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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ce</journal-id>
      <journal-title-group>
        <journal-title>Creative Education</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2151-4771</issn>
      <issn pub-type="ppub">2151-4755</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/ce.2026.174034</article-id>
      <article-id pub-id-type="publisher-id">ce-150894</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Social Sciences</subject>
          <subject>Humanities</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Predictors of Attrition Intentions among Tutors in Colleges of Education in Ghana</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Anovunga</surname>
            <given-names>Alfred Alunga</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Department of Counselling Psychology, University of Education, Winneba, Winneba, Ghana </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The author declares no conflicts of interest regarding the publication of this paper.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>09</day>
        <month>04</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>04</month>
        <year>2026</year>
      </pub-date>
      <volume>17</volume>
      <issue>04</issue>
      <fpage>572</fpage>
      <lpage>583</lpage>
      <history>
        <date date-type="received">
          <day>02</day>
          <month>03</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>20</day>
          <month>04</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>23</day>
          <month>04</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/ce.2026.174034">https://doi.org/10.4236/ce.2026.174034</self-uri>
      <abstract>
        <p>The study was a descriptive cross-sectional survey aimed at finding out predictors of attrition intentions among tutors in colleges of education in Ghana. Structured questionnaire was adapted and administered among 400 tutors who were proportionately sampled from sixteen public Colleges of Education across the country. Inferential statistics (Multiple regression, Independent Sample T-Test, and One-Way ANOVA) were used to analyse the research hypotheses. The study revealed that the combined predictors of attrition intention could have a significant impact on tutor attrition in Colleges of Education in Ghana. The study further revealed that there was no significant difference between male and female tutors in terms of attrition intentions. Furthermore, tutor attrition intentions varied based on years of teaching experience and level of qualification. The study recommended that the Ministry of Education in collaboration with Ghana Tertiary Education Commission should conduct a comprehensive review of the salary structure in public Colleges of Education to address remuneration concerns and consider implementing additional incentives to improve tutor satisfaction and retention. It was also recommended that Principals and administrators of Colleges of Education should ensure equal treatment, opportunities, and career advancement prospects for both male and female tutors. Colleges of Education and donor agencies like Transforming Teacher Education and Learning (T-TEL) should establish mentorship programmes and career advancement opportunities specifically designed for tutors with 5 - 10 years and 20 - 25 years of experience.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Attrition</kwd>
        <kwd>Attrition Intention</kwd>
        <kwd>Colleges of Education</kwd>
        <kwd>Ghana Tertiary Education Commission</kwd>
        <kwd>Transforming Teacher Education and Learning</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>In the Education Sector, tutors are seen as the pivot in achieving educational goals as they are mandated to train teachers who will implement the curriculum at the pre-tertiary level. The success of a country’s education policy, therefore, depends on its ability to recruit and retain its tutors. However, there is a growing concern that Colleges of Education are facing challenges of tutor attrition which thwarts the efforts of training teachers. [<xref ref-type="bibr" rid="B5">5</xref>], in its special report on the rate of attrition in the Colleges of Education, indicated that as of May 2021, over 140 tutors across the 46 public Colleges of Education have left the Colleges after these institutions were upgraded to tertiary status to offer a four-year Bachelor of Education (B.Ed.) degree programme in 2018. These tutors left to seek greener pastures at the technical and traditional universities in the country, mainly after further studies in Doctor of Philosophy (Ph.D.) or Master of Philosophy (M.Phil.) programmes. To such people, it appears mobility is influenced by poor remuneration and conditions of service that do not match the workload. Even though both assistant lecturers and tutors hold similar qualifications (M.Phil., which is the minimum requirement needed to teach in a tertiary institution in Ghana), and they both teach undergraduate students, conditions of service skewed largely in favour of those teaching in the universities. Teachers who experience burnout show high levels of depersonalization from the job, low morale, and emotional exhaustion. Once the negative feelings become too overwhelming, it is hard for teachers to feel their value in the profession, and so they leave ([<xref ref-type="bibr" rid="B12">12</xref>]).</p>
      <p>The implications of teacher attrition intention are profound. If left unaddressed, high levels of attrition intention can lead to actual turnover, which disrupts the continuity of education, affects student achievement, and imposes significant financial burdens on educational systems due to the costs associated with recruiting and training new teachers ([<xref ref-type="bibr" rid="B11">11</xref>]). For instance, tutor attrition rates in Colleges of Education in Ghana have reached an alarming proportion ([<xref ref-type="bibr" rid="B5">5</xref>]). According to the News Desk of [<xref ref-type="bibr" rid="B5">5</xref>], information received from most Principals of Colleges of Education shows that between September 2020 and June 2021 there have been, on average, three (3) tutors from each College who have left the Colleges of Education to take up appointments elsewhere Evidence on teacher attrition rate within a six-academic year period from all public Colleges of Education in Ghana is shown in <bold>Table 1</bold>. </p>
      <p><bold>Table 1</bold><bold>.</bold>Attrition rate of tutors in Colleges of Education in Ghana.</p>
      <table-wrap id="tbl1">
        <label>Table 1</label>
        <table>
          <tbody>
            <tr>
              <td>
                <bold>ACADEMIC YEAR</bold>
              </td>
              <td>
                <bold>ATTRITION RATE</bold>
              </td>
            </tr>
            <tr>
              <td>2016/2017</td>
              <td>34</td>
            </tr>
            <tr>
              <td>2017/2018</td>
              <td>26</td>
            </tr>
            <tr>
              <td>2018/2019</td>
              <td>43</td>
            </tr>
            <tr>
              <td>2019/2020</td>
              <td>29</td>
            </tr>
            <tr>
              <td>2020/2021</td>
              <td>76</td>
            </tr>
            <tr>
              <td>2021/2022</td>
