<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1d1 20130915//EN" "http://jats.nlm.nih.gov/publishing/1.1d1/JATS-journalpublishing1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJHRM</journal-id>
<journal-title-group>
<journal-title>SA Journal of Human Resource Management</journal-title>
</journal-title-group>
<issn pub-type="ppub">1683-7584</issn>
<issn pub-type="epub">2071-078X</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJHRM-16-1018</article-id>
<article-id pub-id-type="doi">10.4102/sajhrm.v16i0.1018</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Gender pay gap in salary bands among employees in the formal sector of South Africa</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Adelekan</surname>
<given-names>Adeboye M.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2010-2173</contrib-id>
<name>
<surname>Bussin</surname>
<given-names>Mark H.R.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Gordon Institute of Business Science, University of Pretoria, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Mark Bussin, <email xlink:href="drbussin@mweb.co.za">drbussin@mweb.co.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>16</day><month>08</month><year>2018</year></pub-date>
<pub-date pub-type="collection"><year>2018</year></pub-date>
<volume>16</volume>
<elocation-id>1018</elocation-id>
<history>
<date date-type="received"><day>27</day><month>11</month><year>2017</year></date>
<date date-type="accepted"><day>30</day><month>05</month><year>2018</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2018. The Authors</copyright-statement>
<copyright-year>2018</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Orientation</title>
<p>The gender pay gap is a worldwide challenge that has persisted despite political will and interventions. Comparably qualified women performing similar work as men continue to earn less. There are conflicting views in the literature regarding the status of the gender pay gap.</p>
</sec>
<sec id="st2">
<title>Research purpose</title>
<p>The purpose of the study was to determine status of the gender pay gap among employees in the same salary band and to establish whether men and women receive similar pay for similar work in the study population.</p>
</sec>
<sec id="st3">
<title>Motivation for study</title>
<p>The status of the gender pay gap would establish the progress made towards closing the gap and guide necessary adjustments to interventions.</p>
</sec>
<sec id="st4">
<title>Research approach/design and method</title>
<p>A quantitative analysis was conducted on the pay information of 217 902 employees collected in a survey from over 700 companies, across 10 job families and 6 industries.</p>
</sec>
<sec id="st5">
<title>Main findings</title>
<p>Men&#x2019;s pay was consistently higher than that of women in all salary bands except at the 75th and 95th percentile in sub-bands B-lower and B-upper and 25th percentile in sub-band E-upper. The gender pay gap ranged from 8&#x0025; in band A to 27.1&#x0025; in sub-band F-upper. The gaps observed in the salary bands were statistically significant (<italic>p</italic> &#x003C; 0.0001) except in sub-band E-upper, F-lower and F-upper, indicating convergence towards similar pay for similar work at senior to top management levels. Women were under-represented in all salary bands with the lowest presence in band F, especially sub-band F-upper. Gender, race, job family and industry have a significant effect on income earned in the study sample.</p>
</sec>
<sec id="st6">
<title>Practical/managerial implications</title>
<p>Government&#x2019;s efforts seemed to have produced minimal results as women are represented in all job families, industries and salary bands. The pay of men and women in senior and top management levels was similar. However, more still needs to be done to achieve the 50&#x0025; target representation of women in senior management and close the gap at all levels.</p>
</sec>
<sec id="st7">
<title>Contribution/value-add</title>
<p>The number of women at management levels is still very low when compared to their male counterparts. However, the gender pay gap in senior to top management positions are converging towards similar pay for work of similar value.</p>
