors other than sampling error. Therefore, exploring possible moderating factors that might produce considerable heterogeneity was done using subgroup analysis, such as the learning stage, learning scaffold, teaching type, group size, duration of the intervention, measuring tool, and the subject area included in the 36 experimental designs, in order to further explore the key factors that influence critical thinking. The findings (see Table 4 ) indicate that various moderating factors have advantageous effects on critical thinking. In this situation, the subject area (chi 2  = 13.36, P  < 0.05), group size (chi 2  = 8.77, P  < 0.05), intervention duration (chi 2  = 12.18, P  < 0.01), learning scaffold (chi 2  = 9.03, P  < 0.01), and teaching type (chi 2  = 7.20, P  < 0.05) are all significant moderators that can be applied to support the cultivation of critical thinking. However, since the learning stage and the measuring tools did not significantly differ among intergroup (chi 2  = 3.15, P  = 0.21 > 0.05, and chi 2  = 0.08, P  = 0.78 > 0.05), we are unable to explain why these two factors are crucial in supporting the cultivation of critical thinking in the context of collaborative problem-solving. These are the precise outcomes, as follows:

Various learning stages influenced critical thinking positively, without significant intergroup differences (chi 2  = 3.15, P  = 0.21 > 0.05). High school was first on the list of effect sizes (ES = 1.36, P  < 0.01), then higher education (ES = 0.78, P  < 0.01), and middle school (ES = 0.73, P  < 0.01). These results show that, despite the learning stage’s beneficial influence on cultivating learners’ critical thinking, we are unable to explain why it is essential for cultivating critical thinking in the context of collaborative problem-solving.

Different teaching types had varying degrees of positive impact on critical thinking, with significant intergroup differences (chi 2  = 7.20, P  < 0.05). The effect size was ranked as follows: mixed courses (ES = 1.34, P  < 0.01), integrated courses (ES = 0.81, P  < 0.01), and independent courses (ES = 0.27, P  < 0.01). These results indicate that the most effective approach to cultivate critical thinking utilizing collaborative problem solving is through the teaching type of mixed courses.

Various intervention durations significantly improved critical thinking, and there were significant intergroup differences (chi 2  = 12.18, P  < 0.01). The effect sizes related to this variable showed a tendency to increase with longer intervention durations. The improvement in critical thinking reached a significant level (ES = 0.85, P  < 0.01) after more than 12 weeks of training. These findings indicate that the intervention duration and critical thinking’s impact are positively correlated, with a longer intervention duration having a greater effect.

Different learning scaffolds influenced critical thinking positively, with significant intergroup differences (chi 2  = 9.03, P  < 0.01). The resource-supported learning scaffold (ES = 0.69, P  < 0.01) acquired a medium-to-higher level of impact, the technique-supported learning scaffold (ES = 0.63, P  < 0.01) also attained a medium-to-higher level of impact, and the teacher-supported learning scaffold (ES = 0.92, P  < 0.01) displayed a high level of significant impact. These results show that the learning scaffold with teacher support has the greatest impact on cultivating critical thinking.

Various group sizes influenced critical thinking positively, and the intergroup differences were statistically significant (chi 2  = 8.77, P  < 0.05). Critical thinking showed a general declining trend with increasing group size. The overall effect size of 2–3 people in this situation was the biggest (ES = 0.99, P  < 0.01), and when the group size was greater than 7 people, the improvement in critical thinking was at the lower-middle level (ES < 0.5, P  < 0.01). These results show that the impact on critical thinking is positively connected with group size, and as group size grows, so does the overall impact.

Various measuring tools influenced critical thinking positively, with significant intergroup differences (chi 2  = 0.08, P  = 0.78 > 0.05). In this situation, the self-adapting measurement tools obtained an upper-medium level of effect (ES = 0.78), whereas the complete effect size of the standardized measurement tools was the largest, achieving a significant level of effect (ES = 0.84, P  < 0.01). These results show that, despite the beneficial influence of the measuring tool on cultivating critical thinking, we are unable to explain why it is crucial in fostering the growth of critical thinking by utilizing the approach of collaborative problem-solving.

Different subject areas had a greater impact on critical thinking, and the intergroup differences were statistically significant (chi 2  = 13.36, P  < 0.05). Mathematics had the greatest overall impact, achieving a significant level of effect (ES = 1.68, P  < 0.01), followed by science (ES = 1.25, P  < 0.01) and medical science (ES = 0.87, P  < 0.01), both of which also achieved a significant level of effect. Programming technology was the least effective (ES = 0.39, P  < 0.01), only having a medium-low degree of effect compared to education (ES = 0.72, P  < 0.01) and other fields (such as language, art, and social sciences) (ES = 0.58, P  < 0.01). These results suggest that scientific fields (e.g., mathematics, science) may be the most effective subject areas for cultivating critical thinking utilizing the approach of collaborative problem-solving.

The effectiveness of collaborative problem solving with regard to teaching critical thinking

According to this meta-analysis, using collaborative problem-solving as an intervention strategy in critical thinking teaching has a considerable amount of impact on cultivating learners’ critical thinking as a whole and has a favorable promotional effect on the two dimensions of critical thinking. According to certain studies, collaborative problem solving, the most frequently used critical thinking teaching strategy in curriculum instruction can considerably enhance students’ critical thinking (e.g., Liang et al., 2017 ; Liu et al., 2020 ; Cindy, 2004 ). This meta-analysis provides convergent data support for the above research views. Thus, the findings of this meta-analysis not only effectively address the first research query regarding the overall effect of cultivating critical thinking and its impact on the two dimensions of critical thinking (i.e., attitudinal tendency and cognitive skills) utilizing the approach of collaborative problem-solving, but also enhance our confidence in cultivating critical thinking by using collaborative problem-solving intervention approach in the context of classroom teaching.