              <td>65</td>
            </tr>
            <tr>
              <td>
                <bold>TOTAL</bold>
              </td>
              <td>
                <bold>273</bold>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field survey (2026).</p>
      <fig id="fig1">
        <label>Figure 1</label>
        <graphic xlink:href="https://html.scirp.org/file/6309355-rId14.jpeg?20260423031328" />
      </fig>
      <p>Source: Field survey (2026).</p>
      <p><bold>Figure 1</bold><bold>.</bold> A graph of tutor attrition rate in Colleges of Education.</p>
      <p>The trend of attrition of tutors in the Colleges of Education, as shown in <bold>Table 1</bold> and <xref ref-type="fig" rid="fig1">Figure 1</xref>, revealed a generally increasing rate of attrition within the six academic-year period (2016/2017 - 2021/2022) in all Colleges of Education in Ghana. Compared with the period from 2016 to 2018, the rate of attrition from 2020 to 2022 was much lower in the Colleges of Education. The total turnout rates for the entire period under consideration revealed a growing trend of tutor attrition in the Colleges of Education in Ghana.</p>
      <p>With respect to the rising rate of tutor attrition in Colleges of Education, the question one may attempt to ask is, what are the causes of tutor attrition intentions in the public Colleges of Education in Ghana? Could it be that some of the predictors, like remuneration, progression, physical conditions, motivation, workload, and many others, are working against tutor retention in Colleges of Education? Could it also be that the geographical locations of these Colleges of Education are contributory factors in tutor attrition? Answers to these posers are of great interest to this study. Hence, the study on predictors of attrition intention among tutors in Colleges of Education in Ghana.</p>
      <p><bold>Objectives of the Study</bold></p>
      <p>Specifically, the study sought to: </p>
      <p>1) Find out the factors predicting attrition intentions of tutors in Colleges of Education in Ghana. </p>
      <p>2) Assess the level of experience of tutors and how that influences tutor attrition intention in Colleges of Education. </p>
      <p>3) Examine the gender difference in tutor attrition intention in Colleges of Education.</p>
      <p><bold>Hypotheses</bold></p>
      <p>The following hypotheses guided the study:</p>
      <p><bold>H</bold><bold><sub>0</sub></bold><bold>:</bold> There is no statistically significant influence of predictors of tutor attrition intention on tutor attrition in Colleges of Education.</p>
      <p><bold>H</bold><bold><sub>1</sub></bold><bold>:</bold> There is a statistically significant influence of predictors of tutor attrition on tutor attrition intention in Colleges of Education.</p>
      <p><bold>H</bold><bold><sub>0</sub></bold><bold>:</bold> There is no statistically significant difference between gender and attrition intention among tutors in Colleges of Education.</p>
      <p><bold>H</bold><bold><sub>1</sub></bold><bold>:</bold> There is a statistically significant difference between gender and attrition intention among tutors in Colleges of Education.</p>
      <p><bold>H</bold><bold><sub>0</sub></bold><bold>:</bold> There is no statistically significant influence of tutor experience on the rate of tutor attrition intention.</p>
      <p><bold>H</bold><bold><sub>1</sub></bold><bold>:</bold> There is a statistically significant influence of tutor experience on the rate of tutor attrition intention.</p>
    </sec>
    <sec id="sec2">
      <title>2. Methodology</title>
      <p>A quantitative approach, together with a descriptive cross-sectional survey design, was used in this study. The researcher measured the variable of interest as they had occurred and there was no conscious attempt to manipulate any of the variables that were measured in the study. A descriptive cross-sectional survey design was considered in this study because it provided the researcher with information about the prevalence of tutor attrition intentions in Colleges of Education in Ghana. The target population for the study was all tutors in the 46 public Colleges of Education in Ghana. However, an inclusion criterion was established to exclude public Colleges of Education that were less than ten years in existence in the study because it appears tutor enrolment in such Colleges were less, with few tutors who were qualified to teach in tertiary institutions. Therefore, the prevalence of tutor attrition intention might not be much felt in such Colleges. The Colleges that were more than ten years in existence and were included in the study were 37 Public Colleges of Education in Ghana with about 1424 full-time teaching staff. In generalising findings from this study therefore, the inclusion and exclusion criteria should be taken in consideration in order to avoid bias. </p>
      <p>A stratified sampling technique was used to group the 37 public Colleges of Education into four zones; thus, Northern zone, Brong-Ahafo-Ashanti zone, Accra-Volta-Eastern zone and Western-Central zone. These groupings were done taking into consideration the concentration of public Colleges of Education in the country with regard to their locations in the various regions of Ghana. </p>
      <p>For proportional representation of Colleges of Education in the study, table of random numbers generator was then used to select 4 Colleges from each zone. Therefore, a total number of 16 Colleges of Education were considered in the study with approximately 706 tutors. The researcher proportionately selected tutors from each stratum to form a sample size of 400 tutors. However, at the end of data collection, the researcher realized a retention rate of 361 tutors. Therefore, the data retention rate of 361 was used for analyses in the study. A structured questionnaire was adapted and used for data collection on the predictors of attrition intention. The items were adapted from [<xref ref-type="bibr" rid="B10">10</xref>], which were used for data collection in a study on the relationship between human resource management practices and intention to quit among administrative staff of the University of Cape Coast with a Cronbach’s Alpha of 0.823. It consists of 61 items under eight subscales: Remuneration, Social/Employee relations, Workload, Physical environment and Safe Working Environment, Motivation, Progression/Development, Social Identity, and Prestige. The items were measured using a scale of 1 to 5 where 1 = Strongly Disagree, 2 = Disagree, 3 = Undecided, 4 = Agree and 5 = Strongly Agree. Multiple regression, Independent Sample T-Test, and One-Way ANOVA were used to test hypotheses 1, 2, and 3, respectively.</p>
    </sec>
    <sec id="sec3">
      <title>3. Results</title>
      <p><bold>Hypothesis One</bold></p>
      <p><italic><bold>H</bold></italic><bold><sub>0</sub></bold>: <italic>There is no statistically significant influence of predictors of tutor attrition intentions on tutor attrition in Colleges of Education.</italic></p>
      <p><italic><bold>H</bold></italic><bold><sub>1</sub></bold>: <italic>There is</italic><italic>a</italic><italic>statistically significant influence of predictors of tutor attrition intentions on tutor attrition in Colleges of Education.</italic></p>
