<?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="brief-report" 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.137430.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Brief Report</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Enhancement of private schools for collaboration to address gender equity gap of STEM education: Case study in Mbeya city of Tanzania</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>Kibona</surname>
                        <given-names>Isack Ephraim</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-0479-5173</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Department of Mathematics and Statistics, Mbeya University of Science and Technology, Mbeya, Mbeya Region, 00255, Tanzania</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:iechibona@gmail.com">iechibona@gmail.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>31</day>
                <month>10</month>
                <year>2023</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2023</year>
            </pub-date>
            <volume>12</volume>
            <elocation-id>1423</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>20</day>
                    <month>10</month>
                    <year>2023</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2023 Kibona IE</copyright-statement>
                <copyright-year>2023</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>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/12-1423/pdf"/>
            <abstract>
                <p>Investment in education to guarantee gender equity in most developing countries has focused on modern teaching pedagogy, teaching and learning facilities, cultural issues and the likes. However, performance in private schools do set learnable examples of which if not ignored, a nation in question may take lessons and improve gender equity in science, technology, engineering and mathematics (STEM) education. Private secondary schools may serve as on way to enrich girls' enrolment in STEM for future career opportunities by scoring qualifiable grades in STEM subjects, provided that education investment environment not only favors public schools but also be in favor of private schools. In the study conducted in Mbeya city of Tanzania, the author investigated 58 secondary schools of which 32 were private schools. From these schools 7936 candidates sat for Certificate of Secondary Education Examination (CSEE) of 2022 in Mbeya city. 2232 candidates were from private schools. The analysis indicated that more girls with a potential to enter into STEM education came from private schools, and it is about twice the number of girls from public schools regardless of more girls candidates from public schools.</p>
                <p>Chi-square testing of pass in STEM subjects between boys and girls verified that performance in private schools had no gender equity gap between boys and girls. On the other hand, boys outperformed girls in public schools.</p>
                <p>Moreover, an estimation of 2202 candidates of which 999 were girls had at least a minimum pass in basic mathematics. Private schools contributed 626 (63%) of passes in basic mathematics.</p>
                <p>Thus, appropriate collaboration with private schools might revamp not only girls&#x2019; enrolment but also clear gender equity gap in performance of STEM subjects if policy makers in education investment can do more improvement in the environment for education investment through private schools.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>STEM education</kwd>
                <kwd>gender equity</kwd>
                <kwd>Mbeya city of Tanzania</kwd>
                <kwd>Private schools</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>Establishment of Sustainable Development Goals (SDGs) by the United Nations (UN) in September 2015 placed the world to ensure gender equity in science, technology, engineering and mathematics (STEM) education (
                <xref ref-type="bibr" rid="ref8">Koehler, 2016</xref>; 
                <xref ref-type="bibr" rid="ref10">Leal Filho 
                    <italic toggle="yes">et al.</italic>, 2022</xref>; 
                <xref ref-type="bibr" rid="ref21">Zorzano, 2020</xref>). Gender is commonly representing female or male, however, in this study, added to that describes the socio-cultural characters of masculinity and femininity according to practices by individual based on their culture, while sex describes the biological characteristics of women and men (
                <xref ref-type="bibr" rid="ref18">Unicef &amp; others, 2020</xref>). In this regard, gender may change with time and place depending on roles taken by women and men, whereas sex never change. 
                <italic toggle="yes"/> 
                <italic toggle="yes"/>Before 2016, sub-Saharan Africa had a substantial number of secondary schools whose quality of education was questionable according to United Nations, this being one of the reasons to launch SDG4 (
                <xref ref-type="bibr" rid="ref19">Unterhalter, 2019</xref>).</p>
            <p>Some regions of the world are closing gender equity gaps in STEM education like USA, and Europe (
                <xref ref-type="bibr" rid="ref7">Kamberidou &amp; Pascall, 2019</xref>), but gender inequity in STEM education is substantial in sub-Saharan Africa, the Arab states, and south and west Asia (
                <xref ref-type="bibr" rid="ref6">Ismail, 2018</xref>; 
                <xref ref-type="bibr" rid="ref12">Loyalka 
                    <italic toggle="yes">et al.</italic>, 2021</xref>). Emphasis to enhance STEM education in literature has centered resolution on pedagogical skills, low teacher student ratio, incompetent teachers, and education facility availability (
                <xref ref-type="bibr" rid="ref3">Allen 
                    <italic toggle="yes">et al.</italic>, 2016</xref>; 
                <xref ref-type="bibr" rid="ref5">Huang 
                    <italic toggle="yes">et al.</italic>, 2022</xref>; 
                <xref ref-type="bibr" rid="ref17">Teo &amp; Ke, 2014</xref>). Moreover, girls' poor participation in STEM subjects in secondary schools especially in sub-Saharan Africa are more associated with cultural practices and other reasons associated with masculinity (
                <xref ref-type="bibr" rid="ref2">Adams &amp; Baddianaah, 2023</xref>; 
                <xref ref-type="bibr" rid="ref11">Lewin, 2009</xref>).</p>
            <p>Education policy makers in Tanzania engaged private sectors to run private schools along with public schools (
                <xref ref-type="bibr" rid="ref9">Komba, 2017</xref>). This lead to contribution in containing not only enrolment issues in STEM education but also great improvement of gender equity (
                <xref ref-type="bibr" rid="ref20">Weaver, 2011</xref>). 