</sec>
</abstract>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<sec id="s20002">
<title>Key focus of the study and background</title>
<p>The pay of some women remains less than that of men, even when the women have the same level of education or perform work of the same value as men (Bosch, <xref ref-type="bibr" rid="CIT0010">2015</xref>; Bussin &#x0026; Nienaber, <xref ref-type="bibr" rid="CIT0012">2015</xref>; Rollor, <xref ref-type="bibr" rid="CIT0035">2014</xref>; Witkowska, <xref ref-type="bibr" rid="CIT0050">2013</xref>). Despite government interventions and improvement in the profile of women in terms of education and increased labour force participation, even at management level, the gap in the pay between women and men seems to have persisted (Misra &#x0026; Strader, <xref ref-type="bibr" rid="CIT0028">2013</xref>). This is worrying in light of the Sustainable Development Goals aimed at achieving gender equality and empowerment of all women and girls.</p>
<p>There are contrasting reports on the status of the gender pay gap in South Africa. Steyn (<xref ref-type="bibr" rid="CIT0043">2012</xref>) documented cases of contrasting reports, including one that stated that the gender pay gap increased over the period 1995&#x2013;2005 and another that stated that the gender pay gap increased from 31&#x0025; to 38&#x0025; between 2001 and 2005. However, data from the South Africa Department of Labour suggested that the gap declined from 41&#x0025; to 25&#x0025; in the period 1995 to 2005 and another report stated that the gap has narrowed since 2000. Kahn and Motsoeneng (<xref ref-type="bibr" rid="CIT0023">2014</xref>) reported a gender pay gap of 27&#x0025; for the public sector and 35.5&#x0025; for the private sector. A report by Bussin and Nienaber (<xref ref-type="bibr" rid="CIT0012">2015</xref>) indicated an estimated pay gap of 15&#x0025;. Finally, a study conducted by Steyn and Jackson (<xref ref-type="bibr" rid="CIT0044">2015</xref>) indicated no statistically significant difference in pay between men and women.</p>
</sec>
<sec id="s20003">
<title>Trends from the research</title>
<p>The gender pay or wage gap refers to the difference between men&#x2019;s pay and women&#x2019;s pay as a percentage of men&#x2019;s pay (New Joint Committee for Higher Education Staff (JNCHES), <xref ref-type="bibr" rid="CIT0031">2011</xref>). It is referred to as a permanent feature, found in all periods and in all countries, including developed and developing countries (Al&#x00E1;ez-Aller, Long&#x00E1;s-Garc&#x00ED;a, &#x0026; Ullibarri-Arce, <xref ref-type="bibr" rid="CIT0002">2011</xref>; Fransen, Plantenga, &#x0026; Vlasblom, <xref ref-type="bibr" rid="CIT0018">2012</xref>). Gender inequality is well documented, and its effects manifest in the form of disparity in pay, human capacity development and access to opportunities (Wekwete, <xref ref-type="bibr" rid="CIT0049">2014</xref>). This phenomenon is as old as ancient Rome, when women were not allowed to vote or hold public office. Furthermore, when women are employed, they are paid less than men, because they are not regarded as breadwinners (Bussin &#x0026; Nienaber, <xref ref-type="bibr" rid="CIT0012">2015</xref>).</p>
<p>Previously, the gap was attributed to women not being suitably qualified in terms of education and work experience (Fransen et al., <xref ref-type="bibr" rid="CIT0018">2012</xref>). Others attributed the gap to women&#x2019;s choice of occupation and their inability to negotiate pay at the comparable levels (Travis, <xref ref-type="bibr" rid="CIT0045">2014</xref>). Discrimination is also said to have played a role in creating and propagating the gender pay gap (Arvanitis, Stamatopoulos, &#x0026; Thalassinos, <xref ref-type="bibr" rid="CIT0005">2009</xref>; Steyn &#x0026; Jackson, <xref ref-type="bibr" rid="CIT0044">2015</xref>; Witkowska, <xref ref-type="bibr" rid="CIT0050">2013</xref>). The gender pay gap has the potential to impact negatively on women&#x2019;s ability to live decent lives, provide for their families and be financially secure at retirement (Belgorodskiy et al., <xref ref-type="bibr" rid="CIT0006">2012</xref>; Witkowska, <xref