Furthermore, the associated improvements in attitudinal tendency are much stronger, but the corresponding improvements in cognitive skill are only marginally better. According to certain studies, cognitive skill differs from the attitudinal tendency in classroom instruction; the cultivation and development of the former as a key ability is a process of gradual accumulation, while the latter as an attitude is affected by the context of the teaching situation (e.g., a novel and exciting teaching approach, challenging and rewarding tasks) (Halpern, 2001 ; Wei and Hong, 2022 ). Collaborative problem-solving as a teaching approach is exciting and interesting, as well as rewarding and challenging; because it takes the learners as the focus and examines problems with poor structure in real situations, and it can inspire students to fully realize their potential for problem-solving, which will significantly improve their attitudinal tendency toward solving problems (Liu et al., 2020 ). Similar to how collaborative problem-solving influences attitudinal tendency, attitudinal tendency impacts cognitive skill when attempting to solve a problem (Liu et al., 2020 ; Zhang et al., 2022 ), and stronger attitudinal tendencies are associated with improved learning achievement and cognitive ability in students (Sison, 2008 ; Zhang et al., 2022 ). It can be seen that the two specific dimensions of critical thinking as well as critical thinking as a whole are affected by collaborative problem-solving, and this study illuminates the nuanced links between cognitive skills and attitudinal tendencies with regard to these two dimensions of critical thinking. To fully develop students’ capacity for critical thinking, future empirical research should pay closer attention to cognitive skills.

The moderating effects of collaborative problem solving with regard to teaching critical thinking

In order to further explore the key factors that influence critical thinking, exploring possible moderating effects that might produce considerable heterogeneity was done using subgroup analysis. The findings show that the moderating factors, such as the teaching type, learning stage, group size, learning scaffold, duration of the intervention, measuring tool, and the subject area included in the 36 experimental designs, could all support the cultivation of collaborative problem-solving in critical thinking. Among them, the effect size differences between the learning stage and measuring tool are not significant, which does not explain why these two factors are crucial in supporting the cultivation of critical thinking utilizing the approach of collaborative problem-solving.

In terms of the learning stage, various learning stages influenced critical thinking positively without significant intergroup differences, indicating that we are unable to explain why it is crucial in fostering the growth of critical thinking.

Although high education accounts for 70.89% of all empirical studies performed by researchers, high school may be the appropriate learning stage to foster students’ critical thinking by utilizing the approach of collaborative problem-solving since it has the largest overall effect size. This phenomenon may be related to student’s cognitive development, which needs to be further studied in follow-up research.

With regard to teaching type, mixed course teaching may be the best teaching method to cultivate students’ critical thinking. Relevant studies have shown that in the actual teaching process if students are trained in thinking methods alone, the methods they learn are isolated and divorced from subject knowledge, which is not conducive to their transfer of thinking methods; therefore, if students’ thinking is trained only in subject teaching without systematic method training, it is challenging to apply to real-world circumstances (Ruggiero, 2012 ; Hu and Liu, 2015 ). Teaching critical thinking as mixed course teaching in parallel to other subject teachings can achieve the best effect on learners’ critical thinking, and explicit critical thinking instruction is more effective than less explicit critical thinking instruction (Bensley and Spero, 2014 ).

In terms of the intervention duration, with longer intervention times, the overall effect size shows an upward tendency. Thus, the intervention duration and critical thinking’s impact are positively correlated. Critical thinking, as a key competency for students in the 21st century, is difficult to get a meaningful improvement in a brief intervention duration. Instead, it could be developed over a lengthy period of time through consistent teaching and the progressive accumulation of knowledge (Halpern, 2001 ; Hu and Liu, 2015 ). Therefore, future empirical studies ought to take these restrictions into account throughout a longer period of critical thinking instruction.

With regard to group size, a group size of 2–3 persons has the highest effect size, and the comprehensive effect size decreases with increasing group size in general. This outcome is in line with some research findings; as an example, a group composed of two to four members is most appropriate for collaborative learning (Schellens and Valcke, 2006 ). However, the meta-analysis results also indicate that once the group size exceeds 7 people, small groups cannot produce better interaction and performance than large groups. This may be because the learning scaffolds of technique support, resource support, and teacher support improve the frequency and effectiveness of interaction among group members, and a collaborative group with more members may increase the diversity of views, which is helpful to cultivate critical thinking utilizing the approach of collaborative problem-solving.

With regard to the learning scaffold, the three different kinds of learning scaffolds can all enhance critical thinking. Among them, the teacher-supported learning scaffold has the largest overall effect size, demonstrating the interdependence of effective learning scaffolds and collaborative problem-solving. This outcome is in line with some research findings; as an example, a successful strategy is to encourage learners to collaborate, come up with solutions, and develop critical thinking skills by using learning scaffolds (Reiser, 2004 ; Xu et al., 2022 ); learning scaffolds can lower task complexity and unpleasant feelings while also enticing students to engage in learning activities (Wood et al., 2006 ); learning scaffolds are designed to assist students in using learning approaches more successfully to adapt the collaborative problem-solving process, and the teacher-supported learning scaffolds have the greatest influence on critical thinking in this process because they are more targeted, informative, and timely (Xu et al., 2022 ).

With respect to the measuring tool, despite the fact that standardized measurement tools (such as the WGCTA, CCTT, and CCTST) have been acknowledged as trustworthy and effective by worldwide experts, only 54.43% of the research included in this meta-analysis adopted them for assessment, and the results indicated no intergroup differences. These results suggest that not all teaching circumstances are appropriate for measuring critical thinking using standardized measurement tools. “The measuring tools for measuring thinking ability have limits in assessing learners in educational situations and should be adapted appropriately to accurately assess the changes in learners’ critical thinking.”, according to Simpson and Courtney ( 2002 , p. 91). As a result, in order to more fully and precisely gauge how learners’ critical thinking has evolved, we must properly modify standardized measuring tools based on collaborative problem-solving learning contexts.