                <italic toggle="yes"/> Evaluation of private schools&#x2019; contribution is indispensable, 
                <italic toggle="yes"/> this fact holds following the reality that graduates from private education sectors become part of the nation decent and future human resource capital (
                <xref ref-type="bibr" rid="ref1">Achoui, 2009</xref>; 
                <xref ref-type="bibr" rid="ref4">Budhwar &amp; Sparrow, 2002</xref>; 
                <xref ref-type="bibr" rid="ref14">Sebola, 2023</xref>). 
                <xref ref-type="table" rid="T1">Table 1</xref> presents the performance of students from 32 private schools in Mbeya city. Majority of students in privates&#x2019; schools passed in first and second division. Unlike in private schools, candidates in public schools' majority were in the fourth division 
                <xref ref-type="table" rid="T2">Table 2</xref>.</p>
            <table-wrap id="T1" orientation="portrait" position="float">
                <label>Table 1. </label>
                <caption>
                    <title>CSEE results of the 32 private schools in Mbeya city.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Divisions</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Total</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Girls</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Boys</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Div I</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">715</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">359</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">356</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Div II</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">569</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">270</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">299</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Div III</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">406</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">206</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">200</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Div IV</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">480</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">267</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">213</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Div 0</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">62</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">34</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">28</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">All Students</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">2232</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1136</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1096</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <table-wrap id="T2" orientation="portrait" position="float">
                <label>Table 2. </label>
                <caption>
                    <title>CSEE results of the 26 public schools in Mbeya city.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Divisions</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Total</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Girls</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Boys</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Div I</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">280</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">83</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">197</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Div II</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">775</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">372</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">403</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Div III</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">926</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">457</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">117</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Div IV</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2896</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1711</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1185</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Div 0</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">827</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">370</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">457</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">All students</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">5704</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2993</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2711</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>In Tanzania, efforts to solve gender issues in STEM education is historical (
                <xref ref-type="bibr" rid="ref13">Samoff, 1987</xref>). Several bodies like United States Agency for International Development (USAID) have supported to ease the tension of gender inequity in STEM education (
                <xref ref-type="bibr" rid="ref15">Stromquist, 2006</xref>; 
                <xref ref-type="bibr" rid="ref16">Swainson, 2000</xref>).</p>
            <p>This report unleashes aspects of private schools&#x2019; contributions in gender equity in STEM education following credible educational policies by the Tanzanian government and promotes improvement in education investment for harmonization of public and private schools. This study illustrated by concrete examples the contribution of private schools in STEM education. Contribution is not only an increase in number of students specializing in STEM subjects but also significant improvement in diminishing of gender equity gap of STEM education.</p>
            <p>
                <xref ref-type="fig" rid="f1">Figure 1</xref> depicts performance in STEM subjects of biology, chemistry, physics and basic mathematics of 2232 candidates from 32 private secondary schools in Mbeya city. Comparable performance of 5704 candidates from 26 public schools 
                <xref ref-type="fig" rid="f1">Figure 1</xref> indicated deprived performance in STEM subjects. In parallel to more girls&#x2019; enrolment over boys, more girls passed every STEM subject in private schools except for physics. However, regardless of more girl&#x2019;s enrolment in public schools, boys outperformed girls in every STEM subject except for biology.</p>
            <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                <label>Figure 1. </label>
                <caption>
                    <title>CSEE 2022 results of STEM subjects in private schools.</title>
                </caption>
                <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/150590/8bd7b6e6-d028-4435-a065-d749bc33643c_figure1.gif"/>
            </fig>
            <sec id="sec2">
                <title>Objective</title>
                <p>The study is for enhancing education investment policies along with engaging private school investments for collaboration to address challenges of gender equity in STEM education.</p>
                <p>
                    <bold>Specific objectives</bold>
                    <list list-type="roman-lower">
                        <list-item>
                            <label>i.</label>
                            <p>Stimulate harmony and more collaboration between education policy makers and private schools investors to enrich gender equity in STEM education.</p>
                        </list-item>
                        <list-item>
                            <label>ii.</label>
                            <p>Compare private schools and public schools&#x2019; performance of girls and boys in STEM subjects.</p>
                        </list-item>
                    </list>
                </p>
            </sec>
        </sec>
        <sec id="sec3" sec-type="methods">
            <title>Methods</title>