ref-type="bibr" rid="CIT0050">2013</xref>). It is the reason for employees&#x2019; resignation, deviant practices and psychological disengagement at work (Bosch, <xref ref-type="bibr" rid="CIT0010">2015</xref>; Bussin &#x0026; Nienaber, <xref ref-type="bibr" rid="CIT0012">2015</xref>). It could also impact negatively on the productivity of the nation if women, who constitute over 50&#x0025; of the adult population, continue to be marginalised and prevented from contributing to the country&#x2019;s economic opportunities and growth (Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>; New-JNCHES, <xref ref-type="bibr" rid="CIT0031">2011</xref>; Steyn, <xref ref-type="bibr" rid="CIT0043">2012</xref>). The situation is further complicated by contradictory views reported in the literature on the status of the gender pay gap (Steyn, <xref ref-type="bibr" rid="CIT0043">2012</xref>). Gender equity is needed for self-actualisation, maximum development and citizens to contribute optimally to the growth and development of the country (Arnania-Kepuladze, <xref ref-type="bibr" rid="CIT0003">2012</xref>).</p>
<p>The current status of the gender pay gap is not certain, making it very difficult to chart the way forward and measure progress towards the goal of gender pay equity for work of equal value. Hence, the proposed study will focus on determining the status of gender pay gap in a sample of the South Africa population.</p>
</sec>
<sec id="s20004">
<title>Research objectives</title>
<p>The purpose of the research study was to establish the status of the gender pay gap among employees doing similar work, with the hope of generating evidence that could lead to policy revision and strengthening of the interventions being implemented. This was achieved by interrogating the pay information of employees in salary bands and investigating the effects of associated independent variables on income. The research questions were as follows:</p>
<list list-type="bullet">
<list-item><p>What is the gender pay gap in salary bands or among employees performing similar work?</p></list-item>
<list-item><p>What is the effect of selected variables (e.g. gender, race, job family and industry) on the gender pay gap in the study sample?</p></list-item>
</list>
</sec>
<sec id="s20005">
<title>Synthesis and critical evaluation of the literature</title>
<p>The literature review was focused on development of the key concepts of the gender pay gap and interventions aimed to close the gap. The literature review is in four parts including gender evolution, the root cause of the gender pay gap, an overview of gender pay gap and responses to the gender pay gap.</p>
<sec id="s30006">
<title>Gender evolution</title>
<p>&#x2018;Gender&#x2019; refers to societal roles (e.g. men as the head of families and breadwinners and women if married as the primary caregiver to their husbands, children and extended family members), while &#x2018;sex&#x2019; refers to a person&#x2019;s biological classification. Gender is related to dynamic power relationships between men and women (Bendl &#x0026; Schmidt, <xref ref-type="bibr" rid="CIT0007">2013</xref>; de Jonge Oudraat, <xref ref-type="bibr" rid="CIT0015">2013</xref>). <italic>Gender</italic> can be defined as the social and cultural differences between men and women with regard to relationship, diversity, community roles, and power relationships (Zebracki, <xref ref-type="bibr" rid="CIT0052">2014</xref>). The power relationship determines the gender roles and expectations of society (de Jonge Oudraat, <xref ref-type="bibr" rid="CIT0015">2013</xref>). The term has been used in the literature since the late 1960s (Zebracki, <xref ref-type="bibr" rid="CIT0052">2014</xref>).</p>
<p>Zebracki (<xref ref-type="bibr" rid="CIT0052">2014</xref>) argued that the topic of gender has evolved over the last 40 years. The first shift in the role of women was from that of carer to that of carer and wage worker. Next was the shift from the emphasis on the differences between women and men to an emphasis on diversity among women. The third was the evolution in terminology related to gender, including &#x2018;equal opportunity&#x2019;, &#x2018;gender sensitivity&#x2019; and &#x2018;gender mainstreaming&#x2019; (Zebracki, <xref ref-type="bibr" rid="CIT0052">2014</xref>). Rego Diaz (<xref ref-type="bibr" rid="CIT0034">2013</xref>) recounted the evolution in the debate for equal gender rights as having included the demand for women&#x2019;s empowerment, women&#x2019;s advancement and equality, and gender mainstreaming.</p>
