Cypriot Journal of
Educational Sciences
Volume 14, Issue 3 (2019) 374-383
www.cjes.eu
The current state of the art in STEM research:
A systematic review study
Aras Bozkurt*, Distance Education Department, Faculty Member, Anadolu University, Eskisehir, Turkey
Hasan Ucar, Distance Education, Bilecik Seyh Edebali University, Bilecik, Turkey
Gurhan Durak, Computer Education and Instructional Technology, Balıkesir University, Balıkesir, Turkey
Sahin Idin, The Scientific and Technological Research Council of Turkey, Ankara, Turkey
Suggested Citation:
Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic
review
study.
Cypriot
Journal
of
Educational
Science.
14(3),
pp.
374–383.
https://doi.org/10.18844/cjes.v14i3.3447
Received from May 16, 2018 ; revised from July 12, 2019; accepted from September 06, 2019.
Selection and peer review under responsibility of Prof. Dr. Huseyin Uzunboylu, Near East University, Cyprus.
©
2019 United World Center of Research Innovation and Publication. All rights reserved.
Abstract
In the 21st century, when the knowledge-based economy is steering improvement and development, STEM education has
gained increasing momentum and importance. This study aims to identify the current trends in STEM education, and also
explores and identifies research trends and patterns in articles published between 2014 and 2016 on STEM education
through a systematic review study. The research findings indicate that interest in STEM education in scholarly venues has
witnessed a marked increase since 2014, with researchers preferring mostly quantitative, conceptual/descriptive, qualitative,
mixed and practice-based research methods. In contrast, no interest is currently being shown in data mining and analytical
methodologies. The patterns being in STEM education are identified as follows: (1) the scope of the STEM education, (2) the
need for a new curriculum for the STEM in higher education, (3) gender studies in STEM education and (4) the need for
student-centred future studies on the effectiveness of STEM education.
Keywords: STEM, research trends, systematic review, content analysis, text mining.
* ADDRESS FOR CORRESPONDENCE: Aras Bozkurt, Anadolu University, Yunus Emre Campus, Eskisehir, 26470, Turkey. E-mail
address: arasbozkurt@gmail.com / Tel.: +90 222 335 0580
Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic review study. Cypriot Journal of
Educational Science. 14(3), 374–383. https://doi.org/10.18844/cjes.v14i3.3447
1. Introduction
In the 1990s, the business world stated that there had to be new approaches were needed if they
were to be more successful in global economic competition. As an abbreviation of Science,
Technology, Engineering and Math (Herschbach, 2011), STEM education is a teaching and learning
approach that integrates the content and skills of science, technology, engineering and math (National
Research Council, 1996). There is no precise definition for STEM, and therefore there are many
opinions on how STEM education should be applied. For instance, according to Sanders (2009, p. 21),
‘STEM education includes approaches that explore teaching and learning among any two or more of
the STEM subject areas, and/or between a STEM subject and one or more other school subjects’.
Gonzalez and Kuenzi (2012, p. 1), on the other hand, claim that the term ‘STEM education refers to
teaching and learning in the fields of science, technology, engineering and math, and typically includes
educational activities across all grade levels—from pre-school to post-doctorate—in both formal and
informal settings’. Taking both of these definitions into account, STEM can be defined as a method of
teaching and learning that combine theory and practice in regard to the four named disciplines and
real-world hands-on-experiences. Today, within the new knowledge-based economy, STEM education
has become a crucial issue worldwide, making it important to understand the STEM phenomenon.
Aiming to address this point, the goal of this study is to identify the current state of STEM research,
research trends and the emerging trends in STEM education.
2. Related literature
This section presents a review of publications that cover STEM education in a holistic perspective. In
a 2010 study entitled ‘Advancing STEM Education: A 2020 Vision’, Bybee (2010) examined the origin of
STEM research and what the acronym really represents. He reported that the term was usually linked
to ‘stem cells’ in biology but is used only loosely in the educational field. He indicated that educators
usually use it when referring to science and math education, while technology and engineering are
usually ignored, and proposed that rather than using the term STEM Education as a mere slogan, it
should become a fundamental part of the curriculum. In a 2011 report, Carnevale, Smith and Melton
(2011), rather than focusing on the educational perspectives of STEM, were more interested in those
working in the STEM fields and highlighted that without a robust STEM workforce, the United States
could expect to become less competitive in the global economy. They highlighted that ‘the STEM
workforce will remain central to [US] economic vitality, contributing to innovation, technological
growth and economic development well into the future’ (p. 74), and that the United States ‘cannot
win the future without a competent STEM workforce’ (p. 78). In their report, Marginson, Tytler,
Freeman and Roberts (2013) made a detailed comparison of STEM education in different countries
and reported that countries develop productive strategies for STEM education and that many have
drawn up a comprehensive STEM policy framework that integrates a holistic perspective.