            <p>Methodologies in this study undertook over form four secondary school examination results for Mbeya city, Tanzania. In this regard, this study dealt with secondary data, already processed for student placement to the next education level, in this situation, analysis of sex or gender was not applicable from the raw data. That is study design, data collection and data analysis carried out free of considerations due to sex or gender. Thus, this study is about what is observed in the examination results and not how teachers reach these results. On the other hand, this study calls for more insights as to how these results are reached, which is not the scope of this study. Therefore, the scope of study is to examine whether gender has influence in the examination performance.</p>
            <sec id="sec4">
                <title>Study design</title>
                <p>The author collected secondary schools&#x2019; performance data from National Examination Council of Tanzania. The data involved 58 secondary schools of which 32 were private and 26 public schools. The data tabulated in separation of private and public schools as in 
                    <xref ref-type="table" rid="T3">Table 3</xref> and 
                    <xref ref-type="table" rid="T4">Table 4</xref> respectively, indicating number of girls and boys in every STEM subject. The researcher processed the data, analyzed by employing chi-square test for interpretation, and eventually reported the finding.</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>Table 3. </label>
                    <caption>
                        <title>CSEE 2022 results of the STEM subjects in 32 private secondary schools. (Source: NECTA 2022).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Gender</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Biology</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Chemistry</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Physics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Mathematics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Total</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>Girls</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1020 (1032)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">549 (544)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">393 (412)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">626 (601)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1136</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>Boys</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1008 (996)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">520 (525)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">417 (398)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">555 (580)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1096</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>Total</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">2028</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1069</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">810</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1181</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">2232</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>Table 4. </label>
                    <caption>
                        <title>CSEE Students performance of 26 public schools in STEM subjects.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Gender</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Biology</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Chemistry</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Physics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in Mathematics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Total</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Girls</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1616 (1737)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">560 (697)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">234 (396)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">373 (536)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2993</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Boys</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1695 (1574)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">768 (631)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">520 (358)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">648 (485)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2711</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Total</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3311</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1328</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">754</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5704</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec id="sec5">
                <title>Data collection</title>
                <p>The Author conducted data collection by reading and recording from the report by 
                    <ext-link ext-link-type="uri" xlink:href="https://necta.go.tz/csee_results">NECTA of CSEE for the year 2022</ext-link>, particularly, selecting all Mbeya city secondary schools participated in the form four national examinations of year 2022. In addition to division-wise performance as organized by NECTA, the author went further by listing overall performance of every STEM subject and eventually bar charts plotted as in 
                    <xref ref-type="fig" rid="f1">Figure 1</xref> and 
                    <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>CSEE 2022 results of STEM subjects of public school in Mbeya city.</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/150590/8bd7b6e6-d028-4435-a065-d749bc33643c_figure2.gif"/>
                </fig>
            </sec>
            <sec id="sec6">
                <title>Data analysis</title>
                <p>The author used the chi-square approach to determine whether there was a significant difference in the passing of STEM subjects between boys and girls. The focus of the STEM subjects was biology, chemistry, physics and basic mathematics. The degree of freedom evaluated leads to a critical value (p) from statistical tables, a test statistic computed for each group of students separately, and the decision made based 95% confidence interval. Records of number of passes in STEM subject are as listed in 
                    <xref ref-type="table" rid="T3">Table 3</xref> and 
                    <xref ref-type="table" rid="T4">Table 4</xref>. No software were involved and all computations conducted manually, aided by Casio scientific calculator.</p>
                <p>
                    <bold>
                        <italic toggle="yes">Calculation of Chi &#x2013; square</italic>
                    </bold>, 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:mfenced close=")" open="(">
                                <mml:msup>
                                    <mml:mi mathvariant="bold-italic">&#x03c7;</mml:mi>
                                    <mml:mn mathvariant="bold">2</mml:mn>
                                </mml:msup>
                            </mml:mfenced>
                        </mml:math>
                    </inline-formula>
                    <bold>
                        <italic toggle="yes">:</italic>
                    </bold>
                </p>
                <p>Numbers in parentheses of 
                    <xref ref-type="table" rid="T3">Table 3</xref> are theoretical expectations of gender equity. The author went through five steps to justify whether gender has an effect in the performance of STEM subjects.</p>
                <p>Step 1: Define Null (
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>H</mml:mi>
                                <mml:mn>0</mml:mn>
                            </mml:msub>
                        </mml:math>
                    </inline-formula>) and Alternative Hypotheses (
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>H</mml:mi>
                                <mml:mn>1</mml:mn>
                            </mml:msub>
                        </mml:math>
                    </inline-formula>):</p>
                <p>
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>H</mml:mi>
                                <mml:mn>0</mml:mn>
                            </mml:msub>
                        </mml:math>
                    </inline-formula>: For the students in Mbeya city from private secondary schools, gender has no effect to pass in STEM subjects.</p>
