<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.170698.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Systematic Review</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Project-based learning in mathematics and science: a review of contributions, prevalence, and challenges</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 2 approved with reservations]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Ukobizaba</surname>
                        <given-names>Fidele</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-1502-2395</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Maniraho</surname>
                        <given-names>Jean Francois</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Uworwabayeho</surname>
                        <given-names>Alphonse</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>African Centre of Excellence for Innovative Teaching and Learning Mathematics and Science (ACEITLMS),, University of Rwanda College of Education (URCE), Kayonza, P.O Box 55 Rwamagana, Rwanda</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:ukobifidele@gmail.com">ukobifidele@gmail.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>10</day>
                <month>10</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>1061</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>30</day>
                    <month>9</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Ukobizaba F et al.</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
                <license>
                    <license-p>The author(s) is/are employees of the US Government and therefore domestic copyright protection in USA does not apply to this work. The work may be protected under the copyright laws of other jurisdictions when used in those jurisdictions.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/14-1061/pdf"/>
            <abstract>
                <p>The integration of project-based learning (PjBL) in Mathematics and Science has received much attention because of its potential to engage students and expose them in real-world problem-solving. However, research examining the contributions, prevalence, and challenges of Project-Based Learning in mathematics and science remains limited. This review employed a systematic review approach, with articles systematically retrieved from multiple academic databases to investigate the contributions, prevalence, and challenges of PjBL in Mathematics and science education. Thus, 202 articles downloaded from Google Scholar, Academia, Search 4 Life, Scopus, and Web of Science databases. Through the filtering process, 20 articles fell into the study&#x2019;s scope and were considered and used for analysis. The results from the reviewed studies showed that project-based learning contributes to enhancing students&#x2019; engagement, creativity, communication, and conceptual understanding in Mathematics and Sciences. Also, the reviewed literature showed that PjBL dominates in Mathematics and Physics with the highest prevalence of 35% each in applying PjBL pedagogy. Integrated Science shows 10% of prevalence, while Chemistry records the least with only 5%. Nevertheless, challenges such as limited resources, rigid curriculum, and inadequate teacher training on monitoring students&#x2019; projects and providing adequate assessment were also identified. This study recommends a need for teacher training and resources mobilization in schools support educators to effectively embrace Project-based learning pedagocy in mathematics and science subjects.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Contributions of project-based learning</kwd>
                <kwd>challenges</kwd>
                <kwd>Mathematics and Science education</kwd>
                <kwd>skills development</kwd>
                <kwd>prevalence of project-based learning</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>Introduction</title>
            <p>Conventional approaches to Mathematics and Science instruction are frequently criticized for overemphasizing rote memorization, offering minimal practical application, and failing to link learning to authentic contexts. However, the integration of project-based learning (PjBL) in Mathematics and Sciences (Biology, Chemistry, Physics, and Computer science) has received much attention because of its potential to engage students and expose them to real-world problem-solving (
                <xref ref-type="bibr" rid="ref15">Han et al., 2016</xref>). Project-based learning has gained popularity in educational research and curriculum changes as a viable teaching strategy for integrated science education, to improve students&#x2019; competencies needed for the 21st Century (
                <xref ref-type="bibr" rid="ref26">Serin, 2019</xref>). Project-based learning pedagogy attracts students&#x2019; attention and curiosity by letting them work on projects that apply to everyday situations whereby students face challenges to develop solutions to real-world problems and questions (
                <xref ref-type="bibr" rid="ref5">Chin, 2015</xref>). PjBL aligns with constructivist learning theories, which suggest that learners actively construct knowledge rather than passively receiving information. Instead, the content knowledge and skill development are significantly emphasized (
                <xref ref-type="bibr" rid="ref14">Haatainen &amp; Aksela, 2021</xref>). Through project-based learning instructions, students are encouraged to learn independently to manage their tasks while performing activities to seek answers to the identified problems (
                <xref ref-type="bibr" rid="ref26">Serin, 2019</xref>).</p>
            <p>Project-based learning-based education is intrinsically meaningful since it is grounded and involves mature competencies like creativity, critical thinking, collaboration, and communication. During Project-based learning, teachers mentor and counsel students (
                <xref ref-type="bibr" rid="ref37">Wurdinger &amp; Rudolph, 2009</xref>). Project-based learning is known for its attributes to develop both technical and non-technical skills. For instance, through Project-based learning, students gain valuable life skills that instill confidence, and interest, and equip them with skills and desires to become self-directed lifelong learners in Mathematics and Sciences (
                <xref ref-type="bibr" rid="ref37">Wurdinger &amp; Rudolph, 2009</xref>).</p>
            <p>To implement project-based learning-based instruction, students in collaboration with teachers identify the potential problems in their environment. Students collaborate in groups to find solutions to complex issues grounded in the curriculum (
                <xref ref-type="bibr" rid="ref15">Han et al., 2016</xref>). Students choose what activities to engage in and how to tackle the challenge. Students collect data from many sources, synthesize it, examine it, and draw knowledge from it (
                <xref ref-type="bibr" rid="ref14">Haatainen &amp; Aksela, 2021</xref>). This is a genuine inquiry involving students initiating the process with their questions, embarking on a quest for resources to test ideas and draw conclusions (
                <xref ref-type="bibr" rid="ref20">Larmer &amp; Mergendoller, 2010</xref>). To this end, students discover greater significance in project work when they engage in genuine inquiry, rather than simply retrieving and copying information from books or websites.</p>
            <p>Teachers employ various strategies to enhance student engagement and understanding. These strategies collectively aim to make learning Mathematics and Science subjects more engaging, relevant, and effective for diverse learners. These include inquiry-based learning, where students actively explore concepts through experiments and problem-solving, fostering critical thinking and curiosity (
                <xref ref-type="bibr" rid="ref31">Twahirwa et al., 2021</xref>). Collaborative learning is also widely used, encouraging students to work in groups to discuss and solve complex problems, and promoting peer learning and communication skills (
                <xref ref-type="bibr" rid="ref15">Han et al., 2016</xref>). Technology integration, such as simulations, interactive software, and digital tools, helps visualize abstract concepts and makes learning more dynamic (
                <xref ref-type="bibr" rid="ref17">Iyamuremye et al., 2022</xref>). Formative assessments, like quizzes and hands-on activities, are frequently utilized to provide immediate feedback, guiding students and teachers in addressing learning gaps (
                <xref ref-type="bibr" rid="ref33">Ukobizaba et al., 2021</xref>). However, there is a growing focus on Science and Mathematics education. There is a need for innovative teaching approaches that foster critical thinking, collaboration, and problem-solving skills (
                <xref ref-type="bibr" rid="ref26">Serin, 2019</xref>).</p>
            <p>Project-based learning has emerged as a promising pedagogical method for engaging students in meaningful, real-world applications of Science and Mathematics concepts (
                <xref ref-type="bibr" rid="ref37">Wurdinger &amp; Rudolph, 2009</xref>). Studeis were conducted on the contributions of project-based learning, but a focus was put on students&#x2019; subject performance. Aspects such as the contributions of PjBL on students&#x2019; engagement, creativity and communication, and conceptual understanding are not sufficiently explored (
                <xref ref-type="bibr" rid="ref9">Filcik et al., 2012</xref>). The reviewed studies were conducted on the benefits of Project-based learning but lacking a comprehensive synthesis of the contribution, prevalence, and challenges of PjBL pedagogy in Mathematics and Science education. This filling this gap yields the educators awareness, interest, and insights in applying this innovative pedagogy into their regular instructions. Indeed, traditional teaching still dominates mathematics and science instructions within primary and secondary schools in sub-saharan African countries. Teaching students to memorize concepts. A gap was found in teachers&#x2019; awareness about the contribution of PjBL in enhancing students conceptual understaaning and skills development. In addition, reasons behing teachers relying on traditional teaching and challenges associateed with the teachers&#x2019; implementation of PjBL are not examined. Thus, the contributions, prevalence, and challenges of PjBL in mathematics and science subjects should urgently be explored. The findings from this study provides with education stakeholders, curriculum developers and teachers with awareness about the effectivenss of PjBL in Mathematics and Science education. The study also consolidates and provides areas requiring more support in teaching and learning mathematics and science subjects. This review of literature sought to answer the following research questions:
                <list list-type="order">
                    <list-item>
                        <label>(1)</label>
                        <p>What are the contributions of project-based learning on students&#x2019; achievement in mathematics and science?</p>
                    </list-item>
                    <list-item>
                        <label>(2)</label>
                        <p>To what extent do project-based learning pedagogy prevail in mathematics and science instruction?</p>
                    </list-item>
                    <list-item>
                        <label>(3)</label>
                        <p>What challenges do teachers face in implementing Project-Based Learning in mathematics and science instruction?</p>
                    </list-item>
                </list>
            </p>
        </sec>
        <sec id="sec2">
            <title>Methodology</title>
            <p>A systematic review was used to collect and analyze data (
                <xref ref-type="bibr" rid="ref24">Pati &amp; Lorusso, 2018</xref>). To collect data, keywords such as &#x201c;project-based learning and students&#x2019; academic development&#x201d;, &#x201c;project-based learning and students&#x2019; engagement&#x201d;, &#x201c;project-based learning and students&#x2019; skills development&#x201d;, &#x201c;project-based learning and students&#x2019; performance in Mathematics and Sciences&#x201d;, &#x201c;project-based learning and challenges&#x201d;, were used to access and download resources. Using search engines such as Google Scholar, Academia, Search 4 Life, Scopus, and Web of Science, 202 were downloaded. These databases were deemed valid, relevant, and reliable based on their high reputation as a repository of high-quality academic studies. However, inclusion and exclusion criteria followed. Within this regard, 27 duplicated papers were filtered out and 175 articles remained. Next, 115 papers not related to project-based learning were filtered out. A deep filtering was conducted. Thirty-seven (37) article papers that talked about PBL but did not directly reflect the study&#x2019;s constructs were also filtered out. Therefore, 20 studies remained and were used for analysis. The downloaded papers were published from 2000 to 2023. This period was significant for collecting current and updated data about the contribution of Project-based learning in Mathematics and science education.</p>
            <p>For transparency, completeness, and quality of the study, the risk of bias assessment was controlled for all employed literature by considering study design, sample selection, clarity of intervention implementation, outcome measurement. In this regard, we have examined whether the included studies selectively reported outcomes related to PjBL contributions, prevalence, and challenges. Therefore, evidence was evaluated qualitatively based on study design, methodological rigor, consistency of findings, and relevance to the review of literature research questions. A Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) check list (
                <xref ref-type="bibr" rid="ref22">Page et al., 2021</xref>) ensuring transparency, completeness, and quality of the study was also provided and found at Figshare repository (
                <xref ref-type="bibr" rid="ref32">Ukobizaba et al., 2025</xref>).</p>
            <p>The review of literature was guided by the PRISMA framework, with clear inclusion and exclusion criteria (
                <xref ref-type="bibr" rid="ref25">Sarkis-Onofre et al., 2021</xref>). The 
                <xref ref-type="fig" rid="f1">
Figure 1</xref> was simplified for clarity.</p>
            <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                <label>
Figure 1. </label>
                <caption>
                    <title>The PRISMA diagram of resources inclusion and exclusion process.</title>
                </caption>
                <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/188189/fe77280b-c3f8-4a78-89ed-19f154fbe62c_figure1.gif"/>
            </fig>
        </sec>
        <sec id="sec3" sec-type="results">
            <title>Results</title>
            <p>Three of the reviewed literature was on the contribution of Project-based learning on students&#x2019; engagement. Eight of the reviewed literature were about the contribution of Project-based learning in enhancing students&#x2019; skills development. A significant part was occupied by the contribution of Project-based learning in enhancing students&#x2019; subject performance where 9 studies were reviewed. Three studies focused on the challenges linked to Project-based learning.</p>
            <sec id="sec4">
                <title>i) The contributions of PjBL on students&#x2019; achievement in mathematics and science</title>
                <p>