With regard to the subject area, the comprehensive effect size of science departments (e.g., mathematics, science, medical science) is larger than that of language arts and social sciences. Some recent international education reforms have noted that critical thinking is a basic part of scientific literacy. Students with scientific literacy can prove the rationality of their judgment according to accurate evidence and reasonable standards when they face challenges or poorly structured problems (Kyndt et al., 2013 ), which makes critical thinking crucial for developing scientific understanding and applying this understanding to practical problem solving for problems related to science, technology, and society (Yore et al., 2007 ).

Suggestions for critical thinking teaching

Other than those stated in the discussion above, the following suggestions are offered for critical thinking instruction utilizing the approach of collaborative problem-solving.

First, teachers should put a special emphasis on the two core elements, which are collaboration and problem-solving, to design real problems based on collaborative situations. This meta-analysis provides evidence to support the view that collaborative problem-solving has a strong synergistic effect on promoting students’ critical thinking. Asking questions about real situations and allowing learners to take part in critical discussions on real problems during class instruction are key ways to teach critical thinking rather than simply reading speculative articles without practice (Mulnix, 2012 ). Furthermore, the improvement of students’ critical thinking is realized through cognitive conflict with other learners in the problem situation (Yang et al., 2008 ). Consequently, it is essential for teachers to put a special emphasis on the two core elements, which are collaboration and problem-solving, and design real problems and encourage students to discuss, negotiate, and argue based on collaborative problem-solving situations.

Second, teachers should design and implement mixed courses to cultivate learners’ critical thinking, utilizing the approach of collaborative problem-solving. Critical thinking can be taught through curriculum instruction (Kuncel, 2011 ; Leng and Lu, 2020 ), with the goal of cultivating learners’ critical thinking for flexible transfer and application in real problem-solving situations. This meta-analysis shows that mixed course teaching has a highly substantial impact on the cultivation and promotion of learners’ critical thinking. Therefore, teachers should design and implement mixed course teaching with real collaborative problem-solving situations in combination with the knowledge content of specific disciplines in conventional teaching, teach methods and strategies of critical thinking based on poorly structured problems to help students master critical thinking, and provide practical activities in which students can interact with each other to develop knowledge construction and critical thinking utilizing the approach of collaborative problem-solving.

Third, teachers should be more trained in critical thinking, particularly preservice teachers, and they also should be conscious of the ways in which teachers’ support for learning scaffolds can promote critical thinking. The learning scaffold supported by teachers had the greatest impact on learners’ critical thinking, in addition to being more directive, targeted, and timely (Wood et al., 2006 ). Critical thinking can only be effectively taught when teachers recognize the significance of critical thinking for students’ growth and use the proper approaches while designing instructional activities (Forawi, 2016 ). Therefore, with the intention of enabling teachers to create learning scaffolds to cultivate learners’ critical thinking utilizing the approach of collaborative problem solving, it is essential to concentrate on the teacher-supported learning scaffolds and enhance the instruction for teaching critical thinking to teachers, especially preservice teachers.

Implications and limitations

There are certain limitations in this meta-analysis, but future research can correct them. First, the search languages were restricted to English and Chinese, so it is possible that pertinent studies that were written in other languages were overlooked, resulting in an inadequate number of articles for review. Second, these data provided by the included studies are partially missing, such as whether teachers were trained in the theory and practice of critical thinking, the average age and gender of learners, and the differences in critical thinking among learners of various ages and genders. Third, as is typical for review articles, more studies were released while this meta-analysis was being done; therefore, it had a time limit. With the development of relevant research, future studies focusing on these issues are highly relevant and needed.

Conclusions

The subject of the magnitude of collaborative problem-solving’s impact on fostering students’ critical thinking, which received scant attention from other studies, was successfully addressed by this study. The question of the effectiveness of collaborative problem-solving in promoting students’ critical thinking was addressed in this study, which addressed a topic that had gotten little attention in earlier research. The following conclusions can be made:

Regarding the results obtained, collaborative problem solving is an effective teaching approach to foster learners’ critical thinking, with a significant overall effect size (ES = 0.82, z  = 12.78, P  < 0.01, 95% CI [0.69, 0.95]). With respect to the dimensions of critical thinking, collaborative problem-solving can significantly and effectively improve students’ attitudinal tendency, and the comprehensive effect is significant (ES = 1.17, z  = 7.62, P  < 0.01, 95% CI [0.87, 1.47]); nevertheless, it falls short in terms of improving students’ cognitive skills, having only an upper-middle impact (ES = 0.70, z  = 11.55, P  < 0.01, 95% CI [0.58, 0.82]).

As demonstrated by both the results and the discussion, there are varying degrees of beneficial effects on students’ critical thinking from all seven moderating factors, which were found across 36 studies. In this context, the teaching type (chi 2  = 7.20, P  < 0.05), intervention duration (chi 2  = 12.18, P  < 0.01), subject area (chi 2  = 13.36, P  < 0.05), group size (chi 2  = 8.77, P  < 0.05), and learning scaffold (chi 2  = 9.03, P  < 0.01) all have a positive impact on critical thinking, and they can be viewed as important moderating factors that affect how critical thinking develops. Since the learning stage (chi 2  = 3.15, P  = 0.21 > 0.05) and measuring tools (chi 2  = 0.08, P  = 0.78 > 0.05) did not demonstrate any significant intergroup differences, we are unable to explain why these two factors are crucial in supporting the cultivation of critical thinking in the context of collaborative problem-solving.

Data availability

All data generated or analyzed during this study are included within the article and its supplementary information files, and the supplementary information files are available in the Dataverse repository: https://doi.org/10.7910/DVN/IPFJO6 .

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Acknowledgements

This research was supported by the graduate scientific research and innovation project of Xinjiang Uygur Autonomous Region named “Research on in-depth learning of high school information technology courses for the cultivation of computing thinking” (No. XJ2022G190) and the independent innovation fund project for doctoral students of the College of Educational Science of Xinjiang Normal University named “Research on project-based teaching of high school information technology courses from the perspective of discipline core literacy” (No. XJNUJKYA2003).