      <p>Hypothesis one sought to find out the predictive strength and direction of the predictors of attrition intention. These predictors included low remuneration, poor employee relations, excessive workload, poor physical environment and safe working conditions, low motivation, unclear progression, gender, teaching experience, level of qualification, social identity, and prestige. A multiple linear regression was run to find out the influence of these variables on tutor attrition intention. </p>
      <p><bold>Table 2</bold><bold>.</bold>Multiple Regression of the influence of predictors of attrition on tutor attrition intention.</p>
      <table-wrap id="tbl2">
        <label>Table 2</label>
        <table>
          <tbody>
            <tr>
              <td>
                <bold>Variables</bold>
              </td>
              <td>
                <bold>B</bold>
              </td>
              <td>
                <italic>
                  <bold>SE B</bold>
                </italic>
              </td>
              <td>
                <bold>Β</bold>
              </td>
              <td>
                <italic>
                  <bold>t</bold>
                </italic>
              </td>
              <td>
                <italic>
                  <bold>p</bold>
                </italic>
              </td>
            </tr>
            <tr>
              <td>Constant</td>
              <td>61.586</td>
              <td>8.670</td>
              <td>
              </td>
              <td>7.103</td>
              <td>0.000</td>
            </tr>
            <tr>
              <td>Remuneration</td>
              <td>−0.345</td>
              <td>0.098</td>
              <td>−0.177</td>
              <td>−3.533</td>
              <td>0.000</td>
            </tr>
            <tr>
              <td>Employee Relation</td>
              <td>0.130</td>
              <td>0.101</td>
              <td>0.065</td>
              <td>1.278</td>
              <td>0.202</td>
            </tr>
            <tr>
              <td>Workload</td>
              <td>0.312</td>
              <td>0.169</td>
              <td>0.093</td>
              <td>1.846</td>
              <td>0.066</td>
            </tr>
            <tr>
              <td>Physical environment and safe working conditions</td>
              <td>−0.664</td>
              <td>0.114</td>
              <td>0.297</td>
              <td>−5.847</td>
              <td>0.000</td>
            </tr>
            <tr>
              <td>Motivation</td>
              <td>−0.079</td>
              <td>0.204</td>
              <td>−0.020</td>
              <td>−0.386</td>
              <td>0.700</td>
            </tr>
            <tr>
              <td>Progression</td>
              <td>−0.194</td>
              <td>0.139</td>
              <td>−0.071</td>
              <td>−1.392</td>
              <td>0.165</td>
            </tr>
            <tr>
              <td>Social identity</td>
              <td>0.161</td>
              <td>0.258</td>
              <td>0.031</td>
              <td>0.623</td>
              <td>0.533</td>
            </tr>
            <tr>
              <td>Prestige</td>
              <td>0.047</td>
              <td>0.129</td>
              <td>0.018</td>
              <td>0.362</td>
              <td>0.718</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field Survey (2026). <italic>p</italic> = 0.000, r = 0.381, F = 7.473, DF = (8, 352). The coefficient of determination, denoted as R-squared (R<sup>2</sup>) = 0.145.</p>
      <p><bold>Table 2</bold> shows that a significant regression equation was found<italic>F</italic>(8, 352) = 7.473, <italic>p</italic> &lt; 0.01. The coefficient of determination, denoted as R-squared (R<sup>2</sup>), r<sup>2</sup> was 0.145. This indicates that, overall, the predictors of attrition intention had a significant influence on tutor attrition with the exception of factors such as employee relations, workload, motivation, progression, social identity, and prestige which did not significantly predict tutor attrition intention. The model accounts for 14.5% of the variation in tutor attrition intention with an effect size of 0.17 (Cohen’s F), indicating a small effect size. The effect size of 0.17, measured using Cohen’s F, suggests a small effect. Therefore, the null hypothesis “<italic>There is no statistically significant influence of predictors of tutor attrition on tutor attrition intention in Colleges of Education</italic>” <italic>was failed to be rejected.</italic></p>
      <p><bold>Hypothesis</bold><bold>two</bold></p>
      <p><italic><bold>H</bold></italic><bold><sub>0</sub></bold><bold>:</bold><italic>There is no statistically significant difference between gender and attrition intention among tutors in Colleges of Education.</italic></p>
      <p><italic><bold>H</bold></italic><bold><sub>1</sub></bold><bold>:</bold><italic>There is a statistically significant difference between gender and attrition intention among tutors in Colleges of Education</italic>.</p>
      <p>Research hypothesis two sought to find out gender differences in tutor attrition intention in Colleges of Education. An independent samples t-test was conducted to find out if there was a statistically significant gender difference in tutor attrition intention in Colleges of Education. The independent variable was gender with two categories: males and females, while the dependent variable was tutor attrition intention among tutors in Colleges of Education. <bold>Table 3</bold> presents the results of the independent samples t-test.</p>
      <p><bold>Table 3</bold><bold>.</bold> Gender differences in tutor attrition intention in Colleges of Education.</p>
      <table-wrap id="tbl3">
        <label>Table 3</label>
        <table>
          <tbody>
            <tr>
              <td>
                <bold>Gender</bold>
              </td>
              <td>
                <bold>N</bold>
              </td>
              <td>
                <bold>M</bold>
              </td>
              <td>
                <bold>SD</bold>
              </td>
              <td>
                <bold>T</bold>
              </td>
              <td>
                <bold>Df</bold>
              </td>
              <td>
                <italic>
                  <bold>p</bold>
                </italic>
              </td>
              <td>
                <bold>Effect</bold>
                <bold>Size</bold>
              </td>
            </tr>
            <tr>
              <td>Male</td>
              <td>265</td>
              <td>37.6189</td>
              <td>10.31888</td>
              <td>−0.078</td>
              <td>145.660</td>
              <td>0.938</td>
              <td>0.000</td>
            </tr>
            <tr>
              <td>Female</td>
              <td>96</td>
              <td>37.7292</td>
              <td>12.36334</td>
              <td>
              </td>
              <td>
              </td>
              <td>
              </td>
              <td>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field survey (2026). N = 361, <italic>p</italic> = 0.938.</p>