                    <bold>a) Enhancing students&#x2019; engagement</bold>
                </p>
                <p>Students&#x2019; engagement refers to the dynamic participation and involvement in different learning activities (
                    <xref ref-type="bibr" rid="ref20">Larmer &amp; Mergendoller, 2010</xref>). Three of the reviewed studies, confirmed that Project-based learning enhances students&#x2019; engagement (eg. 
                    <xref ref-type="bibr" rid="ref8">Doppelt, 2003</xref>; 
                    <xref ref-type="bibr" rid="ref3">Almulla, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref11">Gasana et al., 2023</xref>). For instance, in the study on the effectiveness of PjBL approach to engage students in learning, 
                    <xref ref-type="bibr" rid="ref3">Almulla (2020)</xref> employed a questionnaire to collect data on 124 teachers using the Project-based learning approach. The results showed that the Project-based learning technique improves student engagement in sharing information and discussion. In addition, 
                    <xref ref-type="bibr" rid="ref11">Gasana et al. (2023)</xref> employed a quasi-experimental and non-equivalent group design with a quantitative research approach. The participants were 78 senior students. It was found that students who were taught through Project-based learning were motivated to learn linear motion since they were interacting with robots. Further, 
                    <xref ref-type="bibr" rid="ref23">Pan et al. (2021)</xref> employed a student evaluation of teaching (SET) to assess the project-based learning program. Within this regard, a SET instrument was used to measure the effectiveness of project-based learning. Qualitative data was collected about how students collaborate with their classmates on projects while solving real-world problems. The results showed that students were actively involved in the implementation of projects.</p>
                <p>

                    <bold>b) Enhancing students&#x2019; creativity and communication</bold>
                </p>
                <p>Eight studies were reviewed under this construct. The reviewed literature revealed that Project-based learning effectively promotes skill development, particularly critical thinking, creativity, leadership skills, and problem-solving (eg. 
                    <xref ref-type="bibr" rid="ref1">Abidin et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref38">Yamin et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref7">Djam&#x2019;An et al., 2021</xref>). For instance, 
                    <xref ref-type="bibr" rid="ref7">Djam&#x2019;An et al. (2021)</xref> evaluated the use of the Project Learning model in improving students&#x2019; creativity in building their cities using mathematics (geometry, area, and volume). The study employed 34 primary students. The results from the study concluded that the PjBL model could improve students&#x2019; abilities in building a city through mathematics concepts. In addition, 
                    <xref ref-type="bibr" rid="ref1">Abidin et al. (2020)</xref> investigated the effects of Project-Based Learning-Literacy in Improving Students&#x2019; Mathematical Reasoning Abilities in Elementary Schools. Using the experimental method, two sample groups consisting of a control and an experimental group were formed. During the project implementation, contextual material with literacy works was made and students were invited to carry out the process of thinking about mathematical contexts in daily life. As a result, it was found that there are differences in the student&#x2019;s ability to reason mathematically for students who acquire learning PjBL-literacy compared to conventional learning.</p>
                <p>While assessing the effect of project-based learning on leadership abilities and communication skills, 
                    <xref ref-type="bibr" rid="ref28">Sirotiak &amp; Sharma (2019)</xref> accepted methodologies for construction engineering and management education for undergraduate students who need to learn a combination of technical and non-technical competencies. The study used a pre-experimental pre-test/post-test design. During implementation, students were given responsibilities to lead the team. The results showed a statistically significant difference (p &lt; .01) between the pre-and post-test, indicating an improvement in the student&#x2019;s ability to set goals, communicate, identify, and organize activities. In addition, 
                    <xref ref-type="bibr" rid="ref37">Wurdinger and Rudolph (2009)</xref> conducted a study on a different type of success: teaching important life skills through project-based learning. Surveys were used to collect data from students, teachers, and parents on their perception of the school in developing important life skills such as creativity, finding information, problem-solving, and learning how to learn. The results from data analysis exhibited the four highest-ranked skills including creativity (94%), finding information (92%), problem-solving (89%), and learning how to learn (89%). These results indicate that students gained skills that help them to succeed in college, and life in general through Project-based learning. It enhances one&#x2019;s ability to succeed in college more than learning academic skills.</p>
                <p>