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Xu, E., Wang, W. & Wang, Q. The effectiveness of collaborative problem solving in promoting students’ critical thinking: A meta-analysis based on empirical literature. Humanit Soc Sci Commun 10 , 16 (2023). https://doi.org/10.1057/s41599-023-01508-1

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When discipline goes beyond your intuition and conventional approaches, learning Collaborative Problem Solving® (CPS) can be the winning tool that saves you from endless power struggles, disheartening moments, and lost instructional time. CPS can help restore a peaceful classroom and school environment that support kids’ and teachers’ mental health.

Collaborative Problem Solving is a revolutionary, evidence-based approach to helping children with behavioural challenges. CPS promotes the understanding that challenging kids lack the skill, not the will, to behave well—specifically skills related to problem-solving, flexibility, and frustration tolerance. Unlike traditional models of discipline, this approach avoids the use of power, control, and motivational procedures and instead focuses on teaching kids the skills they need to succeed. The Collaborative Problem Solving (CPS) approach by Think: Kids is a program based in the Department of Psychiatry at Massachusetts General Hospital (MGH) Boston MA.©

Our education system has seen many changes because of the Covid- 19 pandemic. The idea of remote or virtual learning, resisted by many parents and educators in 2019, is now generally accepted as having a role in the elementary and secondary school educational experience. However, educators have found that not being in the classroom regularly for two years has impacted learning for many children. Governments and school boards have put extra funding and staff in place to support kids who have lagged in their reading, writing, and math skills.

The pandemic has impacted family relationships as well. Stress within the family unit has increased dysregulation and challenging behaviour. Parents have had to make supervision arrangements, monitor learning at home, “teach” the use of technology for learning, and keep their children motivated along with their regular employment/professional responsibilities.

One of the things the pandemic has not changed is how society in general and many parents and educators view and respond to challenging behaviour (defiance, meltdowns, hitting, crying, non-compliance, unmet expectations, etc). Society has taught us that challenging behaviour is a choice made by the child to get something from adults or to get out of something they are expected to do. This is conventional wisdom. If this could be phrased as a philosophy, it would be “Children do well if they want to.” The discipline system in most schools is one that reflects this conventional wisdom. If teachers and principals believe kids choose to misbehave then they will use a program of rewards, punishment, and consequences to motivate them to comply. Consequences are then determined and imposed by adults to “teach” children a lesson and motivate them to change their behaviour. Unfortunately, the lesson they are teaching may be that adults are bigger and stronger. Our instructional practices aim to promote a growth mindset and success for all students, but our disciplinary system does just the opposite for many kids.

As a new teacher and new parent in the 1980s, I too believed that conventional approaches were the way to go to teach kids how to behave. I learned from my parents, other teachers, the media, and my instructors at teachers’ college that rewards, punishments, and consequences worked. I continued to believe in and use these operant approaches well into the 2000s. It wasn’t until 2006 that I was introduced to CPS by a grade one student and his mom. They introduced me to The Explosive Child, a book by Dr. Ross Green detailing his work with CPS. Shortly after this I was able to attend a CPS presentation with Dr. Stuart Ablon, the Director of Think:Kids. Dr. Ablon described the CPS model and how kids, families, and educators could benefit. From that point on I was a convert.

Conventional approaches (rewards, punishments, consequences) can accomplish some things although there are things they do not accomplish. Consequences can teach basic lessons like “put your hand up to speak, don’t take other people’s things, ask the teacher if you need to leave the classroom” and so on, to young children. Consequences do not teach complex thinking skills necessary to solve problems and meet expectations such as regular completion of homework, being on time for class, that things are not always “black or white,” and that school activities often require focus and avoiding distractions. Proponents of CPS feel conventional wisdom is almost always wrong.

Let’s look at behaviour from an unconventional perspective. The philosophy of CPS is that “Kids do well if they can.” If they are not doing well, something is getting in the way. Teachers and parents need to figure out what so they can help. If the kid could do well, he would do well. Doing well is preferable to doing poorly. This is unconventional thinking. When kids challenge, it is due to a lack of skill, not will. These lagging skills include cognitive flexibility, frustration tolerance, and problem solving.

Teachers can teach these cognitive skills, just as they teach reading, writing, and math, by following a similar process used to teach academic skills. First, an assessment is done to determine the problem(s) to be solved and to identify the lagging skills and challenging behaviours. The problems to be solved (PTBS) are the situations in which the child/youth demonstrates the challenging behaviours. The PTBS will be our focus for problem-solving, not the challenging behaviours.

A thorough assessment will help determine the appropriate response. Adults have three options for responding to challenging behaviour: Plan A, B, or C. Each option is useful depending on what the adult wants to accomplish. Plan A involves the adult imposing their will on the situation. Plan C is about dropping the expectation for now, not forever, and dealing with the problem at another time. Plan B is the collaborative problem-solving option where the child and the adult work together for a mutually agreed-upon solution.

Plan B involves three ingredients that must be done in the correct order and be given enough time to be completed effectively. The first ingredient of Plan B is Empathy. Here the adult tries to really understand the child’s concern or perspective about the problem. The focus is understanding, not blaming or finding fault with the young person’s response. The second ingredient involves getting the Adult Concern on the table. Almost all adult concerns are about health, safety, learning, or impact on others. The third ingredient is Collaboration where the adult and child generate, and agree on, ideas that address both concerns.

The good news is that a child’s skills are built naturally during the Plan B conversation because the focus is a real problem that is relevant to the child and the adult. Both individuals have a voice and ownership of the solution. There is more good news. Adults working with the child build their skills at the same time.

CPS is a trauma-informed approach. When teachers and parents do less Plan A this decreases the use of power and control, which can be re-traumatizing and do developmental damage. Doing more Plan B reduces the power difference, which helps to calm (regulate) the child and adult and create opportunities to build trusting relationships. Plan B gives the child more control while the adult is still responsible for the process. Building skills without overwhelming stress helps children meet expectations and confront future triggering situations safely.