<p>The terms &#x2018;gender sensitivity&#x2019; and &#x2018;gender mainstreaming&#x2019; have become very important, because of the unique needs of women and men. There is a distinct advantage to gender mainstreaming over approaches proposed and implemented previously (Zebracki, <xref ref-type="bibr" rid="CIT0052">2014</xref>). This view is supported by Bendl and Schmidt (<xref ref-type="bibr" rid="CIT0007">2013</xref>), who argued that, while gender mainstreaming focuses on transformation of institution, systems and standard associated with masculinity and femininity, the previous concepts were not as comprehensive. These include &#x2018;equal opportunity&#x2019;, which focused on individual rights, and &#x2018;positive action&#x2019;, which focused on the special needs and disadvantages of a group (Bendl &#x0026; Schmidt, <xref ref-type="bibr" rid="CIT0007">2013</xref>).</p>
</sec>
<sec id="s30007">
<title>The root cause of the gender pay gap</title>
<p>Gender inequality is as old as human existence (Bussin &#x0026; Nienaber, <xref ref-type="bibr" rid="CIT0012">2015</xref>); it has its roots in religion and has been propagated by cultures where women are considered the weaker sex and men are viewed as the head of the family (Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>; Wekwete, <xref ref-type="bibr" rid="CIT0049">2014</xref>; Witkowska, <xref ref-type="bibr" rid="CIT0050">2013</xref>). Stereotypes and perceived gender roles have been passed from generation to generation through culture and ways in which parents interact with their children (Nadler &#x0026; Stockdale, <xref ref-type="bibr" rid="CIT0029">2012</xref>). The inculcated gender role predisposes women to certain career capital development and choice of profession (Nadler &#x0026; Stockdale, <xref ref-type="bibr" rid="CIT0029">2012</xref>). This could explain the reason why some women are submissive to and dependent on men. It could also play a role in the inability of some women to negotiate equal pay for work of the same value (Travis, <xref ref-type="bibr" rid="CIT0045">2014</xref>).</p>
<p>Gender inequality and the pay gap favours men (Steyn &#x0026; Jackson, <xref ref-type="bibr" rid="CIT0044">2015</xref>). Female children appear to be disadvantaged from birth, as they are perceived as the weaker sex and not given the same level of education as male children (Nadler &#x0026; Stockdale, <xref ref-type="bibr" rid="CIT0029">2012</xref>). In African culture, among others, a male child is valued more. This could be because a male child remains in the family, keeps the family name and becomes a breadwinner (Bussin &#x0026; Nienaber, <xref ref-type="bibr" rid="CIT0012">2015</xref>; Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>), while when a female child marries she joins another family. Many of these socio-cultural beliefs, norms and practices have changed, yet evidence of the stereotype remains (Wekwete, <xref ref-type="bibr" rid="CIT0049">2014</xref>). Female children now have access to education and are encouraged to pursue professions in science, mathematics, technology, engineering and medicine, which were previously dominated by men (Jefferson &#x0026; Austen, <xref ref-type="bibr" rid="CIT0022">2015</xref>; Xu, <xref ref-type="bibr" rid="CIT0051">2015</xref>).</p>