                    <bold>c) Enhancing students&#x2019; conceptual understanding</bold>
                </p>
                <p>The construct of students&#x2019; subject performance has occupied a big part of the reviewed studies; nine studies have fallen under this construct. The reviewed studies were conducted on students&#x2019; performance in mathematics (
                    <xref ref-type="bibr" rid="ref19">Kholid et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref16">Holmes and Hwang, 2016</xref>), in sciences (eg. 
                    <xref ref-type="bibr" rid="ref12">Gomez-del Rio &amp; Rodriguez, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref4">&#x00c7;akici, 2013</xref>), integrated science subjects (eg. 
                    <xref ref-type="bibr" rid="ref15">Han et al., 2016</xref>), Physics (eg. 
                    <xref ref-type="bibr" rid="ref11">Gasana et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref31">Twahirwa et al., 2021</xref>), and computer engineering (eg. 
                    <xref ref-type="bibr" rid="ref21">Najeeb and Memon, 2022</xref>). The reviewed studies showed that PjBL contributes to enhancing students&#x2019; academic performance (eg., 
                    <xref ref-type="bibr" rid="ref36">Wurdinger et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref19">Kholid et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref31">Twahirwa et al., 2021</xref>) except for 
                    <xref ref-type="bibr" rid="ref16">Holmes and Hwang (2016)</xref> who found that there is no statistical significant contribution.</p>
                <p>Taking some examples, 
                    <xref ref-type="bibr" rid="ref4">&#x00c7;akici (2013)</xref> examined the effect of project-based learning activities on fifth-grade children&#x2019;s science achievement and their attitudes toward science courses. The study employed 44 fifth-grade students at a public primary school in the Northwestern part of Turkey. A quasi-experimental study was used. Students were divided into two groups a control group (CG, n = 22) and an experimental group (EG, n = 22). The EG employed project-based practices, while the CG used traditional teaching practices. Students in the EG carried out three science projects for the science unit on &#x2018;sound&#x2019;. The findings from the study showed that children&#x2019;s science achievement significantly improved through project-based activities. In addition, 
                    <xref ref-type="bibr" rid="ref31">Twahirwa et al. (2021)</xref> studied the Effect of Project-Based Learning: Learners&#x2019; Conceptualization and Achievement in Science Education. Using a quasi-experimental design, a pre-and post- Physics Achievement Test was administered. By comparing the control and experimental group results, the p-value was less than 0.05 (p &lt; 0.05). These results indicated a positive effect on students&#x2019; conceptual understanding of Physics. However, 
                    <xref ref-type="bibr" rid="ref16">Holmes and Hwang (2016)</xref> used a mixed-method and a longitudinal study to investigate the effect of project-based learning (PBL) on secondary mathematics students&#x2019; academic skill development. The participants of the study were the eighth and ninth-grade students. The results showed no overall statistical difference between the two schools in mathematics conceptual understanding (p &gt; .05). Mathematics content learning in the two environments did not seem to make a difference.</p>
            </sec>
            <sec id="sec5">
                <title>ii) Prevalence of PjBL in mathematics and science</title>
                <p>
                    <xref ref-type="fig" rid="f2">
Figure 2</xref> shows the number of reviewed studies where project-based learning pedagogy wad applied in teaching Mathematics and science subjects. PjBL was used by teachers while Mathematics, integrated science, computer science, and physics. However, some reviewed literature showed that PjBL was conducted in other subjects. The majority of authors studied Mathematics and Science subjects. See 
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>.</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Prevalence of PjBL in Mathematics and science subjects.</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/188189/fe77280b-c3f8-4a78-89ed-19f154fbe62c_figure2.gif"/>
                </fig>
                <p>The data presents the prevalence of Project-Based Learning (PjBL) across mathematics and science subjects. Results indicated that PjBL prevalence was highest in mathematics and physics (35% each), while chemistry and biology accounted for 15% each. On the other hand, Computer Science accounts for 15%, Integrated Science shows 10%, while Chemistry records the least with only 5%. The higher prevalence of Project-Based Learning (PjBL) in Mathematics and Physics, each accounting for 35% of the reviewed literature, can be attributed to the inherently problem-solving and analytical nature of these subjects, which aligns well with the PjBL approach. Mathematics and Physics concepts often lend themselves to real-world applications, modeling, and hands-on experiments, making it easier for educators to design projects that engage students in inquiry, experimentation, and collaborative problem-solving. In contrast, Chemistry and Biology, which accounted for only 15% each, may present more logistical and safety challenges in implementing hands-on projects, such as the need for specialized laboratory equipment, controlled environments, and careful handling of chemicals or biological materials. Additionally, curriculum constraints and limited resources in many educational settings can make it more difficult for teachers to apply PjBL extensively in Chemistry and Biology, resulting in a lower representation in the literature. Overall, the alignment between subject characteristics, practical feasibility, and available resources likely explains the uneven distribution of PjBL prevalence across these STEM disciplines.</p>
            </sec>
            <sec id="sec6">
                <title>iii) Challenges in Teachers&#x2019; incorporation of PjBL in mathematics and science</title>
                <p>Three the reviewed studies reported the teachers&#x2019; challenges linked to PjBL incorporation into mathematics and science instruction. The challenges encountered by teachers included difficulties in selecting relevant content, time management, lack of abilities to monitor and provide adequate assessment, and lack of materials to implement students&#x2019; projects (
                    <xref ref-type="bibr" rid="ref2">Aldabbus, 2018</xref>). During project implementation, teachers meet with difficulties in terms of time as project-based learning takes a long time, and others feared to disturb the learning process (
                    <xref ref-type="bibr" rid="ref30">Trisdiono, 2014</xref>). For example, 
                    <xref ref-type="bibr" rid="ref27">Shome and Natarajan (2013)</xref> reported that teachers felt too burdened with work for conducting projects within school hours and inadequate resources. The reviewed literature showed that teachers experienced difficulties in doing authentic assessments in the learning process and learning outcomes, especially in attitudes and skills (
                    <xref ref-type="bibr" rid="ref30">Trisdiono, 2014</xref>).</p>
            </sec>
        </sec>
        <sec id="sec7" sec-type="discussion">
            <title>Discussion</title>
            <p>The reviewed literature showed that PjBL has emerged as a transformative educational approach with significant contributions to various facets of student development. The purpose of employing different teaching and learning approaches and strategies is to make students successful in different learning subjects (
                <xref ref-type="bibr" rid="ref15">Han et al., 2016</xref>). The majority of the reviewed studies were on the contribution of Project-based learning on students&#x2019; subject performance (eg., 
                <xref ref-type="bibr" rid="ref13">Grant &amp; Branch, 2005</xref>; 
                <xref ref-type="bibr" rid="ref31">Twahirwa et al., 2021</xref>) followed by Project-based learning in enhancing students&#x2019; skills such as the developments of communication, collaboration, creativity, and critical thinking (
                <xref ref-type="bibr" rid="ref9">Filcik et al., 2012</xref>; 
                <xref ref-type="bibr" rid="ref19">Kholid et al., 2022</xref>).</p>
            <p>Project-based learning enhances students&#x2019; engagement by fostering active participation, collaboration, and interest through hands-on, real-world problem-solving activities. The current trend of developing 21
                <sup>st</sup>-century skills requires students to be involved in constructing their knowledge. Indeed, the application of Project-based learning goes hand in hand with the application of active learning pedagogy whereby students are actively engaged in solving real-world problems through authentic tasks. For instance, the reviewed studies were on applying Project-based learning to engage students in different subjects (
                <xref ref-type="bibr" rid="ref3">Almulla, 2020</xref>). Indeed, 
                <xref ref-type="bibr" rid="ref9">Filcik et al. (2012)</xref> and 
                <xref ref-type="bibr" rid="ref23">Pan et al.(2021)</xref> argued that students&#x2019; active engagement and interest have increased while learning science and mathematics. Thus, through Project-based learning, students will find the meaning and application of learning concepts acquired in class to real-life situations, which will in turn enhance their interest in learning those subjects.</p>
            <p>The reviewed literature showed that Project-based learning supports skills development, equipping students with critical thinking, communication, teamwork, and self-management. BjBL was fought as one of the teaching approaches to enhance 21
                <sup>st</sup>-century skills (
                <xref ref-type="bibr" rid="ref26">Serin, 2019</xref>). Within the same vein, a competence-based curriculum currently used in different countries was conceived and developed to develop students skills such as leadership abilities skills (
                <xref ref-type="bibr" rid="ref35">Walters and Sirotiak, 2011</xref>), improving students&#x2019; Mathematical reasoning abilities (
                <xref ref-type="bibr" rid="ref1">Abidin et al., 2020</xref>) and teaching important life skills through project-based learning (
                <xref ref-type="bibr" rid="ref37">Wurdinger and Rudolph, 2009</xref>). We agree with 
                <xref ref-type="bibr" rid="ref30">Trisdiono (2014)</xref> who argued that teachers should teach and give authentic assessment based on students&#x2019; context to enhance their skills. If students have effectively acquired subjects&#x2019; concepts through Project-based learning transfer the acquired knowledge into their careers (
                <xref ref-type="bibr" rid="ref34">Wakumire et al., 2022</xref>). It is expected that teaching students through Project-based learning would increase the number of competent human resources ready to apply skills in their future careers (
                <xref ref-type="bibr" rid="ref15">Han et al., 2016</xref>). Project-based learning prepares students to solve real-life problems.</p>
            <p>Based on the reviewed literature, Project-based learning positively impacts students&#x2019; subject performance. It enables students to understand the content. For instance, 
                <xref ref-type="bibr" rid="ref15">Han et al. (2016)</xref> and 
                <xref ref-type="bibr" rid="ref31">Twahirwa et al. (2021)</xref> observed higher performance in Sciences and Mathematics due to PjBL. Similarly, 
                <xref ref-type="bibr" rid="ref1">Abidin et al. (2020)</xref> found statistically significant improvements in mathematical reasoning and geometry scores. These findings highlight the potential of Project-based learning to improve academic outcomes, particularly when properly aligned with curricular goals and adequately supported. Though, 
                <xref ref-type="bibr" rid="ref16">Holmes and Hwang (2016)</xref> noted no significant academic differences in some cases. The traditional teaching strategy used to make Mathematics and Sciences abstract which was difficult for students to retain related concepts. However, when students receive authentic learning, as it is the key principle of Project-based learning pedagogy, students are likely to understand mathematics and science concepts (
                <xref ref-type="bibr" rid="ref37">Wurdinger &amp; Rudolph, 2009</xref>). Therefore, Project-based learning is expected to enhance students&#x2019; conceptual understanding.</p>
            <p>Teachers frequently face barriers such as inadequate training, scarce resources, and insufficient institutional support when attempting to apply PjBL effectively. Problems linked to Project-based learning should be taken into consideration and solutions such as encouraging students to complete their projects, optimizing the teacher&#x2019;s role as supervisor, schools to finance the students&#x2019; projects, selecting projects suitable for the available resources, and facilitating teachers in their daily activities related to Project-based learning (
                <xref ref-type="bibr" rid="ref6">Cintang et al., 2018</xref>). Therefore, Project-based learning shouldn&#x2019;t be viewed as a burden for teachers, but as an effective way to implement a student-centered approach (
                <xref ref-type="bibr" rid="ref27">Shome and Natarajan, 2013</xref>).</p>
            <p>The findings highlight that PjBL is most widely applied in physics and mathematics, whereas chemistry and biology remain comparatively underexplored, possibly due to laboratory constraints and curricular structures. These results reflect the role of Mathematics and Physics across STEM disciplines and its alignment with Project-based learning&#x2019;s emphasis on problem-solving and analytical skills (
                <xref ref-type="bibr" rid="ref34">Wakumire et al., 2022</xref>). In addition, Physics contributes in emphasizing its experimental nature and suitability for hands-on activities (
                <xref ref-type="bibr" rid="ref4">&#x00c7;akici, 2013</xref>). These findings align with existing literature that recognizes Project-based learning as particularly effective in subjects requiring critical thinking and practical application (
                <xref ref-type="bibr" rid="ref1">Abidin et al. 2020</xref>). Therefore, more teachers should incorporate Project-based learning in different subjects, particularly Mathematics, and sciences to make these subjects more relevant to students.</p>
            <p>Based on the reviewed literature, the pedagogical implications of PjBL are significant for teachers, policymakers, and curriculum developers. Teachers can leverage PjBL to actively engage students in meaningful learning experiences, fostering not only conceptual understanding in Mathematics and Science but also critical life skills such as creativity, problem-solving, communication, and leadership. Policymakers can support the integration of PjBL by providing adequate resources, training programs, and flexible timetables that allow for extended project implementation, addressing common challenges such as time constraints and lack of facilities. Curriculum developers can design learning modules that embed real-world, inquiry-based projects aligned with subject concepts, ensuring that students&#x2019; learning is both practical and cognitively stimulating. Overall, the findings underscore that implementing PjBL can enhance academic achievement while preparing students for collaborative and innovative participation in future academic and professional contexts.</p>
        </sec>
        <sec id="sec8" sec-type="conclusion">
            <title>Conclusion</title>
            <p>This review underscores the substantial benefits of PjBL in enhancing learning outcomes, while also acknowledging persistent challenges that must be addressed through targeted teacher training, curriculum flexibility, and resource allocation. The reviewed literature showed that Project-based learning enhanced students&#x2019; engagement, collaboration, creativity, and conceptual understanding of Mathematics and Sciences. The reviewed literature showed that PjBL dominates in Mathematics and Physics with the highest prevalence while Chemistry records the least prevalence. Although PjBL was found effective, it has associated challenges. These include teachers&#x2019; limited skills and inability to choose significant content, time management, monitoring, and assessment. These challenges underline the need for proper planning, teacher training, and institutional support to mitigate barriers and maximize the effectiveness of PjBL. The following review of the literature provides insights into further research. To this end, further research should not only address contributions, prevalence, and challenges, but also explore longitudinal impacts of PjBL on students&#x2019; lifelong learning and transferable skills.</p>
        </sec>
        <sec id="sec9">
            <title>Declarations and statements</title>
            <sec id="sec10">
                <title>Ethics and consent</title>
                <p>No ethical approval or consent required.</p>
            </sec>
        </sec>
        <sec id="sec11">
            <title>Reporting guidelines</title>
            <p>Figshare: PRISMA checklist for [Project-Based Learning in Mathematics and Science: A Review of Contributions, Prevalence, and Challenges]. 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.30173854.v2">https://doi.org/10.6084/m9.figshare.30173854.v2</ext-link> (
                <xref ref-type="bibr" rid="ref32">Ukobizaba et al., 2025</xref>).</p>
            <p>Data are available under the terms of the 
                <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/publicdomain/zero/1.0/">Creative Commons Zero &#x201c;No rights reserved&#x201d; data waiver</ext-link> (CC0 1.0 Public domain dedication).</p>
        </sec>
    </body>
    <back>
        <sec id="sec14" sec-type="data-availability">
            <title>Data availability statement</title>
            <sec id="sec15">
                <title>Underlying data</title>
                <p>No underlying data associated with this article.</p>
            </sec>
            <sec id="sec16">
                <title>Extended data</title>
                <p>Figshare: [Project-Based Learning in Mathematics and Science: A Review of Contributions, Prevalence, and Challenges]. 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.30173854.v2">https://doi.org/10.6084/m9.figshare.30173854.v2</ext-link> (
                    <xref ref-type="bibr" rid="ref32">Ukobizaba et al., 2025</xref>).</p>
                <p>This project contains the following extended data:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x25cb;</label>
                            <p>
Table 2_Reviewed literature.docx</p>
                        </list-item>
                        <list-item>
                            <label>&#x25cb;</label>
                            <p>Review protocol.docx</p>
                        </list-item>
                    </list>
                </p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">Creative Commons 1.0 Universal License</ext-link> (CC0 1.0).</p>
            </sec>
        </sec>
        <ref-list>
            <title>References</title>
            <ref id="ref1">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Abidin</surname>
                            <given-names>Z</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Utomo</surname>
                            <given-names>AC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Pratiwi</surname>
                            <given-names>V</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Project-based learning - literacy in improving students&#x2019; mathematical reasoning abilities in elementary schools.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Madrasah Ibtidaiyah Education (JMIE).</italic>
</source>
                    <year>2020</year>;<volume>4</volume>(<issue>1</issue>):<fpage>39</fpage>&#x2013;<lpage>52</lpage>.
                    <pub-id pub-id-type="doi">10.32934/jmie.v4i1.170</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref2">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Aldabbus</surname>
                            <given-names>J</given-names>
                        </name>
</person-group>:
                    <article-title>Project-Based Learning: Implementation and Challenges.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Education, Learning and Development.</italic>
</source>
                    <year>2018</year>;<volume>6</volume>(<issue>3</issue>):<fpage>71</fpage>&#x2013;<lpage>79</lpage>.</mixed-citation>
            </ref>
            <ref id="ref3">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Almulla</surname>
                            <given-names>MA</given-names>
                        </name>
</person-group>:
                    <article-title>The Effectiveness of the Project-Based Learning (PBL) Approach as a Way to Engage Students in Learning.</article-title>
                    <source>