      <p><bold>Table 3</bold> presents the results of an independent t-test examining gender differences in tutor attrition intention in Colleges of Education. The t-test compares the means and standard deviations of attrition intention scores between male and female tutors. Levene’s test of homogeneity of variance revealed that the variances for the two groups (Males and Females) were not equal (<italic>p</italic> = 0.000). Results of the t-test revealed that there was no statistically significant difference in tutor attrition intention scores for Males (M = 37.6189, SD = 10.31888) and Females (M = 37.7292, SD = 12.36334), t (145.660) = −0.078, <italic>p</italic> = 0.938 (two tailed). Therefore, based on the results of the t-test, there is no evidence to suggest a significant gender difference in tutor attrition intention in Colleges of Education. Both male (M = 37.6189, SD = 10.31888) and female (M = 37.7292, SD = 12.36334) tutors appear to have similar levels of attrition intention. Therefore, the null hypothesis “<italic>There is no statistically significant gender difference in tutor attrition intention in Colleges of Education</italic>” was failed to be rejected.</p>
      <p><bold>Hypothesis</bold><bold>three</bold></p>
      <p><italic><bold>H</bold></italic><bold><sub>0</sub></bold><bold>:</bold><italic>There is no statistically significant influence of tutor experience on the rate of tutor attrition intention</italic><italic>.</italic></p>
      <p><italic><bold>H</bold></italic><bold><sub>1</sub></bold><bold>:</bold><italic>There is a statistically significant influence of tutor experience on the rate</italic><italic>of tutor attrition intention</italic><italic>.</italic></p>
      <p>Hypothesis three sought to find out the influence of tutor experience on tutor attrition intention. The independent variable, tutor experience was measured on five levels: 0 - 5 years, 5 - 10 years, 10 - 15 years, 15 - 20 years, 20 - 25 years and 25 - 30 years. The dependent variable was tutor attrition intention. A one-way analysis of variance was conducted to find out if tutors attrition intention is influenced by their teaching experience.</p>
      <p><bold>Table 4</bold><bold>.</bold> Descriptive statistics for experience and attrition intention.</p>
      <table-wrap id="tbl4">
        <label>Table 4</label>
        <table>
          <tbody>
            <tr>
              <td rowspan="2">
                <bold>Years</bold>
              </td>
              <td rowspan="2">
                <bold>N</bold>
              </td>
              <td rowspan="2">
                <bold>M</bold>
              </td>
              <td rowspan="2">
                <bold>SD</bold>
              </td>
              <td rowspan="2">
                <bold>Std. Error</bold>
              </td>
              <td colspan="2">
                <bold>95% Confidence</bold>
                <bold>Interval for Mean</bold>
              </td>
              <td rowspan="2">
                <bold>Minimum</bold>
              </td>
              <td rowspan="2">
                <bold>Maximum</bold>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Lower Bound</bold>
              </td>
              <td>
                <bold>Upper Bound</bold>
              </td>
            </tr>
            <tr>
              <td>0 - 5</td>
              <td>83</td>
              <td>34.5060</td>
              <td>11.71550</td>
              <td>1.28594</td>
              <td>31.9479</td>
              <td>37.0642</td>
              <td>18.00</td>
              <td>54.00</td>
            </tr>
            <tr>
              <td>5 - 10</td>
              <td>32</td>
              <td>43.8125</td>
              <td>11.34343</td>
              <td>2.00525</td>
              <td>39.7228</td>
              <td>47.9022</td>
              <td>12.00</td>
              <td>57.00</td>
            </tr>
            <tr>
              <td>10 - 15</td>
              <td>55</td>
              <td>34.3818</td>
              <td>6.55882</td>
              <td>0.88439</td>
              <td>32.6087</td>
              <td>36.1549</td>
              <td>19.00</td>
              <td>43.00</td>
            </tr>
            <tr>
              <td>15 - 20</td>
              <td>87</td>
              <td>38.9310</td>
              <td>12.28138</td>
              <td>1.31670</td>
              <td>36.3135</td>
              <td>41.5486</td>
              <td>12.00</td>
              <td>55.00</td>
            </tr>
            <tr>
              <td>20 - 25</td>
              <td>73</td>
              <td>41.3699</td>
              <td>8.16583</td>
              <td>0.95574</td>
              <td>39.4646</td>
              <td>43.2751</td>
              <td>16.00</td>
              <td>55.00</td>
            </tr>
            <tr>
              <td>25 - 30</td>
              <td>31</td>
              <td>33.1290</td>
              <td>9.80388</td>
              <td>1.76083</td>
              <td>29.5329</td>
              <td>36.7251</td>
              <td>17.00</td>
              <td>53.00</td>
            </tr>
            <tr>
              <td>Total</td>
              <td>361</td>
              <td>37.6482</td>
              <td>10.88224</td>
              <td>0.57275</td>
              <td>36.5218</td>
              <td>38.7746</td>
              <td>12.00</td>
              <td>57.00</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field survey (2026).</p>
      <p><bold>Table 4</bold> presents the means and standard deviations of the various levels of tutor experience in relation to tutor attrition intention. An observation of the means revealed that tutors with 5 - 10 years’ (M = 43.8125, SD = 11.34343) experience had a higher attrition intention than all other years of experience. However, an observation of the means alone is not enough to justify differences in observed mean differences; hence, the ANOVA analysis was needed to make such conclusions. However, it is important to check the Levene’s test for further decisions on whether to read the ANOVA table or the Welch table (<bold>Table 5</bold>).</p>
      <p><bold>Table 5</bold><bold>.</bold> Levene’s test of homogeneity.</p>
      <table-wrap id="tbl5">
        <label>Table 5</label>
        <table>
          <tbody>
            <tr>
              <td>
              </td>
              <td>
                <bold>Levene Statistic</bold>
              </td>
              <td>
                <bold>df1</bold>
              </td>
              <td>
                <bold>df2</bold>
              </td>
              <td>
                <bold>Sig.</bold>
              </td>
            </tr>
            <tr>
              <td>Based on Mean</td>
              <td>9.147</td>
              <td>5</td>
              <td>355</td>
              <td>0.000</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field survey (2026).</p>
      <p>The reported significance level (Sig.) is 0.000, indicating that the observed differences in variances among the groups are statistically significant. This suggests that the assumption of equal variances was violated; hence, a robust test of equality of means was conducted. The Welch’s test is used when the assumption of equal variances across groups is violated, and it provides a more reliable comparison of means in such cases. In such cases, the ANOVA table is not read, but Welch is read. However, the ANOVA table is produced here to enable readers to appreciate the effect size (<bold>Table 6</bold>).</p>
      <p><bold>Table 6</bold><bold>.</bold> ANOVA table.</p>
      <table-wrap id="tbl6">
        <label>Table 6</label>
        <table>
          <tbody>
            <tr>
              <td>
              </td>
              <td>
                <bold>Sum of Squares</bold>
              </td>
              <td>
                <bold>Df</bold>