School systems and educators have become more aware of the need to become more culturally responsive and support EDI (equity, diversity, and inclusion). CPS training programs provide opportunities for a deeper discussion involving equity and equality, implicit bias, providing a model to differentiate discipline, and guarding against unconscious assumptions about race, age, gender, etc.

The Plan B conversation is hard and takes time to embed in your practice. Dr. Stuart Ablon, the director of Think:Kids, tells us that doing plan B poorly is better than not doing Plan B at all. So don’t get discouraged. Do less Plan A and more Plan C. The kids, and your colleagues, are worth it. What is easier to begin embedding immediately is the philosophy that “Kids do well if they can.” This is your anchor and can make your interactions more compassionate and help to keep everyone regulated when challenging situations occur.

My hope is educators will endeavour to become more knowledgeable about CPS and how it can help support the mental health of kids/youth, teachers, support staff, principals, and parents.

ABOUT THE AUTHOR

Chris Alexiou Chris Alexiou is a former Ontario school principal, parent coach, speaker, and author. Chris has served as a Board member for the Oak Park Neighbourhood Centre in Oakville and is the former Chair of the Community Youth in Action Network in Oakville, Ontario.

Chris is a “Collaborative Problem Solving” (CPS)® Certified Trainer with Think:Kids at Massachusetts General Hospital.

Chris’ latest book entitled Lessons From The Schoolyard – What the principal learned from the kids about creating a great school  includes a detailed chapter on using CPS In the school. The book is available on Amazon or directly from Chris. For more information:

Contact Chris Alexiou at [email protected] chrisalexiou.com (Portions of this article were adopted from www.thinkkids.org )

This article is featured in Canadian Teacher Magazine’s Winter 2023 issue.

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  • Amended by  St.2022, c.177, § 29 , effective November 8, 2022

This section shall govern the suspension and expulsion of students enrolled in a public school in the commonwealth who are not charged with a violation of subsections (a) or (b) of section 37H or with a felony under section 37H.5.

(b) (effective November 8, 2022)

Any principal, headmaster, superintendent or person acting as a decision-maker at a student meeting or hearing, when deciding the consequences for the student, shall consider ways to re-engage the student in the learning process; and shall not suspend or      expel a student until alternative remedies have been employed and their use and results documented, following and in direct response to a specific incident or incidents, unless specific reasons are documented as to why such alternative remedies are unsuitable or counter-productive, and in cases where the student’s continued presence in school would pose a specific, documentable concern about the infliction of serious bodily injury or other serious harm upon another person while in school. Alternative remedies may include, but shall not be limited to: (i) mediation; (ii) conflict resolution; (iii) restorative justice; and (iv) collaborative problem solving. The principal, headmaster, superintendent or person acting as a decision-maker shall also implement school- or district-wide models to re-engage students in the learning process  which shall include but not be limited to: (i) positive behavioral interventions and supports models and (ii) trauma sensitive learning models; provided, however, that school- or district-wide models shall not be considered a direct response to a specific incident.

For any suspension or expulsion under this section, the principal or headmaster of a school in which the student is enrolled, or a designee, shall provide, to the student and to the parent or guardian of the student, notice of the charges and the reason for the suspension or expulsion in English and in the primary language spoken in the home of the student. The student shall receive the written notification and shall have the opportunity to meet with the principal or headmaster, or a designee, to discuss the charges and reasons for the suspension or expulsion prior to the suspension or expulsion taking effect. The principal or headmaster, or a designee, shall ensure that the parent or guardian of the student is included in the meeting, provided that such meeting may take place without the parent or guardian only if the principal or headmaster, or a designee, can document reasonable efforts to include the parent or guardian in that meeting. The department shall promulgate rules and regulations that address a principal's duties under this subsection and procedures for including parents in student exclusion meetings, hearings or interviews under this subsection.

If a decision is made to suspend or expel the student after the meeting, the principal or headmaster, or a designee, shall update the notification for the suspension or expulsion to reflect the meeting with the student. If a student has been suspended or expelled for more than 10 school days for a single infraction or for more than 10 school days cumulatively for multiple infractions in any school year, the student and the parent or guardian of the student shall also receive, at the time of the suspension or expulsion decision, written notification of a right to appeal and the process for appealing the suspension or expulsion in English and in the primary language spoken in the home of the student; provided, however, that the suspension or expulsion shall remain in effect prior to any appeal hearing. The principal or headmaster or a designee shall notify the superintendent in writing, including, but not limited to, by electronic means, of any out-of-school suspension imposed on a student enrolled in kindergarten through grade 3 prior to such suspension taking effect. That notification shall describe the student's alleged misconduct and the reasons for suspending the student out-of-school. For the purposes of this section, the term ''out-of-school suspension'' shall mean a disciplinary action imposed by school officials to remove a student from participation in school activities for 1 day or more.

A student who has been suspended or expelled from school for more than 10 school days for a single infraction or for more than 10 school days cumulatively for multiple infractions in any school year shall have the right to appeal the suspension or expulsion to the superintendent. The student or a parent or guardian of the student shall notify the superintendent in writing of a request for an appeal not later than 5 calendar days following the effective date of the suspension or expulsion; provided, that a student and a parent or guardian of the student may request, and if so requested, shall be granted an extension of up to 7 calendar days. The superintendent or a designee shall hold a hearing with the student and the parent or guardian of the student within 3 school days of the student's request for an appeal; provided that a student or a parent or guardian of the student may request and, if so requested, shall be granted an extension of up to 7 calendar days; provided further, that the superintendent, or a designee, may proceed with a hearing without a parent or guardian of the student if the superintendent, or a designee, makes a good faith effort to include the parent or guardian. At the hearing, the student shall have the right to present oral and written testimony, cross-examine witnesses and shall have the right to counsel. The superintendent shall render a decision on the appeal in writing within 5 calendar days of the hearing. That decision shall be the final decision of the school district with regard to the suspension or expulsion.