                <p>
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>H</mml:mi>
                                <mml:mn>1</mml:mn>
                            </mml:msub>
                        </mml:math>
                    </inline-formula>: For the students in Mbeya city private secondary schools, gender has effect to pass in STEM subjects.</p>
                <p>Step 2: State the confidence interval: 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:mi>&#x03b1;</mml:mi>
                            <mml:mo>=</mml:mo>
                            <mml:mn>0.05</mml:mn>
                        </mml:math>
                    </inline-formula>
                </p>
                <p>Step 3: Calculate degree of freedom (df) and state the critical value (p):</p>
                <p>
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:mi mathvariant="italic">df</mml:mi>
                            <mml:mo>=</mml:mo>
                            <mml:mfenced close=")" open="(">
                                <mml:mrow>
                                    <mml:mtext mathvariant="italic">rows</mml:mtext>
                                    <mml:mo>&#x2212;</mml:mo>
                                    <mml:mn>1</mml:mn>
                                </mml:mrow>
                            </mml:mfenced>
                            <mml:mfenced close=")" open="(">
                                <mml:mrow>
                                    <mml:mtext mathvariant="italic">columns</mml:mtext>
                                    <mml:mo>&#x2212;</mml:mo>
                                    <mml:mn>1</mml:mn>
                                </mml:mrow>
                            </mml:mfenced>
                            <mml:mo>=</mml:mo>
                            <mml:mfenced close=")" open="(">
                                <mml:mrow>
                                    <mml:mn>2</mml:mn>
                                    <mml:mo>&#x2212;</mml:mo>
                                    <mml:mn>1</mml:mn>
                                </mml:mrow>
                            </mml:mfenced>
                            <mml:mfenced close=")" open="(">
                                <mml:mrow>
                                    <mml:mn>4</mml:mn>
                                    <mml:mo>&#x2212;</mml:mo>
                                    <mml:mn>1</mml:mn>
                                </mml:mrow>
                            </mml:mfenced>
                            <mml:mo>=</mml:mo>
                            <mml:mn>3</mml:mn>
                        </mml:math>
                    </inline-formula>, so critical value, p = 7.81473.</p>
                <p>That is if chi-square (
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msup>
                                <mml:mi>&#x03c7;</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msup>
                        </mml:math>
                    </inline-formula>) is greater than 7.81473, reject
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:mspace width="0.25em"/>
                            <mml:msub>
                                <mml:mi>H</mml:mi>
                                <mml:mn>0</mml:mn>
                            </mml:msub>
                        </mml:math>
                    </inline-formula>.</p>
                <p>Step 4: Calculation of test statistic 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msup>
                                <mml:mi>&#x03c7;</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msup>
                            <mml:mo>=</mml:mo>
                            <mml:mo>&#x2211;</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:msub>
                                                <mml:mi>f</mml:mi>
                                                <mml:mi>o</mml:mi>
                                            </mml:msub>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:msub>
                                                <mml:mi>f</mml:mi>
                                                <mml:mi>e</mml:mi>
                                            </mml:msub>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:msub>
                                    <mml:mi>f</mml:mi>
                                    <mml:mi>e</mml:mi>
                                </mml:msub>
                            </mml:mfrac>
                        </mml:math>
                    </inline-formula>, where 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>f</mml:mi>
                                <mml:mi>e</mml:mi>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:mfrac>
                                <mml:mrow>
                                    <mml:msub>
                                        <mml:mi>f</mml:mi>
                                        <mml:mi>c</mml:mi>
                                    </mml:msub>
                                    <mml:msub>
                                        <mml:mi>f</mml:mi>
                                        <mml:mi>r</mml:mi>
                                    </mml:msub>
                                </mml:mrow>
                                <mml:mi>n</mml:mi>
                            </mml:mfrac>
                        </mml:math>
                    </inline-formula> and 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>f</mml:mi>
                                <mml:mn>0</mml:mn>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:mtext mathvariant="italic">observed frequence</mml:mtext>
                            <mml:mo>,</mml:mo>
                        </mml:math>
                    </inline-formula> 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>f</mml:mi>
                                <mml:mi>e</mml:mi>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:mtext mathvariant="italic">expected frequence</mml:mtext>
                        </mml:math>
                    </inline-formula>, 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>f</mml:mi>
                                <mml:mi>c</mml:mi>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:mtext mathvariant="italic">frequence of the column</mml:mtext>
                            <mml:mo>,</mml:mo>
                            <mml:msub>
                                <mml:mi>f</mml:mi>
                                <mml:mi>r</mml:mi>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:mtext mathvariant="italic">frequence of the</mml:mtext>
                            <mml:mspace width="0.25em"/>
                            <mml:mi mathvariant="italic">row</mml:mi>
                        </mml:math>
                    </inline-formula>, 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:mi>n</mml:mi>
                            <mml:mo>=</mml:mo>
                            <mml:mtext mathvariant="italic">total number of subjects</mml:mtext>
                            <mml:mo>.</mml:mo>
                        </mml:math>
                    </inline-formula>
                </p>
                <p>Step 5: Calculation of theoretical pass expectations: Girls expected to pass biology in first cell of 
                    <xref ref-type="table" rid="T3">Table 3</xref>,
                    <disp-formula id="e1">
                        <mml:math display="block">
                            <mml:msub>
                                <mml:mfenced close=")" open="(" separators=",">
                                    <mml:mtext>Girls</mml:mtext>
                                    <mml:mtext>biology</mml:mtext>
                                </mml:mfenced>
                                <mml:mn>11</mml:mn>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:mfenced close=")" open="(">
                                <mml:mrow>
                                    <mml:mn>2028</mml:mn>
                                    <mml:mo>&#x2217;</mml:mo>
                                    <mml:mn>1136</mml:mn>
                                </mml:mrow>
                            </mml:mfenced>
                            <mml:mo>/</mml:mo>
                            <mml:mn>2232</mml:mn>
                            <mml:mo>=</mml:mo>