In addition to the above studies, Jayarajah, Saat, Rauf and Amnah (2014) explored STEM education
in Malaysia over a 14-year period and reported that information and communication technologies are
the most covered research area in STEM education in the country. Confirming Bybee’s (2010) findings,
they also found that the disciplines of science and math take the lead in Malaysian STEM education,
and their review of 56 publications revealed that quantitative (n = 25), mixed (n = 15) and qualitative
(n = 15) were the most popular research methods in the country. Brown (2012) explored STEM
research in an educational context by analysing articles published in eight journals focused on the
STEM disciplines and reported that the use of research methods is finely distributed. He also noted
that a large majority of the STEM education research sample participants were from K12-level
education and that a lack of interest is apparent in higher education. As a follow-up study, Mizell and
Brown (2016) covered the same parameters as Brown (2012) and reported that different research
methods were used in a balanced weight. They also found that most research studies sampled
participants from K12-level education, which confirms interest in primary and secondary education.
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Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic review study. Cypriot Journal of
Educational Science. 14(3), 374–383. https://doi.org/10.18844/cjes.v14i3.3447
A large number of studies have been conducted on the concept of STEM. The fact that hundreds of
studies have been indexed in Scopus related to this issue in just 3 years points to the importance of
the concept and shows that it is viewed quite favourably among researchers. Content analysis is a
technique that systematically reaches new results under a specific topic or title, and it can be said that
one of the most important goals in this regard is to reveal the trends in the related subject or field. In
this respect, conducting a systematic review related to such an important concept as STEM can reveal
the current trends in this area.
3. Aim of the study
As a follow-up to previous studies of STEM, the main purpose of this study is to identify the current
trends in STEM research. To this end, the study intends to provide answers to the following research
questions:
• What are the current research trends, and
• What patterns have emerged in STEM education,
in papers published between 2014 and 2016.
4. Methodology
4.1. Method
This paper uses a systematic review (Gough, Oliver & Thomas, 2012) to identify research trends and
patterns in STEM education. This type of study has proven to be effective in guiding future studies by
summarising a large volume of literature (Petticrew & Roberts, 2008), and to this end, the researchers
made use of the content analysis (Wilson, 2011) and text-mining (Hearst, 2003) approaches. In
content analysis, a researcher adopts a quantitative approach to report on research findings through
numerical expressions, while in a qualitative approach, researchers adopt a qualitative approach to
report on research findings themes. In this study, the researchers made use of a quantitative
approach, reporting on research methods and models/designs numerically. In text-mining, the titles,
abstracts and keywords of the analyzed STEM articles and the lexical relationship is used to identify
common themes on a concept map. The overall research flow is presented in Figure 1.
Figure 1. The overall research flow
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Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic review study. Cypriot Journal of
Educational Science. 14(3), 374–383. https://doi.org/10.18844/cjes.v14i3.3447
4.2. Data collection procedure, sampling and analysis
For inclusion in the study, an article had to have selected keywords in their titles, to be written in
English, to be published in a reviewed journal and to be indexed in the Scopus database. Scopus is the
largest abstract and citation database of peer-reviewed literature, providing listings of scientific
journals, books and conference proceedings (Scopus, 2018). Using the keywords ‘STEM’ and ‘Science,
technology, engineering and mathematics’ in a search of the Scopus database, the researchers
identified a total of 738 articles, although it was found that many were from the field of biology due to
the keyword ‘STEM’ in its relation to stem cells. After analysing the titles and abstracts of the search
findings, a total of 480 articles were excluded, leaving 258 articles for analysis. The earliest papers
sampled in the study date back to 2014 (n = 59), and after a smooth increase in 2015 (n = 72), a peak
was reached in 2016 (n = 127) (Figure 2).
Figure 2. Time series by year for STEM publications
5. Results and discussions
This section deals with trends in research methods and model/designs, and patterns in keywords
and in STEM research.
5.1. Research method and design
An analysis of the findings presented in Figure 3 reveals that researchers mostly preferred
quantitative methods (37.7%), within which surveys (n = 55), causal-comparative studies (n = 18) and
experimental (n = 17) research models were used mostly in quantitative STEM research.
