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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>J. Kasurinen);</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Female-inclusive Practices for Software Engineering and Computer Science Higher Education: A Literature Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Yekaterina Kovaleva</string-name>
          <email>yekaterina.kovaleva@lut.fi</email>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ari Happonen</string-name>
          <email>ari.happonen@lut.fi</email>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Manuel B. Garcia</string-name>
          <email>mbgarcia@feutech.edu.ph</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Jussi Kasurinen</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>FEU Institute of Technology</institution>
          ,
          <addr-line>Padre Paredes St, Sampaloc, Manila, 1015 Metro Manila</addr-line>
          ,
          <country country="PH">Philippines</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>LUT University</institution>
          ,
          <addr-line>Yliopistonkatu 34, 53850 Lappeenranta</addr-line>
          ,
          <country country="FI">Finland</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>TKTP 2024: Annual Doctoral Symposium of Computer Science</institution>
          ,
          <addr-line>10.- 11.6.2024 Vaasa</addr-line>
          ,
          <country country="FI">Finland</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2023</year>
      </pub-date>
      <volume>000</volume>
      <fpage>0</fpage>
      <lpage>0002</lpage>
      <abstract>
        <p>There have been discussions about the gender gap in STEM majors. While some fields (e.g., Biomedical Sciences) have a high proportion of women workers, the Computer Science (CS) and Software Engineering (SE) disciplines are lacking female specialists. Universities worldwide are implementing different practices to attract more women to the CS and SE programs. This literature review aims to collect literature on this topic, identify the research tendencies, and collect femaleinclusive practices. This paper presents the main findings from analyzing 143 selected papers from five academic databases (IEEE, ACM, Web of Science, Science Direct, and Scopus). The analysis revealed the need for inclusivity across all education stages, emphasizing practical studies beyond the classroom. Twenty-eight gender-inclusive practices were identified.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;software engineering</kwd>
        <kwd>computer science</kwd>
        <kwd>ICT</kwd>
        <kwd>gender</kwd>
        <kwd>diversity</kwd>
        <kwd>education</kwd>
        <kwd>literature review 1</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        The low ratio of women in STEM interests researchers
around the world [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. Special attention is paid to the
fields that face higher gender imbalance: Mechanical and
Electrical Engineering, Physics, Math, and Computer
Science [
        <xref ref-type="bibr" rid="ref26 ref33">26, 33</xref>
        ]. Gender balance in tech may bring many
benefits to the field. Firstly, there is a growing demand
for ICT and high-tech technology specialists, and
bringing more women to the field may fill the workforce
gap [
        <xref ref-type="bibr" rid="ref42">42</xref>
        ]. Secondly, diversity brings innovative ideas and
stimulates knowledge-sharing and innovative thinking
[89]. And thirdly, diverse teams have a better
understanding of different users’ needs [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ].
      </p>
      <p>The understanding of the gender challenges in SE
and CS education, different students’ needs, and
practices that help to eliminate the gender gap may help
universities and other tertiary educational institutions
to achieve a better balance in the programs.</p>
      <p>This study aims to summarize current knowledge
regarding gender-inclusive practices in Software
Engineering (SE) and Computer Science (CS) higher
evidence supporting each practice and determine their
feasibility for implementation in SE and CS higher
education settings.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Background</title>
      <p>Historically, labor division was explained by different
physical strength requirements and cultural beliefs
regarding gender roles. Nowadays, technologies have
replaced humans in many physical tasks and allowed
women to enter previously male-dominated professions.
However, the gender gap persists in many fields,
including Computer Science (CS), Software Engineering
(SE), physics, mathematics, etc.</p>
      <p>
        Social factors like the pressure of stereotypes,
dominant social norms, and habits currently explain the
low female presence in tech [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ]. For example, one
sociocultural habit is encouraging boys to develop their
computer skills, while girls rarely play computer games
or participate in advanced computer classes [
        <xref ref-type="bibr" rid="ref55">55</xref>
        ]. At
school ages, educators and parents may influence their
career decisions based on social norms [
        <xref ref-type="bibr" rid="ref40 ref85">40, 85</xref>
        ]. Young
women who faced gender discrimination during their
childhood and adolescence most likely will feel less
confident about entering the male-dominant field [
        <xref ref-type="bibr" rid="ref22 ref33">22,
33</xref>
        ]. Even women already studying CS as their major rate
their computer, mathematics, and intellectual skills
lower than male students [
        <xref ref-type="bibr" rid="ref54">54</xref>
        ]. Therefore, even if girls
decide to enter engineering fields by choosing an
educational program in technology and later a
technology-related career, there is still a considerable
risk that they keep feeling discomfort and drop out of
school or switch to another career path [
        <xref ref-type="bibr" rid="ref14 ref51">14, 51</xref>
        ] as
women are 2.5 times more likely to leave a computing
career than men [
        <xref ref-type="bibr" rid="ref55">55</xref>
        ].