                            <mml:mn>1032</mml:mn>
                        </mml:math>
                    </disp-formula>
                    <disp-formula id="e2">
                        <mml:math display="block">
                            <mml:msubsup>
                                <mml:mi mathvariant="normal">&#x03c7;</mml:mi>
                                <mml:mi>pr</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msubsup>
                            <mml:mo>=</mml:mo>
                            <mml:mo>&#x2211;</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:msub>
                                                <mml:mi mathvariant="normal">f</mml:mi>
                                                <mml:mi mathvariant="normal">o</mml:mi>
                                            </mml:msub>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:msub>
                                                <mml:mi mathvariant="normal">f</mml:mi>
                                                <mml:mi mathvariant="normal">e</mml:mi>
                                            </mml:msub>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:msub>
                                    <mml:mi mathvariant="normal">f</mml:mi>
                                    <mml:mi mathvariant="normal">e</mml:mi>
                                </mml:msub>
                            </mml:mfrac>
                        </mml:math>
                    </disp-formula>
                    <disp-formula id="e3">
                        <mml:math display="block">
                            <mml:msubsup>
                                <mml:mi>&#x03c7;</mml:mi>
                                <mml:mi mathvariant="italic">pr</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msubsup>
                            <mml:mo>=</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>1020</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>1032</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>1032</mml:mn>
                            </mml:mfrac>
                            <mml:mo>+</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>1008</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>996</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>996</mml:mn>
                            </mml:mfrac>
                            <mml:mo>+</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>549</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>544</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>544</mml:mn>
                            </mml:mfrac>
                            <mml:mo>+</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>520</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>525</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>525</mml:mn>
                            </mml:mfrac>
                            <mml:mo>+</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>393</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>412</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>412</mml:mn>
                            </mml:mfrac>
                            <mml:mo>+</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>417</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>398</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>398</mml:mn>
                            </mml:mfrac>
                            <mml:mo>+</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>626</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>601</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>601</mml:mn>
                            </mml:mfrac>
                            <mml:mo>+</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:mn>555</mml:mn>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:mn>580</mml:mn>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:mn>580</mml:mn>
                            </mml:mfrac>
                            <mml:mo>=</mml:mo>
                            <mml:mn>4.28</mml:mn>
                        </mml:math>
                    </disp-formula>
                </p>
                <p>
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msubsup>
                                <mml:mi>&#x03c7;</mml:mi>
                                <mml:mi mathvariant="italic">pr</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msubsup>
                            <mml:mo>=</mml:mo>
                            <mml:mn>4.28</mml:mn>
                            <mml:mo>&lt;</mml:mo>
                            <mml:mn>7.81473</mml:mn>
                            <mml:mo>=</mml:mo>
                            <mml:mi>p</mml:mi>
                        </mml:math>
                    </inline-formula>. Therefore, the null hypothesis is true.</p>
                <p>The author applied a similar testing to candidates of public schools.</p>
                <p>With similar calculations as 
                    <xref ref-type="table" rid="T3">Table 3</xref> of private schools, 
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:msubsup>
                                <mml:mi>&#x03c7;</mml:mi>
                                <mml:mi>p</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msubsup>
                            <mml:mo>=</mml:mo>
                            <mml:mo>&#x2211;</mml:mo>
                            <mml:mfrac>
                                <mml:msup>
                                    <mml:mfenced close=")" open="(">
                                        <mml:mrow>
                                            <mml:msub>
                                                <mml:mi>f</mml:mi>
                                                <mml:mi>o</mml:mi>
                                            </mml:msub>
                                            <mml:mo>&#x2212;</mml:mo>
                                            <mml:msub>
                                                <mml:mi>f</mml:mi>
                                                <mml:mi>e</mml:mi>
                                            </mml:msub>
                                        </mml:mrow>
                                    </mml:mfenced>
                                    <mml:mn>2</mml:mn>
                                </mml:msup>
                                <mml:msub>
                                    <mml:mi>f</mml:mi>
                                    <mml:mi>e</mml:mi>
                                </mml:msub>
                            </mml:mfrac>
                            <mml:mo>=</mml:mo>
                            <mml:mn>318.33425</mml:mn>
                        </mml:math>
                    </inline-formula> for 
                    <xref ref-type="table" rid="T4">Table 4</xref>. However,
                    <inline-formula>
                        <mml:math display="inline">
                            <mml:mspace width="0.25em"/>
                            <mml:msubsup>
                                <mml:mi>&#x03c7;</mml:mi>
                                <mml:mi>p</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msubsup>
                            <mml:mo>=</mml:mo>
                            <mml:mn>318.334</mml:mn>
                            <mml:mo>&gt;</mml:mo>
                            <mml:mn>7.81473</mml:mn>
                            <mml:mo>=</mml:mo>
                            <mml:mi>p</mml:mi>
                        </mml:math>
                    </inline-formula>. Therefore, we reject the null hypothesis.</p>
            </sec>
            <sec id="sec7">
                <title>Analysis of STEM prospects</title>
                <p>The author went further to ascertain every student with a pass of at least D grade (minimum pass) in both physics and basic mathematics and classified this group as minimum pass in STEM. Moreover, students with at least two C grades and one D pass grade in any of three subjects: physics, chemistry and biology (PCB) or same passes in any of three: physics, chemistry and mathematics (PCM) classified as potential PCM or PCB candidates. A collection of students with minimum passes in STEM and/or potential PCM or PCB candidates grouped as potential STEM candidates.</p>
            </sec>