              </td>
              <td>
                <bold>Mean Square</bold>
              </td>
              <td>
                <bold>F</bold>
              </td>
              <td>
                <bold>Sig.</bold>
              </td>
              <td>
                <bold>Effect</bold>
                <bold>Size</bold>
              </td>
            </tr>
            <tr>
              <td>Between Groups</td>
              <td>4409.634</td>
              <td>5</td>
              <td>881.927</td>
              <td>8.191</td>
              <td>0.000</td>
              <td>0.1036</td>
            </tr>
            <tr>
              <td>Within Groups</td>
              <td>38222.688</td>
              <td>355</td>
              <td>107.670</td>
              <td>
              </td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td>Total</td>
              <td>42632.321</td>
              <td>360</td>
              <td>
              </td>
              <td>
              </td>
              <td>
              </td>
              <td>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field survey (2026).</p>
      <p><bold>T</bold><bold>able 7</bold><bold>.</bold> Robust tests of equality of means.</p>
      <table-wrap id="tbl7">
        <label>Table 7</label>
        <table>
          <tbody>
            <tr>
              <td>
              </td>
              <td>
                <bold>Statistic</bold>
                <bold>
                  <sup>a</sup>
                </bold>
              </td>
              <td>
                <bold>df1</bold>
              </td>
              <td>
                <bold>df2</bold>
              </td>
              <td>
                <bold>Sig.</bold>
              </td>
            </tr>
            <tr>
              <td>Welch</td>
              <td>10.075</td>
              <td>5</td>
              <td>128.749</td>
              <td>0.000</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field survey (2026). a. Asymptotically F distributed.</p>
      <p>The Welch table shows the results of robust tests of equality of means using the Welch’s test. The test statistic value is 10.075, and the degrees of freedom for the numerator and denominator are 5 and 128.749, respectively. The significance level (Sig.) is reported as 0.000, indicating that the observed differences in means are statistically significant. Thus, tutor attrition intention differs for tutors based on their teaching experience. To identify the mean differences among the groups, a Games-Howell post hoc test was run (<bold>Table 7</bold>).</p>
      <p><bold>Table 8</bold><bold>.</bold> Games Howell post hoc test.</p>
      <table-wrap id="tbl8">
        <label>Table 8</label>
        <table>
          <tbody>
            <tr>
              <td rowspan="2">
                <bold>(I) Years of teaching</bold>
              </td>
              <td rowspan="2">
                <bold>(J) Years of teaching</bold>
              </td>
              <td rowspan="2">
                <bold>Mean</bold>
                <bold>Difference (I-J)</bold>
              </td>
              <td rowspan="2">
                <bold>Std. Error</bold>
              </td>
              <td rowspan="2">
                <bold>Sig.</bold>
              </td>
              <td colspan="2">
                <bold>95% Confidence Interval</bold>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Lower Bound</bold>
              </td>
              <td>
                <bold>Upper Bound</bold>
              </td>
            </tr>
            <tr>
              <td rowspan="5">0 - 5</td>
              <td>5 - 10 years</td>
              <td>
                −9.30648
                <sup>*</sup>
              </td>
              <td>2.38216</td>
              <td>0.003</td>
              <td>−16.3268</td>
              <td>−2.2861</td>
            </tr>
            <tr>
              <td>10 - 15 years</td>
              <td>0.12421</td>
              <td>1.56070</td>
              <td>1.000</td>
              <td>−4.3890</td>
              <td>4.6374</td>
            </tr>
            <tr>
              <td>15 - 20 years</td>
              <td>−4.42501</td>
              <td>1.84048</td>
              <td>0.161</td>
              <td>−9.7309</td>
              <td>0.8809</td>
            </tr>
            <tr>
              <td>20 - 25 years</td>
              <td>
                −6.86384
                <sup>*</sup>
              </td>
              <td>1.60221</td>
              <td>0.000</td>
              <td>−11.4907</td>
              <td>−2.2370</td>
            </tr>
            <tr>
              <td>25 - 30 years</td>
              <td>1.37699</td>
              <td>2.18041</td>
              <td>0.988</td>
              <td>−5.0290</td>
              <td>7.7830</td>
            </tr>
            <tr>
              <td rowspan="5">5 - 10</td>
              <td>0 - 5 years</td>
              <td>
                9.30648
                <sup>*</sup>
              </td>
              <td>2.38216</td>
              <td>0.003</td>
              <td>2.2861</td>
              <td>16.3268</td>
            </tr>
            <tr>
              <td>10 - 15 years</td>
              <td>
                9.43068
                <sup>*</sup>
              </td>
              <td>2.19162</td>
              <td>0.001</td>
              <td>2.8973</td>
              <td>15.9641</td>
            </tr>
            <tr>
              <td>15 - 20 years</td>
              <td>4.88147</td>
              <td>2.39891</td>
              <td>0.336</td>
              <td>−2.1823</td>
              <td>11.9453</td>
            </tr>
            <tr>
              <td>20 - 25 years</td>
              <td>2.44264</td>
              <td>2.22137</td>
              <td>0.879</td>
              <td>−4.1639</td>
              <td>9.0492</td>
            </tr>
            <tr>
              <td>25 - 30 years</td>
              <td>
                10.68347
                <sup>*</sup>
              </td>
              <td>2.66863</td>
              <td>0.002</td>
              <td>2.8286</td>
              <td>18.5384</td>
            </tr>
            <tr>
              <td rowspan="5">10 - 15</td>
              <td>0 - 5 years</td>
              <td>−0.12421</td>
              <td>1.56070</td>
              <td>1.000</td>
              <td>−4.6374</td>
              <td>4.3890</td>
            </tr>
            <tr>
              <td>5 - 10 years</td>
              <td>
                −9.43068
                <sup>*</sup>
              </td>
              <td>2.19162</td>
              <td>0.001</td>
              <td>−15.9641</td>
              <td>−2.8973</td>
            </tr>
            <tr>
              <td>15 - 20 years</td>
              <td>−4.54922</td>
              <td>1.58614</td>
              <td>0.053</td>
              <td>−9.1340</td>
              <td>0.0356</td>
            </tr>
            <tr>
              <td>20 - 25 years</td>
              <td>
                −6.98804
                <sup>*</sup>
              </td>
              <td>1.30215</td>
              <td>0.000</td>
              <td>−10.7568</td>
              <td>−3.2193</td>
            </tr>
            <tr>
              <td>25 - 30 years</td>
              <td>1.25279</td>
              <td>1.97045</td>
              <td>0.988</td>
              <td>−4.6088</td>