                        <italic toggle="yes">SAGE Open.</italic>
</source>
                    <year>2020</year>;<volume>10</volume>(<issue>3</issue>).
                    <pub-id pub-id-type="doi">10.1177/2158244020938702</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref4">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>&#x00c7;akici</surname>
                            <given-names>Y</given-names>
                        </name>
</person-group>:
                    <article-title>An Investigation of the Effect of Project-Based Learning Approach on Children&#x2019;s Achievement and Attitude in Science.</article-title>
                    <source>

                        <italic toggle="yes">The Online Journal of Science and Technology.</italic>
</source>
                    <year>2013</year>;<volume>3</volume>(<issue>2</issue>):<fpage>9</fpage>&#x2013;<lpage>17</lpage>.</mixed-citation>
            </ref>
            <ref id="ref5">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Chin</surname>
                            <given-names>W</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Effects of Project-Based Learning in high School Geometry.</italic>
</source>
                    <publisher-name>University of Hawai</publisher-name>;<year>2015</year>. Doctoral Dissertation.
                    <ext-link ext-link-type="uri" xlink:href="http://ovidsp.ovid.com/ovidweb.cgi?T=JS&amp;PAGE=reference&amp;D=psyc12&amp;NEWS=N&amp;AN=2015-99230-488">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref6">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Cintang</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Setyowati</surname>
                            <given-names>DL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Handayani</surname>
                            <given-names>SSD</given-names>
                        </name>
</person-group>:
                    <article-title>The Obstacles and Strategy of Project Based Learning Implementation in Elementary School.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Education and Learning (EduLearn).</italic>
</source>
                    <year>2018</year>;<volume>12</volume>(<issue>1</issue>):<fpage>7</fpage>&#x2013;<lpage>15</lpage>.
                    <pub-id pub-id-type="doi">10.11591/edulearn.v12i1.7045</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref7">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Djam&#x2019;An</surname>
                        </name>