No student shall be suspended or expelled from a school or school district for a time period that exceeds 90 school days, beginning the first day the student is removed from an assigned school building.

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Parents Learn Plan A, B and C to Solve Their Children's Behavior Problems

Youth villages adopts collaborative problem solving in national partnership with mass general's think:kids.

Newswise — His mom thought Neko had been smoking marijuana again.

Doing drugs was part of a slew of problems that had gotten him sent to a Tennessee youth detention center, for six months. Now that he was home, Neko and his mother and two sisters were trying to communicate better. The stakes were high: While Neko was in detention, his baby daughter had been born, and he and his family had primary custody of her.

He’d left their sparsely furnished apartment near the airport in Memphis the night before, even though his mother had expressly forbidden it. He wouldn’t say where he was going.

The next day, standing around the apartment kitchen, Neko, his mom, and his sister talked about what had happened. Or at least they tried.

Mom, her arms folded across her chest and a scowl on her face, was clearly still angry about being disobeyed. And maybe frightened about what could have happened the night before to her 16-year-old son.

Also in the kitchen was Tina Brown, a family intervention specialist with Youth Villages, a nationwide nonprofit dedicated to helping emotionally troubled children and their families. She’d been seeing Neko and his family three times a week since he came home. She brought with her a powerful new tool that’s also a revolutionary way of approaching troubled kids and the conflict they bring to their lives and their families.

It’s called Collaborative Problem Solving, or CPS, and the evidence-based intervention is part of a sweeping rethinking on the part of Youth Villages about what really makes kids act out, get into trouble with alcohol, drugs or sex, or even turn to violence or suicide. Youth Villages has already added CPS to the evidence-based interventions used in its programs in Oregon, Massachusetts, Indiana, Oklahoma, Mississippi and parts of Tennessee. Eventually, the treatment method will spread throughout the organization, which helps more than 22,000 children each year from 20 states and Washington, D.C.

Skill, Not Will

A leading proponent of CPS in the United States is Dr. Stuart Ablon, director of the Think:Kids program at the Massachusetts General Hospital in Boston and an associate professor of psychiatry at Harvard Medical School.

He points out that CPS flies in the face of the conventional wisdom that says children do well only if they want to. If kids don’t follow the rules, conventional wisdom says, they are lazy, unmotivated or defiant. If they disrupt class or kick the door in during an angry outburst or worse, they are just looking for attention.

“So if kids don’t behave,” Ablon said, “they must not want to.”

Ridiculous, he added. “Kids do well if they can. I have yet to meet a kid who prefers doing poorly to doing well.”

Think of it this way: The most challenged kids have delays in brain development from a young age that make it harder for them to learn three critical skills – flexibility, the ability to tolerate frustration and problem solving.

“These deficits come from chronic stress and trauma that is actually toxic to the brain,” explained Ablon. “Toxic stress literally delays brain development.”

Which means that traditional discipline or other interventions don’t build the skills that these kids need, exacerbating their differences, eroding their relationships and “making the kids feel horrible,” noted Ablon.

Enter CPS, which is set up to teach kids – and their families – the skills they need to learn to cope with, what psychiatrists call, dysregulation, but what is commonly known as anger, stress, excitement, temptation, upsetting events…the ups and downs of everyday life.

“It’s one of the few interventions that I know of where the treatment itself is the lever that allows a kid to get better,” said Dr. Tim Goldsmith, chief clinical officer at Youth Villages. “Not only do you get the problem solved and you get better behavior, but also kids’ brains get better at the same time. There aren’t very many things that do that.”

Making a Plan B

At the heart of CPS, said Katherine Peatross, Youth Villages’ clinical program manager, is a decision about what kind of conversation will happen when conflict occurs.

“There are three ways to manage unmet expectations or triggers between a kid and his or her parent or guardian,” she added.

The first is called Plan A, and will sound familiar to traditional disciplinarians: An adult imposes his or her will on a child, basically saying, “Do this because I say so.” Threatening consequences or counting to three qualify as Plan A conversations, too, since the child at the heart of the conflict has no say-so. Youth Villages’ experts are quick to point out that an adult is always responsible for a child’s safety, but usually Plan A conversations aren’t about an immediate physical threat.

The second option is a Plan B conversation, and here’s where CPS actually happens.

“The first step is empathy,” said Peatross, pointing out that Plan B conversations have specific steps, but at its base they are about solving a problem. “Ask the child about the problem using neutral observations. ‘I’ve noticed that … what’s up with that?’”

Here’s where the idea that kids will do well if they can becomes clearer. “You focus on the circumstances around the problem, and get the child’s perspective. Then you have an opportunity to express your concern about a problem and begin to come up with solutions.” The goal is solving the problem for both the adult and the kid. Which means the adult doesn’t get to decide in advance what the solution to the problem might be.

Plan C is not failure it’s an important part of the process -- an agreement to drop the conflict for now, to walk away.

“Plan B conversations are hard,” Peatross acknowledged, “and they don’t always work, you don’t always get to a solution.” But especially for kids who are easily frustrated, quick to anger, and have trouble being flexible, the skills they learn through muddling through Plan B conversations, with either their therapist, parent, guardian or teacher are critical.

“It’s the conversation itself that is the treatment,” said Peatross, compared to other therapies that happen in a therapist’s office, cut off from regular life and problems. “Every back-and-forth may be a dose.” The people who are involved in the problem – both the kids and their family members – are the ones learning to solve it, with everyone sharpening their skills for the next time, and the next.

Yes, it’s messy, Ablon admitted. “If not everyone is on board, if there’s tension all around, that means change is starting to happen.”

For Neko, CPS (with an assist from Brown) became a way to learn how to tell his mother what his real concern was when he bolted from the apartment that night: He was worried they didn’t have enough diapers for the baby, and knew his grandfather would give him the money to buy more. Later in the conversation, though, the talk turned to what Neko would do if he was confronted again with guys trying to get him to do drugs.

“Can I get back to you tomorrow on that?” he asked.