Conceptual/Descriptive methods (25%) were the second most preferred research paradigm, and
among these studies, opinion papers (n = 18) and literature reviews (n = 14) were the most common in
STEM research studies. Qualitative methods (22.7%) were the third most preferred research
paradigm, within which case studies (n = 40) were the leading research model. Mixed method studies
scored the next highest (9.7%), within which explanatory sequential (n = 9), embedded (n = 6),
convergent parallel (n = 4) and exploratory sequential designs were almost equally distributed. Finally,
it was revealed that practice-based research methods (5.4%) following design-based research (n = 11)
and action research (n = 3) approaches were the least preferred method. In the sampled publications,
none of the studies used data mining or analytical methods.
The findings of this study concur with Brown (2012), who reported that the methodology used in
STEM publications is evenly dispersed among quantitative, qualitative and mixed methods, and it was
revealed also that disciplines in STEM research tend to use a specific methodology, meaning that the
377
Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic review study. Cypriot Journal of
Educational Science. 14(3), 374–383. https://doi.org/10.18844/cjes.v14i3.3447
nature of the discipline determines the type of methodology. Similarly, Jayarajah, Saat, Rauf and
Amnah (2014), who explored STEM education in the Malaysian context, reported that, out of 56
publications, it was the quantitative (n = 25), mixed (n = 15), qualitative (n = 15), design and
development, (5) and finally, unclassified (1) methods that are mostly preferred by researchers in
STEM education. Their findings also indicate that the type of methodology differs according to the
disciplines represented in STEM abbreviation—similar to Brown’s (2012) findings.
Figure 3. Distribution of STEM publications by research method and model/design
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Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic review study. Cypriot Journal of
Educational Science. 14(3), 374–383. https://doi.org/10.18844/cjes.v14i3.3447
5.2. Patterns in STEM research
This section presents the most important themes identified through text-mining (Figure 4). The four
leading themes are given with their concept paths:
1. The scope of the STEM education (See the concept path STEM—students—school—college—
academic in the school theme): STEM is an integrated educational model of different disciplines
(Sanders, 2012), has a potential to provide interdisciplinary point of view to the students (Kubat and
Guray, 2018), and therefore requires connectivity not only among disciplines but also at different
levels of education. As revealed in this theme, the scope of STEM education covers primary,
secondary and higher education, although it is problematic, in that there is a focus on STEM at the
K12 level (Brown, 2012; Mizell and Brown, 2016). In order to surpass such a problem, countries with
an interest in STEM education should develop national strategies that broaden the scope of STEM
education at all educational levels.
2. The need for a new curriculum for STEM in higher education (See the concept path curriculum—
research—education—higher—STEM in research theme): Classroom experiences and curriculum
are critical and crucial for STEM education (Fairweather, 2008 Thibaut et al., 2018). Even though
STEM education is provided effectively in K12 through the science curriculum (Sanders, 2009), there
is a need to develop new strategies for teaching STEM (Winberg et al., 2018) and a need for reform
for an integrated STEM implementation in higher education.
3. Gender studies in STEM education (See the concept path career—STEM—science—women in STEM
and women themes): Related literature suggests that men value competitive environments, while
women value collaborative environments. Considering the fact that STEM classrooms encourage
competition to foster creativity, such a strategy can be invaluable for women who are humanoriented and prefer to be part of a team (Kulturel-Konak, D'Allegro & Dickinson, 2011). In terms of
pursuing a career in STEM, there are some interesting findings. For instance, while women hold half
of all jobs in the US economy, they hold fewer positions in STEM-related jobs (Beede et al., 2011).
The research shows that the early years of education are an important indicator in this issue, that
there is a lower retention of STEM career interest among females, and that greater difficulty is
experienced in attracting females to STEM fields during high school (Sadler, Sonnert, Hazari & Tai,
2012). The state of the art revealed in this theme is consistent with similar studies (Lloyd, Gore,
Holmes, Smith & Fray, 2018; O’Dea, Lagisz, Jennions & Nakagawa, 2018; Stoet & Geary, 2018; Wang
& Degol, 2013; Wang, Eccles & Kenny, 2013). As highlighted in this theme, gender is an important
factor in STEM education and careers, and so there is a need to develop strategies and policies to
address this issue.