                        <name name-style="western">
                            <surname>Bernard</surname>
                        </name>

                        <name name-style="western">
                            <surname>Sahid</surname>
                        </name>
</person-group>:
                    <article-title>Developing Students&#x2019; Creativity in Building City Mathematics through Project Based Learning.</article-title>
                    <source>

                        <italic toggle="yes">J. Phys. Conf. Ser.</italic>
</source>
                    <year>2021</year>;<volume>1899</volume>(<issue>1</issue>):<fpage>012147</fpage>.
                    <pub-id pub-id-type="doi">10.1088/1742-6596/1899/1/012147</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref8">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Doppelt</surname>
                            <given-names>Y</given-names>
                        </name>
</person-group>:
                    <article-title>Implementing and Assessment of PBL in a Flexible Environment.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Technol. Des. Educ.</italic>
</source>
                    <year>2003</year>;<volume>13</volume>(<issue>2</issue>):<fpage>55</fpage>&#x2013;<lpage>72</lpage>.
                    <ext-link ext-link-type="uri" xlink:href="https://link.springer.com/article/10.1023/A:1026125427344%5Cnhttp://cedu521-k-f07.pbworks.com/f/Implementation+and+Assessment+of+Project-Based+Learning+in+a+Flexible+Environment.pdf">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref9">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Filcik</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bosch</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Pederson</surname>
                            <given-names>S</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <chapter-title>The effects of Project-Based Learning (PBL) Approach on the Achievement and Efficacy of High School Mathematics Students: A Longitudinal Study Investigating the Effects of PBL Approach in Mathematics Education.</chapter-title>
                    <source>

                        <italic toggle="yes">Proceeding of The National Conference On Undergraduate Research (NCUR) 2012 Weber State University, Ogden Utah, March 29-31, 2012.</italic>
</source>
                    <year>2012</year>.</mixed-citation>
            </ref>
            <ref id="ref11">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gasana</surname>
                            <given-names>JC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nkundabakura</surname>
                            <given-names>P</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nsengimana</surname>
                            <given-names>T</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Effect of robotics-enhanced project-based learning approach on students&#x2019; conceptual understanding and motivation in linear motion in physics in selected Rwandan Secondary School.</article-title>
                    <source>

                        <italic toggle="yes">Educ. Inf. Technol.</italic>
</source>
                    <year>2023</year>.
                    <pub-id pub-id-type="doi">10.1007/s10639-023-12364-6</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref12">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gomez-del Rio</surname>
                            <given-names>T</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rodriguez</surname>
                            <given-names>J</given-names>
                        </name>
</person-group>:
                    <article-title>Design and assessment of a project-based learning in a laboratory for integrating knowledge and improving engineering design skills.</article-title>
                    <source>

                        <italic toggle="yes">Educ. Chem. Eng.</italic>
</source>
                    <year>2022</year>;<volume>40</volume>(<issue>April</issue>):<fpage>17</fpage>&#x2013;<lpage>28</lpage>.
                    <pub-id pub-id-type="doi">10.1016/j.ece.2022.04.002</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref13">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Grant</surname>
                            <given-names>MM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Branch</surname>
                            <given-names>RM</given-names>
                        </name>
</person-group>:
                    <article-title>Project-Based Learning In a Middle School.</article-title>
                    <source>

                        <italic toggle="yes">J. Res. Technol. Educ.</italic>
</source>
                    <year>2005</year>;<volume>38</volume>(<issue>1</issue>):<fpage>65</fpage>&#x2013;<lpage>98</lpage>.
                    <pub-id pub-id-type="doi">10.1080/15391523.2005.10782450</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref14">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Haatainen</surname>
                            <given-names>O</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Aksela</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>Project-based learning in integrated science education: Active teachers&#x2019; perceptions and practices.</article-title>
                    <source>

                        <italic toggle="yes">International Journal on Math, Science and Technology Education.</italic>
</source>
                    <year>2021</year>;<volume>9</volume>(<issue>1</issue>):<fpage>149</fpage>&#x2013;<lpage>173</lpage>.
                    <pub-id pub-id-type="doi">10.31129/LUMAT.9.1.1392</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref15">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Han</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rosli</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Capraro</surname>
                            <given-names>MM</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>The effect of Science, technology, engineering and mathematics (STEM) project based learning (PBL) on students&#x2019; Achievement in four mathematics topics.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Turkish Science Education.</italic>
</source>
                    <year>2016</year>;<volume>13</volume>:<fpage>3</fpage>&#x2013;<lpage>29</lpage>.
                    <pub-id pub-id-type="doi">10.12973/tused.10168a</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref16">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Holmes</surname>
                            <given-names>VL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hwang</surname>
                            <given-names>Y</given-names>
                        </name>
</person-group>:
                    <article-title>Exploring the effects of project-based learning in secondary mathematics education.</article-title>
                    <source>

                        <italic toggle="yes">J. Educ. Res.</italic>
</source>
                    <year>2016</year>;<volume>109</volume>(<issue>5</issue>):<fpage>449</fpage>&#x2013;<lpage>463</lpage>.
                    <pub-id pub-id-type="doi">10.1080/00220671.2014.979911</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref17">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Iyamuremye</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mukiza</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nsabayezu</surname>
                            <given-names>E</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Web-based discussions in teaching and learning: Secondary school teachers&#x2019; and students&#x2019; perception and potentiality to enhance students&#x2019; performance in organic chemistry.</article-title>
                    <source>

                        <italic toggle="yes">Educ. Inf. Technol.</italic>
</source>
                    <year>2022</year>;<volume>27</volume>(<issue>2</issue>):<fpage>2695</fpage>&#x2013;<lpage>2715</lpage>.
                    <pub-id pub-id-type="pmid">34483703</pub-id>
                    <pub-id pub-id-type="doi">10.1007/s10639-021-10725-7</pub-id>
                    <pub-id pub-id-type="pmcid">PMC8397609</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref19">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kholid</surname>
                            <given-names>MN</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Pradana</surname>
                            <given-names>LN</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Maharani</surname>
                            <given-names>S</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Geogebra In Project-Based Learning (Geo-Pjbl): A Dynamic Tool For Analytical Geometry Course.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Technology and Science Education.</italic>
</source>
                    <year>2022</year>;<volume>12</volume>(<issue>1</issue>):<fpage>112</fpage>&#x2013;<lpage>120</lpage>.
                    <pub-id pub-id-type="doi">10.3926/jotse.1267</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref20">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Larmer</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mergendoller</surname>
                            <given-names>JR</given-names>
                        </name>
</person-group>:
                    <article-title>Essentials for Learning Project-Based Learning.</article-title>
                    <source>

                        <italic toggle="yes">Educ. Leadersh.</italic>
</source>
                    <year>2010</year>;<volume>68</volume>(<issue>1</issue>):<fpage>4</fpage>.</mixed-citation>
            </ref>
            <ref id="ref21">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Najeeb</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Memon</surname>
                            <given-names>JA</given-names>
                        </name>
</person-group>:
                    <article-title>Project-based Learning for Control Education during COVID-19 Pandemic.</article-title>
                    <source>

                        <italic toggle="yes">IFAC-PapersOnLine.</italic>
</source>
                    <year>2022</year>;<volume>55</volume>(<issue>17</issue>):<fpage>55</fpage>&#x2013;<lpage>60</lpage>.
                    <pub-id pub-id-type="pmid">38620792</pub-id>
                    <pub-id pub-id-type="doi">10.1016/j.ifacol.2022.09.224</pub-id>
                    <pub-id pub-id-type="pmcid">PMC9536762</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref22">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Page</surname>
                            <given-names>MJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>McKenzie</surname>
                            <given-names>JE</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bossuyt</surname>
                            <given-names>PM</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>The PRISMA 2020 statement: An updated guideline for reporting systematic reviews.</article-title>
                    <source>