The strategy Neko came up with the next day involved staying away from a particular park at the time he thought the drug guys would be there, and planning to walk away if he saw them again. Problem solved? Maybe not forever, but both Neko and his mother have skills they can use, and hone, when the next problem arises.

“It’s difficult to work with kids,” said Brent Doyle, clinical training consultant at Youth Villages, “but the biggest struggle on the front end is changing the mindset of the adults closest to them.”

In fact, adults are often as much a part of the problem as the kids who are struggling, and for many of the same reasons – toxic stress, drug and alcohol problems, exposure to violence or abuse. CPS, added Doyle, has become the backbone of Youth Villages’ clinical decision making, for all their families across all their programs.

After all, “Adults do well if they can, too.”

Does CPS Really Work?

Implementing CPS across Youth Villages is a major shift in approach, and part of that, in keeping with the organization’s mission, is assessing how CPS is working. In many ways, Youth Villages is set up to do just the kind of cutting-edge research that could keep building momentum for CPS, both across the Youth Villages system and with Think:Kids.

“We have the infrastructure that most of their other partners don’t have to accomplish different kinds of research,” said Sarah Hurley, Ph.D., director of data science at Youth Villages.

The studies that Youth Villages and Think:Kids will collaborate on are focused on two Memphis-area middle schools. They will involve comparing how CPS works in the classroom with classrooms not using it and will also develop a measurement to see how well CPS is working. Finally, the two organizations will work with youth in a Youth Villages residential program in Georgia to measure the brain changes that effective, consistent use of CPS might be making in the kids who learn it.

“It’s a very exciting partnership,” concluded Hurley. “It has brought us a new set of tools to help us assist a population with very difficult problems.”

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collaborative problem solving mass general

If you follow the latest neuroscience research, you know that kids with challenging behavior lack the skill, not the will, to behave well. No wonder behavior contracts, token economy systems, and other motivational strategies don’t work and often make things worse.

"Across our youth residential treatment, foster care, day treatment, and mentoring services, Collaborative Problem Solving has helped our organization to improve quality, patient experience, and cost of treatment. We have witnessed dramatic reductions in clients’ challenging behavior and improvements in youth‐staff relationships."

– bob lieberman, former ceo, kairos, cps works for clinicians.

Are you looking for a different approach to help those hard to reach kids with challenging behavior? Look no further. Collaborative Problem Solving® (CPS) is a completely different way of understanding and helping.

Learn how to identify the neurocognitive skills kids lack and a compassionate and relational approach to building skills where adults partner with kids to develop solutions. CPS is evidence-based, neuro-biologically and trauma-informed, and child and family-centered. Developed at Massachusetts General Hospital in the  #1-ranked Department of Psychiatry in the United States,  CPS reduces challenging behavior and punitive interventions while building skills and the therapeutic alliance. Ready to make the shift?

Chart displaying 86% average reduction

86% average reduction in physical restraint.

Down arrow showing 71% decrease

71% fewer self-inflicted injuries.

graph showing 60% of circles are orange

60% of children exhibited improved behavior 

Pie chart showing 74%

74% average reduction in use of seclusion.

Bring CPS to Your Program

Do you want to reduce restraints, seclusions, and critical incidents in your therapeutic program? Does your staff understand trauma-informed principles but need help with what to do in the moment?

Collaborative Problem Solving® (CPS) provides an evidence-based yet practical solution that empowers both child and family voices. It can be taught to staff as well as to the families you serve using a structured curriculum. Demonstrated to be effective in outpatient, in-home, and milieu-based environments, CPS is the unifying solution you’ve been searching for.

Bring CPS to Your Organization

Find a public training.

The CPS-APT walks you through the steps of assessing unmet expectations/triggers, skills, and challenging behaviors, as well as planning your intervention.

This completed version of the CPS-APT is intended to help clinical and program staff through the steps of assessing unmet expectations/triggers, skills, and challenging behaviors, as well as intervention planning.

The Plan B Organizer helps you or your team prepare for doing Plan B and stay on track while you are doing Plan B with some helpful tips and reminders.

Some resources are available in other languages, please contact us for more information.

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COMMENTS

  1. Think:Kids

    Think:Kids. One Bowdoin Square, 7th Floor. Boston, MA 02114. Phone: 617-643-6030. Fax: 617-643-2502. Email: [email protected]. Full website: www.thinkkids.org. Think:Kids aims to dramatically improve society's understanding and treatment of challenging kids. Think:Kids achieves these goals by disseminating and implementing an ...

  2. Think:Kids : Home

    They lack the skills to behave well. Our Collaborative Problem Solving® (CPS) approach is proven to reduce challenging behavior, teach kids the skills they lack, and build relationships with the adults in their lives. Anyone can learn Collaborative Problem Solving, and we're here to show you how. Significant improvements in children's ...

  3. Think:Kids : Collaborative Problem Solving for Parents

    This 1.5-hour, self-paced course introduces the principles of Collaborative Problem Solving ® while outlining how the approach can meet your family's needs. Tuition: $39. Enroll Now. Parents, guardians, families, and caregivers are invited to register for our supportive 8-week, online course to learn Collaborative Problem Solving ® (CPS), the ...

  4. Think:Kids at Massachusetts General Hospital

    Think:Kids teaches a revolutionary, evidence-based approach called Collaborative Problem Solving (CPS) for helping children with behavioral challenges. Through training, support and clinical ...

  5. Parenting, Teaching and Treating Challenging Kids: The Collaborative

    Think:Kids and the Department of Psychiatry at Massachusetts General Hospital are pleased to offer an online training program featuring Dr. J. Stuart Ablon. This introductory training provides a foundation for professionals and parents interested in learning the evidence-based approach to understanding and helping children and adolescents with ...