4. The need for student-centred future studies into the effectiveness of STEM education (see the
concept path perceptions—students—stem—experiences in school and STEM themes): Active
learning increases the performances of students in STEM education (Freeman et al., 2014; Han,
Capraro & Capraro, 2015; Meyrick, 2011). It is also suggested that successful STEM education that
takes into account the views of the stakeholders would lead to high-quality STEM education and
will help students pursue a STEM career (National Research Council, 2011). Therefore, as revealed
one of the major themes, implementing student-centred STEM education rather than merely
focusing on technology or popular practices is considered to be very important.
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Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic review study. Cypriot Journal of
Educational Science. 14(3), 374–383. https://doi.org/10.18844/cjes.v14i3.3447
Figure 4. A thematic concept map based on a lexical analysis of the titles and
abstracts in the sampled publications
6. Conclusion and future research directions
In a systematic review, this study explored 258 publications to identify trends and patterns in STEM
education research. The findings revealed that from 2014 to 2016, an increasing interest was
witnessed in STEM education research, as well as an apparent positive trend, which means that the
number of publications that cover STEM education will continue to increase.
The trends in research methods, models and designs demonstrated that the quantitative research
paradigm (37.7%) is the most commonly applied method. This trend is not surprising, given the
popularity of quantitative research methods in the STEM disciplines (science, technology, engineering
and math). This was followed by conceptual/theoretical methods (25%), which include opinion papers,
literature reviews, position papers, reports, etc., and this type of studies outweigh when a research
field emerging and pledge new, innovative grounds in the world of the research. Accordingly, it can be
said that STEM education has gained sufficient maturity to focus on more empirical research
methodologies. Qualitative studies (22.7%) are the third most preferred research paradigm, which is
likely to be an outcome of efforts to gain a deeper understanding of the field. Though not as popular
as the previous research paradigms, mixed methods (9.7%) are fourth on the list. Studies that adopt
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Bozkurt, A., Ucar, H., Durak, G. & Idin, S. (2019). The current state of the art in STEM research: A systematic review study. Cypriot Journal of
Educational Science. 14(3), 374–383. https://doi.org/10.18844/cjes.v14i3.3447
mixed methods tend to provide more comprehensive research findings, in that they benefit from both
quantitative and qualitative methods. This supports the opinion that STEM education research is a
mature research field. Fifth on the list is practice-based research methods (5.4%), which include
design-based research and action research, as the least used research paradigm, although the
contribution of these types of studies is not minor. Interestingly, none of the sampled studies used
data-mining or analytical approaches (0%), which usually bring together massive volumes of data for
analysis through innovative approaches and/or techniques. The absence of such studies indicates that
STEM education practices ignore opportunities that can be harvested in online learning environments.
Considering the potential of virtual laboratories and the capacity of online networks for
communication and collaboration, the absence of this category can be considered a big loss for STEM
education research.
In terms of research patterns, four themes were identified. First, the scope of STEM education
relates to the issue of where to implement STEM education. It is known that STEM education is widely
adopted at the K12 level, while interest in higher education is unsatisfactory. Considering that
education is continuous progress and that lifelong learning is essential, the scope of STEM education
should be broadened to transform it into sustainable practice. Supporting the first theme, the second
theme is the need for a new curriculum for STEM in higher education. Accordingly, in addition to
curriculum developments in primary and secondary education, instructional and curriculum designers
need to make tangible efforts for the higher education curriculum. The third theme is gender studies
in STEM education, which highlights an interesting issue. It is a known fact that disciplines such as
engineering are male-dominated, and this unbalanced gender distribution can be considered as one of
the STEM education’s greatest handicaps. Based on this finding, measures to lessen the lack of
balance should be taken by through the development of particular policies, and more efforts should
be made in this regard. Finally, the final theme is the need for student-centred future studies on the
effectiveness of STEM education. As can be seen in the concept map, the perceptions and experiences
of students should be taken into consideration to ensure the sustainability of STEM education
curriculums, although it should be also noted that to succeed in this regard, decisions should be
developed that take into account the experiences of teachers, practitioners and policymakers. It is
thought that the success of student-centred education can be accomplished only if all stakeholders
contribute to the development of the STEM education curriculum.
Based on the findings of this research, the following suggestions can be considered for future study
directions. First of all, STEM education practices may benefit more from online learning environments
and analysing such practices through data mining and analytical approaches may lead to effective and
efficient research findings. Secondly, there is a need for gender studies with a particular focus on
addressing the gender imbalance in STEM education.
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