        </sec>
        <sec id="sec8" sec-type="results">
            <title>Results</title>
            <p>The degree of freedom for each group is three with &#x03b1; =0.05 of which the collected critical value, p =7.81473. Computed chi-squares were 
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msubsup>
                            <mml:mi>&#x03c7;</mml:mi>
                            <mml:mi mathvariant="italic">pr</mml:mi>
                            <mml:mn>2</mml:mn>
                        </mml:msubsup>
                        <mml:mo>=</mml:mo>
                        <mml:mn>4.28</mml:mn>
                    </mml:math>
                </inline-formula> for private schools 
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msubsup>
                            <mml:mi>&#x03c7;</mml:mi>
                            <mml:mi>p</mml:mi>
                            <mml:mn>2</mml:mn>
                        </mml:msubsup>
                        <mml:mo>=</mml:mo>
                        <mml:mn>318.334</mml:mn>
                    </mml:math>
                </inline-formula> for public schools. In addition to chi-square testing of the data, student performance in STEM subjects were listed in tabular (
                <xref ref-type="table" rid="T3">Table 3</xref>, 
                <xref ref-type="table" rid="T4">Table 4</xref>) form along with plotting the bar charts (
                <xref ref-type="fig" rid="f1">Figure 1</xref>, 
                <xref ref-type="fig" rid="f2">Figure 2</xref>).</p>
            <sec id="sec9">
                <title>Impact of performance of STEM subjects in STEM education prospects</title>
                <p>Performance in STEM subjects determines number of candidate placements in high school PCB or PCM combinations and prospects of STEM career candidates in higher education institutions. Out of 2232 candidates, private schools contributed 783 (35%) candidates of which 380 were girls able to further studies in STEM education (
                    <xref ref-type="table" rid="T5">Table 5</xref>). On the other hand, out of 5704 candidates, public schools contributed 699 (12%) candidates of which 206 were girls with potential to advance in STEM careers in higher education (
                    <xref ref-type="table" rid="T6">Table 6</xref>).</p>
                <table-wrap id="T5" orientation="portrait" position="float">
                    <label>Table 5. </label>
                    <caption>
                        <title>Estimated CSEE 2022 candidates to enter STEM career or major science from 32 private schools.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Gender</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in mathematics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in physics and mathematics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Potential PCM or PCB</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Potential STEM candidates</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Total</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>Girls</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">626</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">380</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">379</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">380</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1136</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>Boys</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">555</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">396</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">403</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">403</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">1096</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">
                                    <bold>Total</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1181</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">776</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">782</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">783</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">2232</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn-group content-type="footnotes">
                            <fn id="tfn5.1">
                                <p>PCM: physics, chemistry and mathematics; PCB: physics, chemistry and biology; STEM: science, technology, engineering and mathematics.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <table-wrap id="T6" orientation="portrait" position="float">
                    <label>Table 6. </label>
                    <caption>
                        <title>Estimated CSEE 2022 candidates to enter STEM career or major science from 26 public schools.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Gender</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in mathematics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Pass in physics and mathematics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Potential PCM or PCB</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Potential STEM candidates</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Total</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Girls</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">373</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">206</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">205</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">206</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2993</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Boys</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">648</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">493</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">375</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">493</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2711</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Total</bold>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">699</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">580</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">699</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5704</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn-group content-type="footnotes">
                            <fn id="tfn6.1">
                                <p>PCM: physics, chemistry and mathematics; PCB: physics, chemistry and biology; STEM: science, technology, engineering and mathematics.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
        </sec>
        <sec id="sec10" sec-type="discussion">
            <title>Discussion</title>
            <p>Based on the data analysis, we calculated critical value, p = 7.81473 and a test statistic computed 
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msubsup>
                            <mml:mi>&#x03c7;</mml:mi>
                            <mml:mi mathvariant="italic">pr</mml:mi>
                            <mml:mn>2</mml:mn>
                        </mml:msubsup>
                        <mml:mo>=</mml:mo>
                        <mml:mn>4.209</mml:mn>
                    </mml:math>
                </inline-formula> for all students&#x2019; performance in STEM subjects for private schools and 
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msubsup>
                            <mml:mi>&#x03c7;</mml:mi>
                            <mml:mi>p</mml:mi>
                            <mml:mn>2</mml:mn>
                        </mml:msubsup>
                        <mml:mo>=</mml:mo>
                        <mml:mn>318.33425</mml:mn>
                    </mml:math>
                </inline-formula> for public schools. It is clear that 
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msubsup>
                            <mml:mi>&#x03c7;</mml:mi>
                            <mml:mi mathvariant="italic">pr</mml:mi>
                            <mml:mn>2</mml:mn>
                        </mml:msubsup>
                        <mml:mo>=</mml:mo>
                        <mml:mn>4.28</mml:mn>
                        <mml:mo>&lt;</mml:mo>
                        <mml:mn>7.81473</mml:mn>
                        <mml:mo>=</mml:mo>
                        <mml:mi>p</mml:mi>
                    </mml:math>