      </p>
      <p>
        However, the feeling of belonging and self-efficacy
beliefs may be fixed by gender-inclusive interventions
[
        <xref ref-type="bibr" rid="ref61 ref9">9, 61</xref>
        ]. For example, the study by Lewis et al. found that
some students could easily reject the stereotypes about
computer science when they could provide an example
of cases when the reality did not match these stereotypes
[
        <xref ref-type="bibr" rid="ref51">51</xref>
        ]. Thus, even by sharing and promoting
nonstereotypical stories, society can move forward to the
gender balance in CS. Indeed, there are more complex
measures that could be implemented in different
institutions to close the gender gap. At the university
level, these activities could be introduced in enrollment,
learning processes, social activities, and more [
        <xref ref-type="bibr" rid="ref43">43</xref>
        ]. The
explanations of the current situation and possible
solutions for better gender balance are already presented
in the literature. This study will help to systematize the
body of knowledge about gender research in SE and CS
tertiary education and summarize the gender-inclusive
practices that researchers suggest.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Method</title>
      <p>
        To build an understanding of existing knowledge, we
used the Scoping Literature Review that, by its nature,
attempts to build a comprehensive understanding of the
existing research activities [
        <xref ref-type="bibr" rid="ref68">68</xref>
        ]. The search was
performed systematically, and the sample is based on the
search results from five academic publication databases
(Scopus, IEEE, ACM, Web of Science, Science Direct)
aiming to summarize current knowledge regarding
gender-inclusive practices in Software Engineering (SE)
and Computer Science (CS) higher education.
      </p>
      <p>
        The review process started with literature selection,
which consisted of the following stages: keyword
generation and tests, literature collection, and inclusion
[
        <xref ref-type="bibr" rid="ref72">72</xref>
        ].
      </p>
      <p>Firstly, keywords were generated. Logically, they
were divided into three groups: “gender keywords,”
“educational level,” and “SE and CS.” After several
search tests and modifications, we ended up with the
following list of keywords, presented in Figure 1.</p>
      <p>Considering the fast growth of SE and CS industries,
the search for publications was limited, starting from
2015 to 2022. The search was also limited to the
literature in English. After the exclusion of duplicates,
the total number of found literature samples from the
selected five databases was 882 unique studies. Then, the
selection and exclusion processes were initiated. This
process consisted of the following steps: inclusion
criteria identification, title-based evaluation,
abstractsbased evaluation, and finally, full text-based evaluation.</p>
      <p>For the inclusion, we have identified the following
criteria:
•
•
•</p>
      <p>The study should be focused on a female
experience or gender differences.</p>
      <p>The study must be related to higher education.</p>
      <p>The study must focus on CS, SE, or ICT.</p>
      <p>During the evaluation, 143 publications were
selected for the final list. The full process is presented
in Figure 1.</p>
      <p>Then, following the study goal, we performed a
literature analysis to understand the current state of
research, summarize gender-inclusive practices, and
define the focus of future research. The following
sections contain the main findings of this literature
analysis.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Results</title>
      <p>The included academic publications literature set
consisted of 105 conference papers, 36 journal articles,
and 2 book chapters.</p>
      <sec id="sec-4-1">
        <title>4.1. Literature overview</title>
        <p>During analysis, the literature was grouped based on the
following dimensions: research results, focus area, and
students’ experience. The literature distribution map is
presented in Figure 2.</p>
        <p>The “research results” dimension presents the main
output of every research paper; it consists of
“observations and explanations,” “proposals,” and
“practical implementations.” Literature from the
“observations and explanations” provides an
understanding of the experiences of female students
from SE and CS and their main characteristics.