<p>Low human capacity development among women, relative to that of men, is one of the reasons postulated for women earning less than men (Addabbo &#x0026; Favaro, <xref ref-type="bibr" rid="CIT0001">2011</xref>). The low human capacity in terms of education and work experience limits women&#x2019;s access to high-paying jobs (Fransen et al., <xref ref-type="bibr" rid="CIT0018">2012</xref>; Steyn &#x0026; Jackson, <xref ref-type="bibr" rid="CIT0044">2015</xref>). Furthermore, women are affected by discrimination, which hinders their ability to compete for employment, negotiate optimum payment and gain promotion (the &#x2018;glass ceiling&#x2019; and &#x2018;sticky floor&#x2019; phenomena) (Al&#x00E1;ez-Aller et al., <xref ref-type="bibr" rid="CIT0002">2011</xref>; Arulampalam, Booth, &#x0026; Bryan, <xref ref-type="bibr" rid="CIT0004">2007</xref>; O&#x2019;Dorchai, <xref ref-type="bibr" rid="CIT0032">2011</xref>). The perception of the role of women being predominantly to run the home, bear children and care for them has caused women to seek employment based on proximity and convenience (Blau &#x0026; Kahn, <xref ref-type="bibr" rid="CIT0009">2007</xref>; Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>; Steyn &#x0026; Jackson, <xref ref-type="bibr" rid="CIT0044">2015</xref>). This may result in women accepting low-paying, informal jobs, as well as a reduced ability to negotiate an optimum salary (Wekwete, <xref ref-type="bibr" rid="CIT0049">2014</xref>). In order to achieve gender equality and provide women with the opportunity to take up better jobs, discriminatory practices and social norms, traditions and laws have to be addressed (Luci, J&#x00FC;tting, &#x0026; Morrisson, <xref ref-type="bibr" rid="CIT0024">2012</xref>).</p>
</sec>
<sec id="s30008">
<title>Overview of gender pay gap trends and status</title>
<p>An article published by Al&#x00E1;ez-Aller et al. (<xref ref-type="bibr" rid="CIT0002">2011</xref>) showed that the gender pay gap in 13 European countries ranged from 3.0&#x0025; (in Denmark) to 15.0&#x0025; (in the UK [United Kingdom]). The view that the pay gap in the public sector is narrower than in the private sector was supported by New-JNCHES (<xref ref-type="bibr" rid="CIT0031">2011</xref>), which reported a 14.6&#x0025; gender pay gap among full-time employees in the UK&#x2019;s public sector, compared to 21.6&#x0025; in the private sector.</p>
<p>Bhorat and Goga (<xref ref-type="bibr" rid="CIT0008">2013</xref>) reported an average gender pay gap of 17.5&#x0025; for 27 countries in the EU and 23.2&#x0025; for Germany in 2008. In a study on the pay gap in the Information Communication and Technology (ICT) sector, Belgorodskiy et al. (<xref ref-type="bibr" rid="CIT0006">2012</xref>) reported a female-to-male pay ratio of 0.77 (a 23.0&#x0025; gap) for New Zealand and a 0.64 ratio (a 36.0&#x0025; gap) for the UK. The difference in these pay gaps was because New Zealand has a higher percentage (25.0&#x0025;) of women employed full-time in ICT, compared to 15.0&#x0025; in the UK. Fransen et al. (<xref ref-type="bibr" rid="CIT0018">2012</xref>) reported a pay gap of 20.0&#x0025; for the Netherlands and an average of 17.0&#x0025; for Europe.</p>
<p>Casale and Posel (<xref ref-type="bibr" rid="CIT0013">2011</xref>) and Steyn (<xref ref-type="bibr" rid="CIT0043">2012</xref>) confirmed the existence of a gender pay gap in South Africa. The percentage of women in the labour force in South Africa has increased from 48.4&#x0025; to 61.7&#x0025; since the 1980s. The gender pay gap was shown to have increased between 1995 and 2005 and narrowed since 2000. Discrimination was shown to play a pivotal role in accounting for the pay differences. Furthermore, the gender pay gap could be a result of women&#x2019;s level of education, field of study, career choices, work patterns, their marital and family status and their union affiliation (Steyn, <xref ref-type="bibr" rid="CIT0043">2012</xref>).</p>
</sec>
<sec id="s30009">
<title>Responses to the gender pay gap</title>
<p>Gender equality as a policy objective has gained universal acceptance (Witkowska, <xref ref-type="bibr" rid="CIT0050">2013</xref>). The promotion of gender equality and equal pay for work of equal value is high on the agenda of the UN and countries around the world. This has led to the development of many related initiatives, including legislation, conventions, policies and programmes.</p>