              <td>7.1143</td>
            </tr>
            <tr>
              <td rowspan="5">15 - 20</td>
              <td>0 - 5 years</td>
              <td>4.42501</td>
              <td>1.84048</td>
              <td>0.161</td>
              <td>−0.8809</td>
              <td>9.7309</td>
            </tr>
            <tr>
              <td>5 - 10 years</td>
              <td>−4.88147</td>
              <td>2.39891</td>
              <td>0.336</td>
              <td>−11.9453</td>
              <td>2.1823</td>
            </tr>
            <tr>
              <td>10 - 15 years</td>
              <td>4.54922</td>
              <td>1.58614</td>
              <td>0.053</td>
              <td>−0.0356</td>
              <td>9.1340</td>
            </tr>
            <tr>
              <td>20 - 25 years</td>
              <td>−2.43883</td>
              <td>1.62700</td>
              <td>0.665</td>
              <td>−7.1356</td>
              <td>2.2580</td>
            </tr>
            <tr>
              <td>25 - 30 years</td>
              <td>5.80200</td>
              <td>2.19869</td>
              <td>0.102</td>
              <td>−0.6521</td>
              <td>12.2561</td>
            </tr>
            <tr>
              <td rowspan="5">20 - 25</td>
              <td>0 - 5 years</td>
              <td>
                6.86384
                <sup>*</sup>
              </td>
              <td>1.60221</td>
              <td>0.000</td>
              <td>2.2370</td>
              <td>11.4907</td>
            </tr>
            <tr>
              <td>5 - 10 years</td>
              <td>−2.44264</td>
              <td>2.22137</td>
              <td>0.879</td>
              <td>−9.0492</td>
              <td>4.1639</td>
            </tr>
            <tr>
              <td>10 - 15 years</td>
              <td>
                6.98804
                <sup>*</sup>
              </td>
              <td>1.30215</td>
              <td>0.000</td>
              <td>3.2193</td>
              <td>10.7568</td>
            </tr>
            <tr>
              <td>15 - 20 years</td>
              <td>2.43883</td>
              <td>1.62700</td>
              <td>0.665</td>
              <td>−2.2580</td>
              <td>7.1356</td>
            </tr>
            <tr>
              <td>25 - 30 years</td>
              <td>
                8.24083
                <sup>*</sup>
              </td>
              <td>2.00349</td>
              <td>0.002</td>
              <td>2.2973</td>
              <td>14.1843</td>
            </tr>
            <tr>
              <td rowspan="5">25 - 30</td>
              <td>0 - 5 years</td>
              <td>−1.37699</td>
              <td>2.18041</td>
              <td>0.988</td>
              <td>−7.7830</td>
              <td>5.0290</td>
            </tr>
            <tr>
              <td>5 - 10 years</td>
              <td>
                −10.68347
                <sup>*</sup>
              </td>
              <td>2.66863</td>
              <td>0.002</td>
              <td>−18.5384</td>
              <td>−2.8286</td>
            </tr>
            <tr>
              <td>10 - 15 years</td>
              <td>−1.25279</td>
              <td>1.97045</td>
              <td>0.988</td>
              <td>−7.1143</td>
              <td>4.6088</td>
            </tr>
            <tr>
              <td>15 - 20 years</td>
              <td>−5.80200</td>
              <td>2.19869</td>
              <td>0.102</td>
              <td>−12.2561</td>
              <td>0.6521</td>
            </tr>
            <tr>
              <td>20 - 25 years</td>
              <td>
                −8.24083
                <sup>*</sup>
              </td>
              <td>2.00349</td>
              <td>0.002</td>
              <td>−14.1843</td>
              <td>−2.2973</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Source: Field survey (2026). *The mean difference is significant at the 0.05 level.</p>
      <p>The post hoc test revealed that there was a significant mean difference between 0 - 5 years and 5 - 10 (<italic>p</italic> = 0.003). An observation of the means revealed that individuals with 5 - 10 years (M = 43.8125, SD = 11.34343) had a higher attrition intention than individuals with 0-5 years (M = 34.5060, SD = 11.71550). There was a significant mean difference between 0 - 5 years and 20 - 25 (<italic>p</italic> = 0.000). An observation of the means revealed that individuals with 20 - 25 years (M = 41.3699, SD = 8.16583) had a higher attrition intention than individuals with 0 - 5 years (M = 34.5060, SD = 11.71550). Furthermore, there was a significant mean difference between 5 - 10 years and 10 - 15 years (<italic>p</italic> = 0.001) and 25 - 30 years (<italic>p</italic> = 0.002). An observation of the means revealed that individuals with 5 - 10 years (M = 43.8125, SD = 11.34343) had a higher attrition intention than individuals with 10 - 15 years (M = 34.3818, SD = 6.55882) and 25 - 30 years (M = 33.1290, SD = 9.80388). There was a significant difference between 10 - 15 years and 20 - 25 years (<italic>p</italic> = 0.000). An observation of the means revealed that individuals with 20 - 25 years (M = 41.3699, SD = 8.16583) had a higher attrition intention than individuals with 10 - 15 years (M = 34.3818, SD = 6.55882). The findings suggest that tutor attrition intention varies based on their years of teaching experience in Colleges of Education (<bold>Table 8</bold>).</p>
    </sec>
    <sec id="sec4">
      <title>4. Discussion</title>
      <p>Hypothesis one revealed that there is no statistically significant influence of predictors of tutor attrition on tutor attrition intentions in Colleges of Education. There are some differences between the findings of the current study and the reviewed studies by [<xref ref-type="bibr" rid="B4">4</xref>], who conducted a systematic review of 29 empirical studies on predictors of tutor attrition in online learning environments. They found that job satisfaction, workload, communication, support, and technology-related factors were commonly studied predictors of attrition intention. In relation to this study, the finding that factors such as remuneration, physical environment, and safe working conditions significantly impact tutor attrition intention aligns with the emphasis on job satisfaction, workload, and support found in Chang et al.’s review.</p>
      <p>Again, [<xref ref-type="bibr" rid="B8">8</xref>] identified three significant predictors of tutor attrition: dissatisfaction with training, workload, and pay. Dissatisfaction with training had the strongest negative effect. Although the current study did not specifically mention dissatisfaction with training, the emphasis on remuneration (pay) as an important factor aligns with Liao et al.’s findings. Further, [<xref ref-type="bibr" rid="B13">13</xref>] found that job satisfaction, work overload, and perceived organizational support were significant predictors. The current study’s focus on remuneration, physical environment, and safe working conditions as significant predictors aligns with Wang et al.’s finding that job satisfaction and work overload significantly affect attrition. The emphasis on support in Wang et al.’s study corresponds to the broader concept of support found in the current study.</p>