“Proposals” suggest what could be done to improve the
gender situation. And “practical implementations”
provide the results of implementing gender-inclusive
initiatives. The total number of studies in each group is
59, 35, and 49, respectively.</p>
        <p>
          Considering the “focus areas,” papers could be
grouped into those focusing on courses or initiatives,
university-level activities, or broader perspectives. At a
course level, researchers observed the student’s
behavior in class and suggested techniques to improve
the female experience in the course. For example, Ying
and colleagues [88] investigated the effect of pair
programming on male and female students. At the same
time, Al-Tahat et al. [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ] assessed the impact of 3D visual
practical implementations on female students'
performance in computer programming. The
universitylevel group considers observations, activities, and
strategies that go beyond the classroom. Thus,
Narayanan et al. [
          <xref ref-type="bibr" rid="ref63">63</xref>
          ] describe the recruitment process,
which emphasizes the opportunities for computing jobs
and their real-world impact, providing tutoring, building
a learning community among students, and having
internships during the program. Janzen et al. [
          <xref ref-type="bibr" rid="ref35">35</xref>
          ] , in
addition to special approaches to the courses, suggest
supporting informal activities, clubs, and celebrations of
women in computing. From a broader perspective, we
consider the papers that suggest a more complex
approach, requiring additional observations or
initiatives outside the university activities. Thus, for
instance, Main and Schimpf [
          <xref ref-type="bibr" rid="ref55">55</xref>
          ] , in their study,
investigate different life stages of women in CS. Wang
et al. observe social factors that define female intentions
to study CS [
          <xref ref-type="bibr" rid="ref85">85</xref>
          ]. The analysis showed that the majority
(81) of papers focus on the University level in general,
46 study courses or initiatives, and only 16 overviews a
broader perspective.
        </p>
        <p>The authors investigate female students’
experiences in the field: enrollment, learning process,
interest and motivation, and persistence.</p>
        <p>Most (64) publications consider the learning process
the main focus of the study. A little less common (47) are
studies that study female interest and motivation in
general, then enrollment (19) and persistence (13).</p>
        <p>The following observations addressing the RQ1 can
be seen from this map:</p>
        <p>The smaller the focus area is, the more
practical tests researchers make. Testing the
measures and assessing their effectiveness in a
classroom context is easier than in the
university or society. Meanwhile, observing
female behavior and feelings from the course
perspective could expand the understanding of
potential improvements that are needed in the
learning process.</p>
        <p>From the students’ experience perspective,
only 13 of the studies consider female
persistence in the field. If society aims to have
a gender balance in CS and SE education and
the industry in general, there is a need to
ensure the inclusivity of all stages of the
educational process not only to attract more
women but also to lead them to graduation and
employment.</p>
        <p>There is low interest in female enrollment.
Indeed, improving the learning environment
and female education experience in SE and CS
education is important. However, it is
impossible to achieve a gender-balanced
program without increasing the number of
women entering the university to study SE and
CS.</p>
        <p>Overall, there is a quite high number of
practical studies investigating the phenomena.
However, most of them present initiatives
implemented in the learning process.
Therefore, more practical studies regarding
enrollment, interest and motivation, and
persistence are needed.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2. Literature analysis</title>
        <p>To answer the RQ2 and RQ3, further analysis was
focused on the “Research Results” dimension. To
understand which gender-inclusive activities
researchers suggest, “Practical implementation” and
“Proposals” were analyzed.</p>
        <p>Practical implementations present the results of
actions that were tested and implemented in practice.</p>
        <p>Proposals suggest ways to improve the CS and SE
programs. They are based on literature, interviews,
early-stage practical tests, and other promising results
that suggest the need for more practical tests.</p>
        <p>Overall, the practices were combined into 28
categories, as presented in Table 1. Not all the activities
are specifically focused on gender. However, they
proved to have a positive impact on female audiences.</p>
        <p>
          Therefore, the practices were divided into
genderspecific and gender-neutral [
          <xref ref-type="bibr" rid="ref43">43</xref>
          ] recommendations.
        </p>
        <p>Practical Proposals Description
implementations</p>
        <p>
          Gender-specific recommendations
[10, 12, 16, 24, 28, 39, 48, [
          <xref ref-type="bibr" rid="ref11 ref2 ref32 ref37 ref6 ref74 ref77">2, 6, 11, 32, 37, 74, 77</xref>
          ] Promotion of computing through
5709,, 8600], 63, 65, 70, 71, 73, engagement: school visits, workshops,
hackathons, summer camps, etc.