                        <italic toggle="yes">BMJ.</italic>
</source>
                    <year>2021</year>;<volume>372</volume>.
                    <pub-id pub-id-type="pmid">33782057</pub-id>
                    <pub-id pub-id-type="doi">10.1136/bmj.n71</pub-id>
                    <pub-id pub-id-type="pmcid">PMC8005924</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref23">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Pan</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Shankararaman</surname>
                            <given-names>V</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Koh</surname>
                            <given-names>K</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Students&#x2019; evaluation of teaching in the project-based learning programme: An instrument and a development process.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Manag. Educ.</italic>
</source>
                    <year>2021</year>;<volume>19</volume>(<issue>2</issue>).
                    <pub-id pub-id-type="doi">10.1016/j.ijme.2021.100501</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref24">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Pati</surname>
                            <given-names>D</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lorusso</surname>
                            <given-names>LN</given-names>
                        </name>
</person-group>:
                    <article-title>How to write a systematic review of the literature.</article-title>
                    <source>

                        <italic toggle="yes">HERD: Health Environments Research &amp; Design Journal.</italic>
</source>
                    <year>2018</year>;<volume>11</volume>(<issue>1</issue>):<fpage>15</fpage>&#x2013;<lpage>30</lpage>.
                    <pub-id pub-id-type="doi">10.1177/1937586717747384</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref25">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Sarkis-Onofre</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Catal&#x00e1;-L&#x00f3;pez</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Aromataris</surname>
                            <given-names>E</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>How to properly use the PRISMA Statement.</article-title>
                    <source>

                        <italic toggle="yes">Syst. Rev.</italic>
</source>
                    <year>2021</year>;<volume>10</volume>(<issue>1</issue>):<fpage>115</fpage>&#x2013;<lpage>117</lpage>.
                    <pub-id pub-id-type="pmid">33875004</pub-id>
                    <pub-id pub-id-type="doi">10.1186/s13643-021-01671-z</pub-id>
                    <pub-id pub-id-type="pmcid">PMC8056687</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref26">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Serin</surname>
                            <given-names>H</given-names>
                        </name>
</person-group>:
                    <article-title>Project Based Learning in Mathematics Context.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Social Sciences &amp; Educational Studies.</italic>
</source>
                    <year>2019</year>;<volume>5</volume>(<issue>3</issue>):<fpage>232</fpage>&#x2013;<lpage>236</lpage>.
                    <pub-id pub-id-type="doi">10.23918/ijsses.v5i3p232</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref27">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Shome</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Natarajan</surname>
                            <given-names>C</given-names>
                        </name>
</person-group>:
                    <article-title>Ideas of and attitudes towards projects and changing practices: Voices of four teachers.</article-title>
                    <source>

                        <italic toggle="yes">Australian J. Teach. Educ.</italic>
</source>
                    <year>2013</year>;<volume>38</volume>(<issue>10</issue>):<fpage>64</fpage>&#x2013;<lpage>81</lpage>.
                    <pub-id pub-id-type="doi">10.14221/ajte.2013v38n10.5</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref28">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Sirotiak</surname>
                            <given-names>T</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sharma</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>Problem-based learning for adaptability and management skills.</article-title>
                    <source>

                        <italic toggle="yes">J. Prof. Issues Eng. Educ. Pract.</italic>
</source>
                    <year>2019</year>;<volume>145</volume>(<issue>4</issue>):<fpage>4019008</fpage>.
                    <pub-id pub-id-type="doi">10.1061/(ASCE)EI.1943-5541.0000420</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref30">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Trisdiono</surname>
                            <given-names>H</given-names>
                        </name>
</person-group>:
                    <article-title>Project Based- Learning in Teachers&#x2019; Perspectives.</article-title>
                    <source>

                        <italic toggle="yes">DIJE.</italic>
</source>
                    <year>2014</year>;<volume>2</volume>(<issue>5</issue>).</mixed-citation>
            </ref>
            <ref id="ref31">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Twahirwa</surname>
                            <given-names>JN</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ntivuguruzwa</surname>
                            <given-names>C</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Twizeyimana</surname>
                            <given-names>E</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Effect of project-based learning: Learners&#x2019; conceptualization and achievement in science education.</article-title>
                    <source>

                        <italic toggle="yes">African Journal of Educational Studies in Mathematics and Sciences.</italic>
</source>
                    <year>2021</year>;<volume>17</volume>(<issue>1</issue>):<fpage>17</fpage>&#x2013;<lpage>35</lpage>.
                    <pub-id pub-id-type="doi">10.4314/ajesms.v17i1.2</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref32">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ukobizaba</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Maniraho</surname>
                            <given-names>JF</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Uworwabayeho</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>PRISMA Checklist about the reviewed literature on the contributions, prevalence, and challenges of project-based learning in Mathematics and Science instruction.</article-title>
                    <source>

                        <italic toggle="yes">Figshare.</italic>
</source>
                    <year>2025</year>;<volume>CC0</volume>.
                    <pub-id pub-id-type="doi">10.6084/m9.figshare.30173854.v2</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref33">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ukobizaba</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nizeyimana</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mukuka</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>Assessment Strategies for Enhancing Students&#x2019; Mathematical Problem-solving Skills: A Review of Literature.</article-title>
                    <source>

                        <italic toggle="yes">EURASIA Journal of Mathematics, Science and Technology Education.</italic>
</source>
                    <year>2021</year>;<volume>17</volume>(<issue>3</issue>):<fpage>em1945</fpage>.
                    <pub-id pub-id-type="doi">10.29333/ejmste/9728</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref34">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Wakumire</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nkundabakura</surname>
                            <given-names>P</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Daniel Mollel</surname>
                            <given-names>A</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Impact of Project -based Learning on Students&#x2019; Critical Thinking Skills in Kinematics in Mb666.</article-title>
                    <source>

                        <italic toggle="yes">East African Journal of Education and Social Sciences.</italic>
</source>
                    <year>2022</year>;<volume>3</volume>(<issue>3</issue>):<fpage>160</fpage>&#x2013;<lpage>170</lpage>.
                    <pub-id pub-id-type="doi">10.4314/eajess.v3i3.191</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref35">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Walters</surname>
                            <given-names>RC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sirotiak</surname>
                            <given-names>T</given-names>
                        </name>
</person-group>:
                    <chapter-title>Assessing the effect of project based learning on leadership abilities and communication skills.</chapter-title>
                    <source>

                        <italic toggle="yes">47th ASC Annual International Conference Proceedings.</italic>
</source>
                    <year>2011</year>.</mixed-citation>
            </ref>
            <ref id="ref36">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Wurdinger</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Newell</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kim</surname>
                            <given-names>ES</given-names>
                        </name>
</person-group>:
                    <article-title>Measuring life skills, hope, and academic growth at project-based learning schools.</article-title>
                    <source>

                        <italic toggle="yes">Improv. Sch.</italic>
</source>
                    <year>2020</year>;<volume>23</volume>(<issue>3</issue>):<fpage>264</fpage>&#x2013;<lpage>276</lpage>.
                    <pub-id pub-id-type="doi">10.1177/1365480220901968</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref37">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Wurdinger</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rudolph</surname>
                            <given-names>J</given-names>
                        </name>
</person-group>:
                    <article-title>A different type of success: Teaching important life skills through project based learning.</article-title>
                    <source>

                        <italic toggle="yes">Improv. Sch.</italic>
</source>
                    <year>2009</year>;<volume>12</volume>(<issue>2</issue>):<fpage>115</fpage>&#x2013;<lpage>129</lpage>.
                    <pub-id pub-id-type="doi">10.1177/1365480209105576</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref38">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Yamin</surname>
                            <given-names>Y</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Permanasari</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Redjeki</surname>
                            <given-names>S</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Project Based Learning To Enhance Creative Thinking Skills of the Non-Science Students.</article-title>
                    <source>