  6. Collaborative Problem Solving

    At Think:Kids at Massachusetts General Hospital (https: ... We do this by teaching adults our revolutionary, evidence-based Collaborative Problem Solving® (CPS) approach. ... Boston, MA 02114. Email: [email protected] Phone: (866) 644-7792. Hours of Operation:

  7. Collaborative Problem Solving® in Pediatric Primary Care

    The Collaborative Problem Solving® approach has been effectively used across child-serving systems to build empathy, teach youth the skills they lack, and improve relationships. Now, The Meadows Institute is partnering with Think:Kids at Massachusetts General Hospital to increase access to this important approach by making it accessible to ...

  8. J. Stuart Ablon, Ph.D.

    Dr. Ablon co-founded the Center for Collaborative Problem Solving where he also served as Co-Director from its inception until 2008. Dr. Ablon is co-author of Treating Explosive Kids: The Collaborative Problem Solving Approach and author of numerous articles, chapters and scientific papers on the process and outcome of psychosocial ...

  9. Collaborative Problem Solving (CPS)

    The Collaborative Problem Solving model (CPS) was developed by Dr. Ross Greene and his colleagues at Massachusetts General Hospital's Department of Psychiatry. The model was created as a reconceptualization of the factors that lead to challenging or oppositional behaviors, and a shift in the targets of intervention for these behaviors. Dr.

  10. CEBC » Collaborative Problem Solving › Program › Detailed

    Collaborative Problem Solving® (CPS) is an approach to understanding and helping children with behavioral challenges who may carry a variety of psychiatric diagnoses, ... Think: Kids at Massachusetts General Hospital [email protected] phone: (617) 643-6300;

  11. Pediatric Psychiatry Programs Focus on Youth Mental Health

    Mass General is making a concerted effort to address the increasing mental health needs of youth through unique, ... The Think:Kids program uses a research-based, trauma-informed approach called Collaborative Problem Solving® (CPS) to help children with behavioral health challenges. This highly effective approach shows families, professionals ...

  12. Collaborative Problem Solving: An Evidence-Based Approach to ...

    Boston, MA 02114-4714 . Alisha Pollastri, Ph.D. Massachusetts General Hospital Psychiatry: Think:Kids 151 Merrimac Street Boston MA 02114. Michael Hone Massachusetts General Hospital Psychiatry: Think:Kids 151 Merrimac Street Boston MA 02114. Dr. Stuart Ablon is the Director of Think:Kids in the Department of Psychiatry at Massachusetts General ...

  13. Essential Foundation Training in Collaborative Problem Solving

    Collaborative Problem Solving®, developed in the Psychiatry Department of Massachusetts General Hospital, is a trauma-informed, evidence-based approach to understanding and helping kids with behavioral challenges. It promotes the understanding that kids with behavioral challenges lack the skill—not the will—to behave.

  14. The effectiveness of collaborative problem solving in promoting

    The findings show that (1) collaborative problem solving is an effective teaching approach to foster students' critical thinking, with a significant overall effect size (ES = 0.82, z = 12.78, P ...

  15. Think:Kids : About Us

    About Us. At Think:Kids, we transform the lives of kids and families by spreading a more accurate and empathic view of chronically misunderstood kids. We do this by teaching adults our revolutionary, evidence-based Collaborative Problem Solving ® approach. Our multi-disciplinary staff also helps organizations implement the approach deeply and ...

  16. Think:Kids : The Research

    Here at Think:Kids, we are dedicated to studying everything we do in order to guide refinements to the Collaborative Problem Solving ® (CPS) approach and training methods. Our program partners with the Laboratory for Youth Behavior in the Department of Psychiatry at Massachusetts General Hospital on all research and evaluation activities.

  17. Collaborative Problem Solving®: A New Approach to Teaching Children

    Chris is a "Collaborative Problem Solving" (CPS)® Certified Trainer with Think:Kids at Massachusetts General Hospital. Chris' latest book entitled Lessons From The Schoolyard - What the principal learned from the kids about creating a great school includes a detailed chapter on using CPS In the school. The book is available on Amazon ...

  18. Mass. General Laws c.71 § 37H 3/4

    Mass. General Laws c.71 § 37H 3/4. Suspension or expulsion on grounds other than those set forth in Secs. 37H or 37H1/2. Skip table of contents. ... mediation; (ii) conflict resolution; (iii) restorative justice; and (iv) collaborative problem solving. The principal, headmaster, superintendent or person acting as a decision-maker shall also ...

  19. Parents Learn Plan A, B and C to Solve Their Children's ...

    Youth Villages adopts Collaborative Problem Solving in national partnership with Mass General's Think:Kids. 13-Oct-2016 1:05 PM EDT, by Youth Villages. favorite_border.

  20. Think:Kids : Collaborative Problem Solving®

    Collaborative Problem Solving is an evidence-based approach proven to reduce challenging behavior, teach kids the skills they lack, and build relationships with the adults in their lives. ... The CPS approach was developed at Massachusetts General Hospital a top-ranked Department of Psychiatry in the United States. It is proven to reduce ...

  21. MindTools

    Essential skills for an excellent career

  22. Competition and Collaboration in Crowdsourcing Communities: What

    Crowdsourcing has evolved as an organizational approach to distributed problem solving and innovation. As contests are embedded in online communities and evaluation rights are assigned to the crowd, community members face a tension: they find themselves exposed to both competitive motives to win the contest prize and collaborative participation motives in the community. The competitive motive ...

  23. Think:Kids : Implement Collaborative Problem Solving

    Collaborative Problem Solving ® (CPS), developed at Massachusetts General Hospital, is an evidence-based, trauma-informed practice proven to reduce challenging behavior, teach kids the skills they lack, and build relationships with adults. Using the resources of Massachusetts General Hospital and our Harvard Medical School faculty, we can help you bring a more accurate, compassionate, and ...

  24. Think:Kids : For Clinicians

    Collaborative Problem Solving® (CPS) is a completely different way of understanding and helping. Learn how to identify the neurocognitive skills kids lack and a compassionate and relational approach to building skills where adults partner with kids to develop solutions. CPS is evidence-based, neuro-biologically and trauma-informed, and child ...