[
          <xref ref-type="bibr" rid="ref35 ref45 ref63 ref64 ref76">35, 45, 63, 64, 76, 86, 87</xref>
          ] [2, 5, 7, 32, 36, 37, 47, 58, Arranging networking opportunities for
78, 84] female students outside of classes
[
          <xref ref-type="bibr" rid="ref28 ref75">28, 75</xref>
          ] [
          <xref ref-type="bibr" rid="ref2 ref58 ref59">2, 58, 59</xref>
          ] Including female-inclusivity in marketing
activities and materials
[
          <xref ref-type="bibr" rid="ref24 ref75">24, 75</xref>
          ] [
          <xref ref-type="bibr" rid="ref27 ref32 ref34 ref58 ref84">27, 32, 34, 58, 84</xref>
          ] Acknowledging gender issues in and outside
of the class and presenting successful female
speakers
[
          <xref ref-type="bibr" rid="ref75">75</xref>
          ] [
          <xref ref-type="bibr" rid="ref34 ref36 ref4 ref47">4, 34, 36, 47</xref>
          ] Ensuring faculty diversity
[
          <xref ref-type="bibr" rid="ref50">50, 87</xref>
          ] Making female-only courses, events, and
programs
[
          <xref ref-type="bibr" rid="ref38">38</xref>
          ] [
          <xref ref-type="bibr" rid="ref36 ref6">6, 36</xref>
          ] Having quotas for women
[
          <xref ref-type="bibr" rid="ref1 ref62">1, 62</xref>
          ] [
          <xref ref-type="bibr" rid="ref37 ref52 ref69">37, 52, 69</xref>
          ] Ensuring that educational materials are free
from stereotypes and biases
[
          <xref ref-type="bibr" rid="ref56 ref76">56, 76</xref>
          ] [
          <xref ref-type="bibr" rid="ref13 ref36 ref4 ref58 ref8 ref81 ref84">4, 8, 13, 36, 58, 81, 84</xref>
          ] Ensuring that the university has
diversitysupporting policies, zero tolerance for
discrimination; covering female needs, etc.
[
          <xref ref-type="bibr" rid="ref7">7</xref>
          ] Creating separate department responsible for
        </p>
        <p>diversity
[7, 8, 18, 19, 34, 36, 53, Educating teaching staff about
gender59, 69] inclusive tactics and principles in education</p>
        <p>
          Gender-neutral recommendations
[
          <xref ref-type="bibr" rid="ref15">15, 86</xref>
          ] [
          <xref ref-type="bibr" rid="ref27 ref37 ref47 ref59 ref77">27, 37, 47, 59, 77</xref>
          ] Involving industry in education
[
          <xref ref-type="bibr" rid="ref3 ref38 ref44 ref66 ref67">3, 38, 44, 66, 67</xref>
          ] [
          <xref ref-type="bibr" rid="ref27 ref29">27, 29</xref>
          ] Using gamification in educational processes
[10, 23, 38, 44, 45, 63, 64, [4, 7, 8, 19, 27, 32, 36, 37, Support students with mentors and tutors
76, 79, 86] 52, 53, 58, 77, 78, 84]
[
          <xref ref-type="bibr" rid="ref10 ref63 ref75">10, 63, 75</xref>
          ] [
          <xref ref-type="bibr" rid="ref53 ref74">53, 74</xref>
          ]
[
          <xref ref-type="bibr" rid="ref15">15</xref>
          ]
[
          <xref ref-type="bibr" rid="ref12 ref30 ref31 ref35 ref38 ref41 ref45 ref63 ref75">12, 30, 31, 35, 38, 41, 45,
63, 75</xref>
          ]
[
          <xref ref-type="bibr" rid="ref30 ref35 ref38 ref44 ref45 ref46 ref49 ref50 ref75">30, 35, 38, 44–46, 49, 50,
75, 88</xref>
          ]
[
          <xref ref-type="bibr" rid="ref12 ref39 ref80 ref83">12, 39, 80, 83</xref>
          ]
[
          <xref ref-type="bibr" rid="ref49 ref79">49, 79</xref>
          ]
[
          <xref ref-type="bibr" rid="ref1 ref38 ref57 ref63 ref67 ref70">1, 38, 57, 63, 67, 70</xref>
          ]
[
          <xref ref-type="bibr" rid="ref28 ref64 ref70">28, 64, 70</xref>
          ]
[
          <xref ref-type="bibr" rid="ref12 ref17 ref30 ref35 ref38 ref41 ref44 ref67">12, 17, 30, 35, 38, 41, 44,
67</xref>
          ]
[
          <xref ref-type="bibr" rid="ref41">41</xref>
          ]
[
          <xref ref-type="bibr" rid="ref67">67</xref>
          ]
[
          <xref ref-type="bibr" rid="ref65">65</xref>
          ]
        </p>
        <p>Based on the frequency of appearance in the
literature, the recommendations for researchers and
practitioners were made and presented in Table 2.</p>
        <p>Some practices were widely researched and tested
and proved to be effective in engaging female audiences.</p>
        <p>Therefore, they can be actively introduced in university
activities to boost diversity. Practices that were
mentioned in practical implementations more
frequently (four times or more) are considered
“practically tested” and suggested to be implemented for
improving diversity.</p>
        <p>On the other hand, some practices are frequently
proposed (four times or more) as effective ways to
engage female students in computing. These practices
were grouped into “needed to be introduced in practice.”