      <p>Hypothesis two revealed that there is no statistically significant difference between gender and attrition intentions among tutors in Colleges of Education. The study finding contradicts studies conducted by [<xref ref-type="bibr" rid="B2">2</xref>], [<xref ref-type="bibr" rid="B1">1</xref>], [<xref ref-type="bibr" rid="B6">6</xref>], and [<xref ref-type="bibr" rid="B7">7</xref>], who found that there are gender disparities in tutor attrition rates. These studies consistently showed that female tutors had higher attrition rates compared to male tutors. The reasons for attrition were also found to differ between male and female tutors, with female tutors often citing personal reasons, work-family conflict, or dissatisfaction with their tutoring experience.</p>
      <p>The findings from hypothesis three suggest that tutor attrition intention varies based on their years of teaching experience in Colleges of Education. Comparing these findings with the previous studies, [<xref ref-type="bibr" rid="B3">3</xref>] also found that teaching experience played a significant role in tutor attrition. They reported that teachers with fewer years of experience were more likely to leave the field. These findings align with the current study, indicating that attrition rates may be higher among tutors with less experience.</p>
      <p>On the other hand, finding from the current study, which found higher attrition intention among tutors with 5 - 10 years and 20 - 25 years of experience, contradicts the study of [<xref ref-type="bibr" rid="B9">9</xref>], who found that tutor experience influenced tutor attrition rates in online learning environments. They reported that tutors with less experience and less support were more likely to leave their positions.</p>
    </sec>
    <sec id="sec5">
      <title>5. Conclusion and Recommendations</title>
      <p>The combined predictors of attrition intentions, including low remuneration, poor employee relations, excessive workload, poor physical environment and safe working conditions, poor motivation, unclear progression, gender, teaching experience, level of qualification, social identity, and prestige, collectively contribute to tutor attrition intention. While low remuneration and perceiving the poor physical environment as safe were significant negative predictors, other factors did not significantly predict attrition intention. The researcher recommends that the Ministry of Education (MOE), in collaboration with the Ghana Tertiary Education Commission (GTEC), should conduct a comprehensive review of the salary structure in Colleges of Education to address remuneration concerns and consider salary increases or additional incentives to improve tutor satisfaction. </p>
      <p>There was no significant difference between male and female tutors in terms of attrition intention, indicating that gender does not play a role in tutor attrition intention in Colleges of Education. It is therefore recommended that Principals and administrators of Colleges of Education should ensure equal treatment, opportunities, and career advancement prospects for both male and female tutors. They should implement and monitor policies that promote gender equity and prevent any potential gender biases or inequalities.</p>
      <p>Furthermore, tutor attrition intention varied based on years of teaching experience and level of qualification. Therefore, Colleges of Education and donor agencies like Transforming Teacher Education and Learning (T-TEL) should establish mentorship programmes and career advancement opportunities specifically designed for tutors with 5 - 10 years and 20 - 25 years of experience. They should provide guidance, support, and professional growth opportunities to retain experienced tutors.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="B1">
        <label>1.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Addi-Raccah, A. (2005). Gender and Teachers’ Attrition: The Occupational Destination of Former Teachers. <italic>Sex</italic><italic>Roles,</italic><italic>53,</italic> 739-752. https://doi.org/10.1007/s11199-005-7738-z <pub-id pub-id-type="doi">10.1007/s11199-005-7738-z</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11199-005-7738-z">https://doi.org/10.1007/s11199-005-7738-z</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Addi-Raccah, A.</string-name>
            </person-group>
            <year>2005</year>
            <pub-id pub-id-type="doi">10.1007/s11199-005-7738-z</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B2">
        <label>2.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Cha, S., &amp; Cohen-Vogel, L. (2011). Why They Quit: A Focused Look at Teachers Who Leave for Other Occupations. <italic>School</italic><italic>Effectiveness</italic><italic>and</italic><italic>School</italic><italic>Improvement,</italic><italic>22,</italic> 371-392. https://doi.org/10.1080/09243453.2011.587437 <pub-id pub-id-type="doi">10.1080/09243453.2011.587437</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/09243453.2011.587437">https://doi.org/10.1080/09243453.2011.587437</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Cha, S.</string-name>
              <string-name>Cohen-Vogel, L.</string-name>
            </person-group>
            <year>2011</year>
            <pub-id pub-id-type="doi">10.1080/09243453.2011.587437</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B3">
        <label>3.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Chambers Mack, J., Johnson, A., Jones‐Rincon, A., Tsatenawa, V., &amp; Howard, K. (2019). Why Do Teachers Leave? A Comprehensive Occupational Health Study Evaluating Intent‐to‐Quit in Public School Teachers. <italic>Journal</italic><italic>of</italic><italic>Applied</italic><italic>Biobehavioral</italic><italic>Research,</italic><italic>24,</italic> e12160. https://doi.org/10.1111/jabr.12160 <pub-id pub-id-type="doi">10.1111/jabr.12160</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jabr.12160">https://doi.org/10.1111/jabr.12160</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Mack, J.</string-name>
              <string-name>Johnson, A.</string-name>
              <string-name>Rincon, A.</string-name>
              <string-name>Tsatenawa, V.</string-name>
              <string-name>Howard, K.</string-name>
            </person-group>
            <year>2019</year>
            <pub-id pub-id-type="doi">10.1111/jabr.12160</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B4">
        <label>4.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Chang, Y. P., Lee, D. C., Chang, S. C., Lee, Y. H., &amp; Wang, H. H. (2019). Influence of Work Excitement and Workplace Violence on Professional Commitment and Turnover Intention among Hospital Nurses. <italic>Journal</italic><italic>of</italic><italic>Clinical</italic><italic>Nursing,</italic><italic>28,</italic> 2171-2180. https://doi.org/10.1111/jocn.14808 <pub-id pub-id-type="doi">10.1111/jocn.14808</pub-id><pub-id pub-id-type="pmid">30706553</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jocn.14808">https://doi.org/10.1111/jocn.14808</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Chang, Y.</string-name>
              <string-name>Lee, D.</string-name>
              <string-name>Chang, S.</string-name>
              <string-name>Lee, Y.</string-name>
              <string-name>Wang, H.</string-name>
            </person-group>
            <year>2019</year>
            <pub-id pub-id-type="doi">10.1111/jocn.14808</pub-id>
            <pub-id pub-id-type="pmid">30706553</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B5">