                </inline-formula>, and 
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msubsup>
                            <mml:mi>&#x03c7;</mml:mi>
                            <mml:mi>p</mml:mi>
                            <mml:mn>2</mml:mn>
                        </mml:msubsup>
                        <mml:mo>=</mml:mo>
                        <mml:mn>318.33425</mml:mn>
                        <mml:mo>&gt;</mml:mo>
                        <mml:mi>p</mml:mi>
                        <mml:mo>.</mml:mo>
                    </mml:math>
                </inline-formula>Recall the null and alternative hypothesis:</p>
            <p>Null (
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msub>
                            <mml:mi>H</mml:mi>
                            <mml:mn>0</mml:mn>
                        </mml:msub>
                    </mml:math>
                </inline-formula>) and Alternative Hypotheses (
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msub>
                            <mml:mi>H</mml:mi>
                            <mml:mn>1</mml:mn>
                        </mml:msub>
                    </mml:math>
                </inline-formula>):</p>
            <p>
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msub>
                            <mml:mi>H</mml:mi>
                            <mml:mn>0</mml:mn>
                        </mml:msub>
                    </mml:math>
                </inline-formula>: For the students in Mbeya city from private/public secondary schools, gender has no influence to pass in STEM subjects.</p>
            <p>
                <inline-formula>
                    <mml:math display="inline">
                        <mml:msub>
                            <mml:mi>H</mml:mi>
                            <mml:mn>1</mml:mn>
                        </mml:msub>
                    </mml:math>
                </inline-formula>: For the students in Mbeya city from private/public secondary schools, gender has influence to pass in STEM subjects.</p>
            <p>In this regard, we do accept the null hypothesis for private schools and reject the null hypothesis for public schools. Therefore, private schools in Mbeya city resolved the gender equity gap in performance of STEM subjects. On the other hand, gender equity gaps are unresolved between girls and boys in STEM subjects&#x2019; performance for public schools. That implies that the gender equity gap shall extend to the future STEM careers of graduates from public schools, and therefore, spread to the whole nation and worldwide at large.</p>
            <p>We suppose education policy had had recognized private sectors contribution and further promote teamwork along with private schools then more output that is stunning would surface. Thus, in so speaking, this study saves to encourage education policy makers to enrich policy mechanism for collaboration and possible embolden of private schools for more enrolment in STEM education. This is in parallel with the implementation of SDG4 realization in 2030. It is also clear that passing in both physics and basic mathematics determines the potential of STEM career prospects from secondary schools (
                <xref ref-type="table" rid="T5">Table 5</xref>, 
                <xref ref-type="table" rid="T6">Table 6</xref>).</p>
        </sec>
        <sec id="sec11">
            <title>Conclusion and recommendations</title>
            <p>Private schools&#x2019; reflection of balancing gender in STEM education in the case of Mbeya city offers a great step toward achieving SDG4 of the United Nations. The author recommends policy makers to engage private schools to address the challenges of gender equity in STEM education in a collaborative manner rather than existing in with public schools. STEM education stakeholders need to stress not only STEM careers position in the 21st century of job placements but also the importance of passing both basic mathematics and physics as determinants of STEM career for secondary school students. Basic mathematics alone is not enough.</p>
            <p>This study is calling for further investigation as to why in the same nation with likely the same environment, private schools outperformed public schools to such great extent. The researcher will explore both parties separately to acquire reliable information to share experiences to avert the situation in public schools.</p>
        </sec>
    </body>
    <back>
        <sec id="sec14" sec-type="data-availability">
            <title>Data availability</title>
            <p>Data used in this study are available and accessible for reproducibility. Information about public and private schools involved are all associated to Mbeya city CSEE results of 2022. Specifically, the Author used the data published by the National Examination Council of Tanzania (NECTA) from all test centers of the year 2022 (
                <ext-link ext-link-type="uri" xlink:href="https://necta.go.tz/csee_results">NECTA of CSEE for the year 2022</ext-link>).</p>
        </sec>
        <ack>
            <title>Acknowledgements</title>
            <p>First, I do appreciate Mbeya University of Science and Technology leadership for their strength and determination. Secondly, I do acknowledge the support in ideas by all colleagues in the Department of mathematics and statistics, to mention a few are; Mr. Justin Kisakali, Mr. Paulo Ngayekamwe and Ms. Tatu S. Irunde, who as well offered their time to work on behalf for some of the office routine activities. That gave a room for me to concentrate on writing. The whole members of the Department were willing to teach more classes, this boosted ending in small teaching load and therefore ability to write. Finally, my family support is indispensable in this task. They have been patient to all my late coming at home to ensure I am okay with this task. I must point out my youngest son, David.</p>
        </ack>
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                        <name name-style="western">
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                        <name name-style="western">
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                        <italic toggle="yes">Theory Pract.</italic>
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                    <year>2014</year>;<volume>53</volume>(<issue>1</issue>):<fpage>18</fpage>&#x2013;<lpage>24</lpage>.
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                    <article-title>A rigorous review of global research evidence on policy and practice on school-related gender-based violence.</article-title>
                    <year>2020</year>.</mixed-citation>
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</person-group>:
                    <article-title>The many meanings of quality education: Politics of targets and indicators in SDG 4.</article-title>
                    <source>

                        <italic toggle="yes">Global Pol.</italic>
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                    <year>2019</year>;<volume>10</volume>:<fpage>39</fpage>&#x2013;<lpage>51</lpage>.
                    <pub-id pub-id-type="doi">10.1111/1758-5899.12591</pub-id>
                </mixed-citation>
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                        <name name-style="western">
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</person-group>:
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                        <italic toggle="yes">Educational policy in Tanzania from independence to the present: Continuity and transformation.</italic>
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                    <publisher-name>University of Pittsburgh</publisher-name>;<year>2011</year>. [PhD Thesis].</mixed-citation>
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                    <article-title>Gender balance in Mars exploration: Lessons learned from the Mars Science Laboratory.</article-title>
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                        <italic toggle="yes">Sustainability.</italic>
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                    <year>2020</year>;<volume>12</volume>(<issue>24</issue>):<fpage>10658</fpage>.