<p><bold>Legal framework</bold>: Some of the international conventions and declarations ratified by nations in order to achieve gender equality are as follows: the International Labour Organization&#x2019;s Discrimination (Employment and Occupation) Convention of 1958 (No. 111); the Equal Remuneration Convention of 1951 (No. 100); the Universal Declarations of Human Rights (1948); the European Social Charter (1996); the European Equal Pay Directive (1975); and the UN Sustainable Development Goals. South Africa&#x2019;s political will and commitment to gender equality manifests in the ratification of these conventions and declarations and by developing legislation and policies to implement them (Bussin &#x0026; Nienaber, <xref ref-type="bibr" rid="CIT0012">2015</xref>). Examples of such legislation include the constitution of the Republic of South Africa (Act 108 of 1996), the <italic>White Paper on the Transformation of the Public Service</italic> 1995, which expresses the desire of government for 50.0&#x0025; representation of women in senior management positions; the <italic>White Paper on Affirmative Action in the Public Service</italic> 1998; the <italic>Employment Equity Act</italic> 47 of 2013, the <italic>Basic Conditions of Employment Act</italic> 75 of 1997; the <italic>Domestic Violence Act</italic> 116 of 1998 and the <italic>Promotion of Equity and Prevention of Unfair Discrimination Act</italic> 4 of 2000 (Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>).</p>
<p>Blau and Kahn (<xref ref-type="bibr" rid="CIT0009">2007</xref>); Drolet and Mumford (<xref ref-type="bibr" rid="CIT0016">2012</xref>); and Mandel and Semyonov (<xref ref-type="bibr" rid="CIT0025">2014</xref>) noted a decline in the pay gap in industrialised countries and attributed the achievement to the introduction of anti-discrimination legislation, the high educational achievement of women, increased participation in traditionally male-dominated occupations and the availability of diverse opportunities. The labour force participation of women with university degrees has improved to a level comparable to that of men, indicating the importance of the human capital development of women in achieving gender pay equity (Al&#x00E1;ez-Aller et al., <xref ref-type="bibr" rid="CIT0002">2011</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s0010">
<title>Research design</title>
<sec id="s20011">
<title>Research approach</title>
<p>The research objective was achieved with descriptive study design and quantitative analysis.</p>
</sec>
<sec id="s20012">
<title>Research method</title>
<p>The pay information used was obtained from 21st Century (Pty) Ltd, one of the largest reward consultancies in Africa. The pay information was obtained in a survey from respondents in over 700 companies, spread across 10 job families in 6 industries. The job families included compliance and risk; executive management; financial and accounting; human capital; information technology; logistics and procurement; marketing and sales; operational; secretarial; and technical and specialist. The industries represented in the study were extractive; transformative; distributive services; producer services; social services; and personal services. Descriptive and inferential analysis was conducted on the pay information to establish status of gender pay in the salary bands. Also, the effect of variables &#x2013; race, gender, job family and industry &#x2013; on the guaranteed package was assessed with a regression analysis.</p>
</sec>
<sec id="s20013">
<title>Research participants</title>
<p>The sample consisted of women and men, 18 years and older, employed in the formal sector, mostly made up of companies in the private sector, which had participated in the survey conducted by 21st Century. The database consisted of 264 660 respondents&#x2019; pay information. However, analysis was conducted on 217 902 of the respondents, who had a complete set of information.</p>
</sec>
<sec id="s20014">
<title>Research design</title>