        <label>5.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Colleges of Education Weekly Journal (COE Weekly Journal) (2021). <italic>Xtreeme</italic><italic>Multimedia: Accra</italic>.</mixed-citation>
          <element-citation publication-type="journal">
            <year>2021</year>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B6">
        <label>6.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Deutsch, F. M., &amp; Yao, B. (2014). Gender Differences in Faculty Attrition in the USA. <italic>Community,</italic><italic>Work</italic><italic>&amp;</italic><italic>Family,</italic><italic>17,</italic> 392-408. https://doi.org/10.1080/13668803.2014.885880 <pub-id pub-id-type="doi">10.1080/13668803.2014.885880</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13668803.2014.885880">https://doi.org/10.1080/13668803.2014.885880</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Deutsch, F.</string-name>
              <string-name>Yao, B.</string-name>
              <string-name>Community, W</string-name>
            </person-group>
            <year>2014</year>
            <pub-id pub-id-type="doi">10.1080/13668803.2014.885880</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B7">
        <label>7.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Eddy, S. L., Brownell, S. E., &amp; Wenderoth, M. P. (2014). Gender Gaps in Achievement and Participation in Multiple Introductory Biology Classrooms. <italic>CBE—Life</italic><italic>Sciences</italic><italic>Education,</italic><italic>13,</italic> 478-492. https://doi.org/10.1187/cbe.13-10-0204 <pub-id pub-id-type="doi">10.1187/cbe.13-10-0204</pub-id><pub-id pub-id-type="pmid">25185231</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1187/cbe.13-10-0204">https://doi.org/10.1187/cbe.13-10-0204</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Eddy, S.</string-name>
              <string-name>Brownell, S.</string-name>
              <string-name>Wenderoth, M.</string-name>
            </person-group>
            <year>2014</year>
            <pub-id pub-id-type="doi">10.1187/cbe.13-10-0204</pub-id>
            <pub-id pub-id-type="pmid">25185231</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B8">
        <label>8.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Liao, H., Armstrong, P. I., &amp; Rounds, J. (2008). Predictive Strength and Direction of the Predictors in Determining Tutor Attrition. <italic>Journal of College Student Retention: Research, Theory &amp; Practice, 9,</italic> 433-453.</mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Liao, H.</string-name>
              <string-name>Armstrong, P.</string-name>
              <string-name>Rounds, J.</string-name>
              <string-name>Research, T</string-name>
            </person-group>
            <year>2008</year>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B9">
        <label>9.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Maré, S., &amp; Mutezo, A. T. (2021). The Effectiveness of E-Tutoring in an Open and Distance E-Learning Environment: Evidence from the University of South Africa. <italic>Open</italic><italic>Learning:</italic><italic>The</italic><italic>Journal</italic><italic>of</italic><italic>Open,</italic><italic>Distance</italic><italic>and</italic><italic>e-Learning,</italic><italic>36,</italic> 164-180. https://doi.org/10.1080/02680513.2020.1717941 <pub-id pub-id-type="doi">10.1080/02680513.2020.1717941</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/02680513.2020.1717941">https://doi.org/10.1080/02680513.2020.1717941</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Mutezo, A.</string-name>
              <string-name>Open, D</string-name>
            </person-group>
            <year>2021</year>
            <pub-id pub-id-type="doi">10.1080/02680513.2020.1717941</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B10">
        <label>10.</label>
        <citation-alternatives>
          <mixed-citation publication-type="thesis">Nyamekye, G. M. (2018). <italic>Relationship between Human Resource Management Practices and Intention to Quit among Administrative Staff of the University of Cape Coast</italic>. Master’s Thesis, University of Cape Coast.</mixed-citation>
          <element-citation publication-type="thesis">
            <person-group person-group-type="author">
              <string-name>Nyamekye, G.</string-name>
              <string-name>Thesis, U</string-name>
            </person-group>
            <year>2018</year>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B11">
        <label>11.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Ronfeldt, M., Loeb, S., &amp; Wyckoff, J. (2013). How Teacher Turnover Harms Student Achievement. <italic>American</italic><italic>Educational</italic><italic>Research</italic><italic>Journal,</italic><italic>50,</italic> 4-36. https://doi.org/10.3102/0002831212463813 <pub-id pub-id-type="doi">10.3102/0002831212463813</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3102/0002831212463813">https://doi.org/10.3102/0002831212463813</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Ronfeldt, M.</string-name>
              <string-name>Loeb, S.</string-name>
              <string-name>Wyckoff, J.</string-name>
            </person-group>
            <year>2013</year>
            <pub-id pub-id-type="doi">10.3102/0002831212463813</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B12">
        <label>12.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Vesely, A. K., Saklofske, D. H., &amp; Leschied, A. D. (2013). Teachers—The Vital Resource: The Contribution of Emotional Intelligence to Teacher Efficacy and Well-Being. <italic>Canadian</italic><italic>Journal</italic><italic>of</italic><italic>School</italic><italic>Psychology,</italic><italic>28,</italic> 71-89. https://doi.org/10.1177/0829573512468855 <pub-id pub-id-type="doi">10.1177/0829573512468855</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/0829573512468855">https://doi.org/10.1177/0829573512468855</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Vesely, A.</string-name>
              <string-name>Saklofske, D.</string-name>
              <string-name>Leschied, A.</string-name>
            </person-group>
            <year>2013</year>
            <pub-id pub-id-type="doi">10.1177/0829573512468855</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B13">
        <label>13.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Wang, K., Li, Y., Luo, W., &amp; Zhang, S. (2020). Selected Factors Contributing to Teacher Job Satisfaction: A Quantitative Investigation Using 2013 TALIS Data. <italic>Leadership</italic><italic>and</italic><italic>Policy</italic><italic>in</italic><italic>Schools,</italic><italic>19,</italic> 512-532. https://doi.org/10.1080/15700763.2019.1586963 <pub-id pub-id-type="doi">10.1080/15700763.2019.1586963</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/15700763.2019.1586963">https://doi.org/10.1080/15700763.2019.1586963</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Wang, K.</string-name>
              <string-name>Li, Y.</string-name>
              <string-name>Luo, W.</string-name>
              <string-name>Zhang, S.</string-name>
            </person-group>
            <year>2020</year>
            <pub-id pub-id-type="doi">10.1080/15700763.2019.1586963</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
    </ref-list>
  </back>
</article>