The last group combines the most under-researched
practices and requires additional studies.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion and conclusion</title>
      <p>The underrepresentation of women in STEM fields,
particularly in Mechanical and Electrical Engineering,
Physics, Math, and Computer Science, remains a
significant concern globally. Achieving gender balance
in technology fields holds immense potential benefits,
including addressing workforce shortages, fostering
innovation through diverse perspectives, and
enhancing user-centric design.</p>
      <p>This study addresses the gender gap in Software
Engineering (SE) and Computer Science (CS) higher
education by summarizing current knowledge on
gender-inclusive practices and providing guidance for
implementation and further research.</p>
      <p>The methodology employed a Scoping Literature
Review to comprehensively understand existing
research activities regarding gender-inclusive
practices in Software Engineering (SE) and Computer
Science (CS) higher education. The review process
began with systematic searches across five academic
publication databases, namely ACM, IEEE, Scopus,
Web of Science, and Science Direct, resulting in a final
selection of 143 unique contributing studies.</p>
      <p>The analysis of the literature involved grouping
based on research results, focus areas, and stages of
the educational process. Within the "research results"
dimension, literature was categorized into
"observations and explanations," "proposals," and
"practical implementations," providing insights into
female experiences in SE and CS, suggestions for
improvement, and outcomes of gender-inclusive
initiatives. More practical tests were made on a course
or initiative level as it is easier to evaluate initiatives
and their effectiveness in a classroom setting
compared to a university or society-wide context.
Meanwhile, observations from the course level are
quite limited. Considering female students’
experience, the emphasis was largely on the learning
process; fewer studies addressed enrollment,
motivation, and persistence. Observations from this
analysis highlight the need for inclusivity across all
stages of education to achieve gender balance in SE
and CS, emphasizing the importance of practical
studies beyond the classroom setting, particularly in
enrollment and persistence initiatives.</p>
      <p>With a deeper literature analysis, 28
genderinclusive practices were identified. Some of the
practices are less researched than others, so they
were grouped according to their frequency of
appearance in the literature.</p>
      <p>Tertiary education institutions are suggested to
implement outreach activities, mentoring,
teamwork/peer-learning, practical focus, real-life
focus, building female community, focus on impact,
gamification, project/problem-based learning, and
physical computing for improving gender diversity.</p>
      <p>Studies encourage the introduction of an inclusive
environment, gender talks, industry collaboration,
diverse teaching staff, faculty training, and
professional orientation.</p>
      <p>More research is needed for preliminary training,
collaboration with parents and high-school teachers,
female-focused marketing, gender-inclusive
materials, flipped classrooms, female-only
environments, interdisciplinarity, growth mindset
interventions, targeted recruiting, social media use,
storytelling, and the creation of a diversity-focused
action group.</p>
      <p>The authors acknowledge certain limitations of
this study. Firstly, focusing exclusively on computer
science and software engineering may not capture the
complete spectrum of gender inclusivity challenges
present across all STEM fields. This narrow focus
might overlook valuable insights and practices from
other STEM disciplines that could contribute to a
more comprehensive understanding of gender
inclusivity in education and the workforce. Limiting
the study to higher education institutions may exclude
potential insights from industry or non-traditional
educational settings. Thus, while the paper provides
valuable insights within its defined parameters, it is
essential to recognize these limitations and encourage
further research to explore gender inclusivity across
diverse STEM fields and educational contexts.
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    </sec>
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