                        <italic toggle="yes">JHSS (Journal of Humanities and Social Studies).</italic>
</source>
                    <year>2020</year>;<volume>4</volume>(<issue>2</issue>):<fpage>107</fpage>&#x2013;<lpage>111</lpage>.
                    <pub-id pub-id-type="doi">10.33751/jhss.v4i2.2450</pub-id>
                </mixed-citation>
            </ref>
        </ref-list>
    </back>
    <sub-article article-type="reviewer-report" id="report446299">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.188189.r446299</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Tob&#x00f3;n</surname>
                        <given-names>Sergio</given-names>
                    </name>
                    <xref ref-type="aff" rid="r446299a1">1</xref>
                    <xref ref-type="aff" rid="r446299a2">2</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-5543-9131</uri>
                </contrib>
                <aff id="r446299a1">
                    <label>1</label>Centro Universitario CIFE, Cuernavaca, Mexico</aff>
                <aff id="r446299a2">
                    <label>2</label>Universidad Aoma de Chihuahua, Chihuahua, Chihuahua, Mexico</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>27</day>
                <month>1</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Tob&#x00f3;n S</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport446299" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.170698.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>"Project-based learning in mathematics and science: a review of contributions, prevalence, and challenges"</p>
            <p> </p>
            <p> 
                <bold>Originality and Relevance:</bold> The article addresses a relevant topic, but its approach is traditional and lacks originality in its current state. By relying exclusively on constructivism and classic PBL, it overlooks emerging pedagogical trends necessary to face the era of Artificial Intelligence (AI), such as socioformation.</p>
            <p> </p>
            <p> 
                <bold>Language:</bold> The English text contains grammatical errors and typos (e.g., "pedagocy", "studeis") that require professional editing.</p>
            <p> </p>
            <p> 
                <bold>Suggestions for Improvement:</bold>
            </p>
            <p> 
                <bold>1. Title:</bold> Update the title to reflect a critical perspective regarding current challenges and specify that this is a systematic review.</p>
            <p> 
                <bold>2. Abstract:</bold> Restructure the abstract to strictly follow the IMRaD format and address the gap regarding AI and sustainable social development.</p>
            <p> 
                <bold>Introduction:</bold>
            </p>
            <p> 
                <bold>3. Moving Beyond Constructivism:</bold> The text grounds PBL exclusively in constructivist theories where students "construct knowledge." It fails to consider other, more current and pertinent approaches. I suggest considering new theories or pedagogical models such as socioformation. Constructivism is insufficient in the AI era, as algorithms can "construct" and organize information faster than humans.</p>
            <p> 
                <bold>4. Other More Current and Relevant Project Methodologies:</bold> Furthermore, you must analyze the shortcomings of traditional project-based learning methodology, which tends to focus more on learning objectives. Consider other methodologies such as socioformative projects and STEAM. Socioformative projects, for example, focus on action research within a territory and sustainable social development through an interdisciplinary approach. This is more relevant for facing the challenges of artificial intelligence. Traditional PBL in science tends to be disciplinary, focused more on content and learning processes than on real community problems.</p>
            <p> 
                <bold>5. Research Gap or Problem Statement:</bold> Expand the problem statement to analyze potential issues, failures, or drawbacks of project-based learning, and consider recent alternative methodologies that are more pertinent to the AI era.</p>
            <p> 
                <bold>6. Research Questions:</bold> Refine the research questions to better address the knowledge gap. Consider integrating the suggestions provided to broaden the scope of analysis.</p>
            <p> 
                <bold>7. Methodology:</bold> Expand the sample size and search criteria. Analyzing only 20 studies is very limited for a systematic review, especially considering the inclusion of sciences. 
                <bold>Suggestion:</bold> Broaden the search by including keywords such as "Socioformative projects," "formative projects," "STEAM education," "AI in PBL," "Sustainability competencies," "socioformation," and "sustainable social development."</p>
            <p> 
                <bold>8. Results:</bold> It is necessary to expand the analysis and focus on a deep critical review. I suggest not limiting the results to simply listing which subjects use PBL. 
                <list list-type="bullet">
                    <list-item>
                        <p>Evaluate whether the PBL methodology employed focuses on achieving learning processes (constructivist approach) or truly addresses environmental or territorial issues (socioformation).</p>
                    </list-item>
                    <list-item>
                        <p>Analyze whether the methodologies treat problems as mere excuses to learn (constructivism) or view the problems as a key purpose of the training itself (socioformation).</p>
                    </list-item>
                    <list-item>
                        <p>Analyze the extent to which the project-based learning focuses on academic performance versus a commitment to transforming environments (socioformative pedagogical model).</p>
                    </list-item>
                    <list-item>
                        <p>Review the extent to which the use of PBL generates activities and products that are automatable in the AI era, and the extent to which non-automatizable processes are addressed, such as an emphasis on critical and socio-critical thinking, ethics, and awareness of sustainable social development.</p>
                    </list-item>
                </list> 
                <bold>Discussion:</bold>
            </p>
            <p> 
                <bold>9. Critical Analysis of PBL Shortcomings Regarding Artificial Intelligence:</bold> The article omits AI. It must discuss how traditional PBL fails today because it focuses on the "product" or "deliverable," which can be generated by AI. Consider proposing more recent methodologies like socioformative projects, where the focus is not on the final product, but on ethical interaction with the community, the ethical life project, and face-to-face collaborative work to solve local needs&#x2014;competencies that AI does not possess.</p>
            <p> 
                <bold>10. Contrast of Pedagogical Models:</bold> Replace the validation of constructivist "learning by doing" with research and problem-solving within a territory or context from the perspective of socioformation. Explain that while constructivism seeks individual learning, socioformation seeks service and environmental improvement, shielding the educational process against uncritical automation. Consider presenting more flexible proposals centered on critical and socio-critical thinking to contribute to sustainable social development, featuring interdisciplinarity and a high degree of student agency.</p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Partly</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Not applicable</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>No</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>My areas of expertise are project-based work in education and the study of educational and pedagogical models</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <back>
            <ref-list>
                <title>References</title>
                <ref id="rep-ref-446299-1">
                    <label>1</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>Socioformative pedagogical practices and academic performance in students: Mediation of socioemotional skills</article-title>.
                        <source>
                            <italic>Heliyon</italic>
                        </source>.<year>2024</year>;<volume>10</volume>(<issue>15</issue>) :
                        <elocation-id>10.1016/j.heliyon.2024.e34898</elocation-id>
                        <pub-id pub-id-type="doi">10.1016/j.heliyon.2024.e34898</pub-id>
                    </mixed-citation>
                </ref>
                <ref id="rep-ref-446299-2">
                    <label>2</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>Development of transversal skills in higher education programs in conjunction with online learning: relationship between learning strategies, project-based pedagogical practices, e-learning platforms, and academic performance</article-title>.
                        <source>
                            <italic>Heliyon</italic>
                        </source>.<year>2025</year>;<volume>11</volume>(<issue>2</issue>) :
                        <elocation-id>10.1016/j.heliyon.2024.e41099</elocation-id>
                        <pub-id pub-id-type="doi">10.1016/j.heliyon.2024.e41099</pub-id>
                    </mixed-citation>
                </ref>
            </ref-list>
        </back>
        <sub-article article-type="response" id="comment15545-446299">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Ukobizaba</surname>
                            <given-names>Fidele</given-names>
                        </name>
                        <aff>University of Rwanda College of Education (URCE), Rwanda</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests to declare</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>25</day>
                    <month>2</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>We sincerely thank the reviewer for the constructive and thought-provoking comments. Each suggestion has been carefully considered, and the manuscript has been substantially revised as detailed below.</p>
                <p> </p>
                <p> Regarding &#x201c;originality and relevance&#x201d;, the reviewer noted that the manuscript relied excessively on constructivism and traditional PBL, overlooking emerging pedagogical trends such as socioformation in the AI era. In response, we expanded the theoretical framework to integrate socioformation alongside constructivism. The Introduction (pp. 2&#x2013;4) now explains the limitations of a purely constructivist perspective and introduces socioformation as a model oriented toward ethical life projects, territorial problem-solving, and sustainable social development. Additionally, references to Artificial Intelligence (AI) and its educational implications were incorporated throughout the manuscript, including the Results section under &#x201c;Enhancing students&#x2019; skills for socioformation&#x201d; (p. 9).</p>
                <p> </p>
                <p> Concerning &#x201c;language quality,&#x201d; the entire manuscript was thoroughly revised to correct grammatical errors and typographical mistakes (e.g., &#x201c;pedagocy,&#x201d; &#x201c;studeis&#x201d;). These corrections were implemented consistently across all sections.</p>
                <p> </p>
                <p> With respect to the &#x201c;title:, it was revised to better reflect the critical scope and systematic nature of the study. The updated title "
                    <italic>Project-based learning in STEAM subjects for socioformation: a systematic review of contributions, prevalence, and challenges"&#x00a0;</italic>explicitly emphasizes both socioformation and the systematic review design.</p>
                <p> </p>
                <p> The &#x201c;abstract&#x201d; was restructured strictly according to the IMRaD format. The revised version clearly presents Background, Methods, Results, and Conclusions, and explicitly addresses the research gap concerning AI and sustainable social development (see Abstract section).</p>
                <p> </p>