                    <pub-id pub-id-type="doi">10.3390/su122410658</pub-id>
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    </back>
    <sub-article article-type="reviewer-report" id="report404704">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.150590.r404704</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Okeke</surname>
                        <given-names>Uchenna Kingsley</given-names>
                    </name>
                    <xref ref-type="aff" rid="r404704a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r404704a1">
                    <label>1</label>University of Johannesburg, Auckland Park, Gauteng, South Africa</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>10</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Okeke UK</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="relatedArticleReport404704" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.137430.1"/>
            <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>TITLE: Enhancing Gender Equity in STEM Education: A Comparative Study of the Impact of School Ownership on Females' Enrollment in STEM. (Remove the demographic information from the title. You can talk about it in the abstract and methodology.&#x00a0; &#x00a0;&#x00a0;</p>
            <p> </p>
            <p> ABSTRACT: There is a need to rework the abstract. What is the design of the study? How was the data collected and analyzed? What are/is the findings, conclusion, and recommendations?</p>
            <p> </p>
            <p> INTRODUCTION:</p>
            <p> Opening paragraph should be "The adoption of the Sustainable Devepment Goals..</p>
            <p> Please, which of the goals aligns with the focus of your study? Be specific and discuss it in details</p>
            <p> </p>
            <p> I am a bit confuse about the objectives of the study, especially the first object.</p>
            <p> There is need to include Research Questions in the study,</p>
            <p> The Methods section need to be overhauled. What is the design of the study? Meta-analysis?&#x00a0;</p>
            <p> Method od data collection and data analysis should be enhance for clarity</p>
            <p> </p>
            <p> The result is faulty. What was highlighted in the objective is not same as the result presented. Please, make sure that both sides align. Besides, there is a need to raise research question to guide the study.</p>
            <p> </p>
            <p> I am wondering how you have Null and Alternate hypothseses in the same study and both are framing the same issue? How?</p>
            <p> </p>
            <p> Conclusions and Recommendations should be based on the result of the study. So, with a questionable result, the basis for conclusion and generalization will be faulty too</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>No</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Partly</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>No</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Physics education, gender inclusivity, science pedagogy</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="comment14794-404704">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Kibona</surname>
                            <given-names>Isack Ephraim</given-names>
                        </name>
                        <aff>Mathematics and Statistics, Mbeya University of Science and Technology, Mbeya, Mbeya Region, Tanzania</aff>
                    </contrib>
                </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>16</day>
                    <month>10</month>
                    <year>2025</year>
                </pub-date>
            </front-stub>
            <body>
                <p>TITLE: Enhancing Gender Equity in STEM Education: A Comparative Study of the Impact of School Ownership on Females' Enrollment in STEM</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report242769">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.150590.r242769</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Alonso de Castro</surname>
                        <given-names>Mar&#x00ed;a Goretti</given-names>
                    </name>
                    <xref ref-type="aff" rid="r242769a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r242769a1">
                    <label>1</label>Regional Council of Education, Alcal&#x00e1; de Henares, Madrid, Spain</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>22</day>
                <month>2</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Alonso de Castro MG</copyright-statement>
                <copyright-year>2024</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="relatedArticleReport242769" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.137430.1"/>
            <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>While the study's objectives are clearly delineated and the methodologies are thoroughly explained, there remains a need for a clearer rationale behind the chosen analysis method. Furthermore, the study lacks an explicit discussion of its limitations and fails to address the variables that could potentially impact the observed differences between public and private educational centers. It is essential to delve into the analysis of contextual variables such as methodologies utilized, available resources, family support systems, socioeconomic status, and cultural influences to better comprehend the disparities in outcomes between these educational settings. A more comprehensive examination of the study's limitations and the myriad factors influencing the differences outlined in the article is warranted. This would significantly enhance the depth and rigor of the research, providing a more nuanced understanding of the observed discrepancies.</p>
            <p> Regarding replicability, the text references the state test database; however, it lacks clarity on the selection process, sample criteria, and the variables considered in the presented tables. A more detailed explanation of the methodology behind selecting the state test database, the criteria for sample inclusion, and the specific variables incorporated into the tables would significantly enhance the transparency and replicability of the study.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Partly</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Education, Technology, ICT, Educational European projects; Educational Inspection</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="comment11162-242769">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Kibona</surname>
                            <given-names>Isack Ephraim</given-names>
                        </name>
                        <aff>Mathematics and Statistics, Mbeya University of Science and Technology, Mbeya, Mbeya Region, Tanzania</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests available to this review process.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>27</day>
                    <month>2</month>
                    <year>2024</year>
                </pub-date>
            </front-stub>
            <body>
                <p>The Author has responded by including a section informing limitations of the study, see an 
                    <ext-link ext-link-type="uri" xlink:href="https://publuu.com/flip-book/414085/935802">attachment</ext-link>. Moreover, the data involved (CSEE 2022) in the study enabled the study to reveal unfair prevailing situation in secondary schools but on the other hand situation about contextual variables such as methodologies utilized, available resources, family support systems, socioeconomic status, and cultural influences shall need more data pertaining to tools such as questionnaire and interview.&#x00a0;</p>
                <p> </p>
                <p> On selection criteria, all schools in the city in the given year of study went into participation in this study, therefore, the study involved city school population. Thus, for reproducibility of the study, one shall need to study all secondary schools in the city that participated in the CSEE 2022.</p>
            </body>
        </sub-article>
    </sub-article>
</article>