<p>The research is a cross-sectional or snap-shot study of the difference between pay earned by men and women employed in the formal sector. This is because the data used represent the pay situation at a point in time. Quantitative methods were used for this research study, because it was aimed at answering the question &#x2018;how much&#x2019;, which is best answered using quantitative methods (McCusker &#x0026; Gunaydin, <xref ref-type="bibr" rid="CIT0026">2015</xref>). Moreover, the research was a descriptive study, because the researcher did not influence the study conditions or sample in any way but only described the pay status observed (Creswell, <xref ref-type="bibr" rid="CIT0014">2013</xref>; Saunders &#x0026; Lewis, <xref ref-type="bibr" rid="CIT0039">2012</xref>). Furthermore, the analysis conducted was a secondary data analysis because the data used had been collected in a routine survey for purposes other than the present study.</p>
</sec>
<sec id="s20015">
<title>Research measures</title>
<p>The unit of analysis was gender pay, as the aim was to establish the status of the gender pay gap and describe the extent of the gap. &#x2018;Pay&#x2019; or &#x2018;income&#x2019; refers to the &#x2018;guaranteed package&#x2019; of the respondents. The guaranteed package is the basic salary plus the benefits received by an employee per year. This includes car benefits, which could be in form of the cost to company for providing a company car or a car allowance plus reimbursement. Other benefits include housing, low-cost loans, club fees, professional fees, subscriptions, cell phone allowance, computer allowance and other similar benefits (Bussin, Nicholls, &#x0026; Nienaber, <xref ref-type="bibr" rid="CIT0011">2016</xref>; Twenty-first-(21st)-Century-Pay-Solutions, <xref ref-type="bibr" rid="CIT0046">2016</xref>).</p>
</sec>
<sec id="s20016">
<title>Statistics analysis</title>
<p>The pay information was received in a Microsoft Excel spreadsheet and Stata 14.1 (StataCorp, <xref ref-type="bibr" rid="CIT0041">2015</xref>) statistical software was used for the analysis. Two types of analyses were conducted, including descriptive and inferential statistics. The descriptive analysis was performed to gain an overview of the study sample in terms of all the variables measured, while the inferential statistics established whether the observed gender pay gap was because of chance. The data was processed before analysis was conducted by checking for missing values and cleaning the data. The values in each variable were examined and classified as either categorical or numerical before coding was performed as applicable. Participants with missing data were not included in the analysis. The treatment was justified because the missing data appeared to be missing completely at random. This is because the variable <italic>guaranteed package</italic>, which is the most sensitive information, had only two (less than 1&#x0025;) missing values, while the next most sensitive variable, <italic>race</italic>, had 11.4&#x0025; missing values. Missing values of between 5&#x0025; and less than 20&#x0025; are considered small and could be deleted without risk of introducing bias into the study (Saunders et al., <xref ref-type="bibr" rid="CIT0038">2006</xref>).</p>
<p>The Shapiro&#x2013;Wilk test of normality established that the guaranteed packed distribution was heavily skewed. Also, the data did not achieve normality after various forms of transformation processes had been performed. This implied that a parametric test, like the <italic>t</italic><italic>-</italic>test, could not be used. Hence, a non-parametric or distribution free test &#x2013; the Mann&#x2013;Whitney rank-sum test &#x2013; was used for the inferential analysis of the gender pay gap. The measurement was conducted at a 95&#x0025; confidence level and a <italic>p</italic>-value &#x2264; 0.05 signified statistical significance. In addition, the median not biased by skewness of data was used as the measure of summary or central tendency for the pay distribution and in the calculations of the gender pay gap (Pagano, Gauvreau, &#x0026; Pagano, <xref ref-type="bibr" rid="CIT0033">2000</xref>; Rosner, <xref ref-type="bibr" rid="CIT0036">2015</xref>; Wegner, <xref ref-type="bibr" rid="CIT0048">2012</xref>).</p>