                <p> In response to the recommendation to move beyond constructivism, the &#x201c;Introduction&#x201d; (pp. 2&#x2013;5) now contrasts constructivist learning theory with socioformation. The fifth paragraph (p. 5) explicitly discusses why traditional PBL models centered on content acquisition are insufficient in the AI era.</p>
                <p> The reviewer&#x2019;s suggestion to analyze other relevant project methodologies was addressed by examining socioformative projects and interdisciplinary STEAM approaches in the Introduction (p. 5). The shortcomings of traditional PjBL, particularly its disciplinary focus and emphasis on deliverables, are now critically analyzed.</p>
                <p> </p>
                <p> The &#x201c;research gap and problem statement&#x201d; was expanded (p. 5) to highlight limitations of traditional PBL and justify the inclusion of socioformative methodologies. Consequently, the research questions were refined (p. 4) to reflect this broader and more critical analytical framework.</p>
                <p> </p>
                <p> Regarding the &#x201c;methodology&#x201d;, the sample size was expanded from 20 to 32 studies through a deeper search strategy using broader keyword combinations related to socioformation, sustainability, and AI (see Methodology section).</p>
                <p> </p>
                <p> The &#x201c;Results section&#x201d; was substantially deepened. Rather than merely listing subject areas, it now critically evaluates whether reviewed studies emphasize constructivist learning processes or socioformative territorial transformation. See &#x201c;Enhancing students&#x2019; engagement for socioformation&#x201d; (p. 8), &#x201c;Enhancing students&#x2019; creativity for socioformation&#x201d; (p. 9), and &#x201c;Academic performance for environment transformation&#x201d; (p. 10). The analysis also distinguishes between automatable outputs and non-automatizable competencies such as ethical reasoning and socio-critical thinking.</p>
                <p> </p>
                <p> In the &#x201c;Discussion&#x201d; (pp. 15&#x2013;17), a critical analysis of traditional PBL in the AI era was added (seventh to ninth paragraphs, pp. 16&#x2013;17). The manuscript now explains how product-oriented PBL may be vulnerable to AI automation, whereas socioformative pedagogies emphasize ethical community engagement and face-to-face collaborative problem-solving. Furthermore, a clear contrast between constructivist and socioformative pedagogical models was incorporated (seventh paragraph, pp. 15&#x2013;16), highlighting the shift from individual knowledge construction to service-oriented, interdisciplinary, and sustainability-focused education.</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report423370">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.188189.r423370</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Syofyan</surname>
                        <given-names>Harlinda</given-names>
                    </name>
                    <xref ref-type="aff" rid="r423370a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-8288-2005</uri>
                </contrib>
                <aff id="r423370a1">
                    <label>1</label>Universitas Esa Unggul, Jakarta, Indonesia</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>27</day>
                <month>10</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Syofyan H</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport423370" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.170698.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>
                <bold>1. Methodology</bold> 
                <list list-type="order">
                    <list-item>
                        <p>Search criteria are less specific: Search keywords are too generic. Add more systematic keyword combinations using Boolean operators (AND, OR, NOT).</p>
                    </list-item>
                    <list-item>
                        <p>Publication time span is too wide (2000-2023): Consider focusing on the last 10 years to get findings that are more relevant to the current educational context.</p>
                    </list-item>
                    <list-item>
                        <p>Risk of bias assessment is mentioned but the results are not explained in detail. Add a more comprehensive table or explanation.</p>
                    </list-item>
                </list> 
                <bold>2. Data Analysis</bold> 
                <list list-type="order">
                    <list-item>
                        <p>Only 20 articles out of 202 were used - this ratio is very small (9.9%). Need a more detailed explanation of the exclusion criteria.</p>
                    </list-item>
                    <list-item>
                        <p>No quantitative meta-analysis: If possible, add effect size or aggregate statistics from the studies reviewed.</p>
                    </list-item>
                    <list-item>
                        <p>The categorization of the study (3 for engagement, 8 for skills, 9 for performance) overlaps and needs to be clarified.</p>
                    </list-item>
                </list> 
                <bold>3. Results and Discussion</bold> 
                <list list-type="order">
                    <list-item>
                        <p>The prevalence data (Figure 2) does not have an explanation of how the percentages are calculated. Was it from the 20 studies reviewed or other sources?</p>
                    </list-item>
                    <list-item>
                        <p>Contradictions are not discussed in depth: Holmes &amp; Hwang's (2016) studies that found no significant differences need further analysis &#x2013; what distinguishes their context?</p>
                    </list-item>
                    <list-item>
                        <p>Overgeneralization: Conclusions are too general when only based on 20 studies.</p>
                    </list-item>
                </list> 
                <bold>4. Technical Weaknesses</bold> 
                <list list-type="order">
                    <list-item>
                        <p>Inkonsistensi citation style: some use "eg." some use&#x00a0; "e.g."</p>
                    </list-item>
                    <list-item>
                        <p>Typo: "BjBL was fought" should "thought" (page 7)</p>
                    </list-item>
                    <list-item>
                        <p>Figure 1 (PRISMA diagram) - The numbers are inconsistent - need to recheck the exclusion flow</p>
                    </list-item>
                    <list-item>
                        <p>Tidak ada informasi About Inter-rater Reliability in the Article Selection Process</p>
                    </list-item>
                </list> 
                <bold>5. Contextual Gaps</bold> 
                <list list-type="order">
                    <list-item>
                        <p>The geographical context is unclear: From which countries are these studies from? Can the findings be generalized to the Rwanda/Africa context?</p>
                    </list-item>
                    <list-item>
                        <p>Education level is not consistently specified (elementary, junior high, high school mixed)</p>
                    </list-item>
                    <list-item>
                        <p>The duration of PjBL implementation in the reviewed studies was not discussed</p>
                    </list-item>
                </list>
            </p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>Partly</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Teaching and learning; teaching evaluation; natural science learning;&#x00a0; action reaseach; learning strategy; learning innovation</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment15544-423370">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Ukobizaba</surname>
                            <given-names>Fidele</given-names>
                        </name>
                        <aff>University of Rwanda College of Education (URCE), Rwanda</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests to disclose.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>25</day>
                    <month>2</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>
                    <bold>1. Methodology</bold>
                </p>
                <p> </p>
                <p> Regarding the search criteria, the initial keywords were considered too generic. In response, the search strategy was refined by incorporating more systematic keyword combinations using Boolean operators (AND, OR, NOT). This ensured greater precision and reproducibility in the identification of relevant studies (see Methodology section, first paragraph, p. 4).</p>
                <p> </p>
                <p> Concerning the wide publication time span (2000&#x2013;2023), the review period was narrowed to 2015&#x2013;2026 to better reflect contemporary educational contexts and recent developments in STEAM education. This adjustment strengthens the relevance of the findings (see</p>
                <p> Methodology section, second paragraph, p. 5).</p>
                <p> </p>
                <p> The comment on insufficient explanation of risk of bias was addressed by applying the ROBIS protocol. A clearer explanation of the assessment process and its outcomes was added, indicating an overall low risk of bias (see Methodology section, pp. 5&#x2013;6).</p>
                <p> </p>
                <p> 
                    <bold>2. Data Analysis</bold>
                </p>
                <p> The concern about the small proportion of included studies (20 out of 202) was addressed by conducting a deeper search with expanded keywords and Boolean combinations. This increased the final sample to 32 studies, and exclusion criteria were clarified (see Table 2 in the Figshare repository).</p>
                <p> </p>
                <p> A quantitative meta-analysis was not added due to significant heterogeneity across study designs, contexts, and reported outcomes, which made effect size aggregation methodologically inappropriate.</p>
                <p> </p>
                <p> To resolve overlap in study categorization (engagement, skills, performance), clearer definitions and classification criteria were provided to avoid redundancy (see Methodology section, pp. 5&#x2013;6).</p>
                <p> </p>
                <p> 
                    <bold>3. Results and Discussion</bold>
                </p>
                <p> </p>
                <p> The calculation of prevalence percentages in Figures 2&#x2013;4 was clarified. Percentages were recalculated based on the updated sample of 32 reviewed studies and explicitly explained in the text.</p>
                <p> </p>
                <p> Regarding the alleged contradiction in Holmes and Hwang (2016), a re-examination confirmed no inconsistency with the overall findings; therefore, no additional contradiction analysis was included.</p>
                <p> </p>
                <p> To address overgeneralization, the conclusion was revised to align strictly with evidence derived from the 32 reviewed studies (see Conclusion, p. 17).</p>
                <p> </p>
                <p> 
                    <bold>4. Technical Weaknesses</bold>
                </p>
                <p> </p>
                <p> Citation inconsistencies were corrected by standardizing the use of &#x201c;e.g.&#x201d; throughout the manuscript. Typographical errors, including &#x201c;BjBL was fought,&#x201d; were corrected. The PRISMA diagram was revised to ensure numerical consistency in the inclusion&#x2013;exclusion flow (see Figure 1). Additionally, information on inter-rater reliability (IRR) in the article selection process was added (see Methodology section, p. 5).</p>
                <p> </p>
                <p> 
                    <bold>5. Contextual Gaps</bold>
                </p>
                <p> </p>
                <p> The geographical distribution of studies was analyzed and explicitly reported and analyzed. (see Results, pp. 12&#x2013;13). Education levels (elementary, junior, senior high) were systematically identified and reported (see Results, p. 12). Finally, the duration of PjBL implementation across studies was examined and discussed to enhance contextual depth (see Discussion, pp. 16&#x2013;17).</p>
            </body>
        </sub-article>
    </sub-article>
</article>