<p>The gender pay gap was calculated at several points in the guaranteed package distribution within each salary band to provide a detailed picture of the status and the trend of the gap. The points were p10, p25, p50, p75 and p95 (This refers to the percentiles in a pay range, i.e. 10th percentile, 25th percentile, 50th percentile, 75th percentile and 95th percentile). The salary bands contained six categories: A, B, C, D, E and F. The Peterson rule was applied in merging sub-grades of A to form band A and sub-grades of bands B to F to form lower and upper sub-bands. The pay brackets or salary bands were established based on the number and complexity of decisions associated with the job. The respondents were allocated to the band that fitted their level of responsibility. Band A corresponds to employees with basic skills, band B to semi-skilled, band C to skilled, band D to middle management, band E to senior management and band F to top management (Steyn &#x0026; Jackson, <xref ref-type="bibr" rid="CIT0044">2015</xref>; Twenty-first-(21st)-Century-Pay-Solutions, <xref ref-type="bibr" rid="CIT0046">2016</xref>). Therefore, the salary bands are a good proxy for similarity of work or level of responsibility at work. Furthermore, test of association and regression analysis was conducted to determine the influence of factors such as race, gender, job family and industry on the guaranteed package, categorised into four groups based on quartiles or percentiles (Creswell, <xref ref-type="bibr" rid="CIT0014">2013</xref>; Rosner, <xref ref-type="bibr" rid="CIT0036">2015</xref>; Zikmund, Babin, Carr, &#x0026; Griffin, <xref ref-type="bibr" rid="CIT0053">2013</xref>): Group 1 (pay &#x2264; Q1 or p25); Group 2 (pay &#x003E; Q1 or p25 and &#x2264; Q2 or p50); Group 3 (pay &#x003E; Q2 or p50 and &#x2264; Q3 or p75); and Group 4 (pay &#x003E; Q3 or p75).</p>
</sec>
</sec>
<sec id="s0017">
<title>Results</title>
<sec id="s20018">
<title>Descriptive and inferential statistics</title>
<sec id="s30019">
<title>Demographics</title>
<p>The analysis was conducted on the pay information of the 217&#x202F;902 respondents with complete information. This consisted of 75 373 (34.59&#x0025;) women and 142 529 (65.41&#x0025;) men. When disaggregated by race, it consisted of 141 465 (64.92&#x0025;) black people, 44 181 (20.28&#x0025;) white people, 21 140 (9.70&#x0025;) people of mixed race and 11 116 (5.10&#x0025;) Asian or Indian people (<xref ref-type="table" rid="T0001">Table 1</xref>). When further disaggregated by gender, the black people consisted of 45 483 women and 95 982 men, the white people consisted of 16 178 women and 28 003 men, the people of mixed race consisted of 8931 women and 12 209 men and the Asians and Indian people consisted of 4781 women and 6335 men (<xref ref-type="table" rid="T0002">Table 2</xref>). The proportion of respondents in the lowest to highest salary band included 5.73&#x0025; in A; 41.66&#x0025; in B; 37.30&#x0025; in C; 13.74&#x0025; in D; 1.45&#x0025; in E and 0.13&#x0025; in F. A majority of participants within each salary band were in the lower sub-band. Men were in the majority in all salary bands (<xref ref-type="table" rid="T0003">Table 3</xref>).</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Population frequency by gender and race.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Race</th>
<th valign="top" align="center" colspan="2">Gender<hr/></th>
<th valign="top" align="center" rowspan="2">Total</th>
</tr>
<tr>
<th valign="top" align="center">Female</th>
<th valign="top" align="center">Male</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Black African</td>
<td align="center">45 483</td>
<td align="center">95 982</td>
<td align="center">141 465</td>
</tr>
<tr>
<td align="left">White</td>
<td align="center">16 178</td>
<td align="center">28 003</td>
<td align="center">44 181</td>
</tr>
<tr>
<td align="left">Mixed race</td>
<td align="center">8931</td>
<td align="center">12 209</td>
<td align="center">21 140</td>
</tr>
<tr>
<td align="left">Indian</td>
<td align="center">4781</td>
<td align="center">6335</td>
<td align="center">11 116</td>
</tr>
<tr>
<td colspan="4" align="left"><hr/></td>
</tr>
<tr>
<td align="left"><bold>Total</bold></td>
<td align="center"><bold>75 373</bold></td>
<td align="center"><bold>142 529</bold></td>
<td align="center"><bold>217 902</bold></td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Population frequency by salary band.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Paterson salary band</th>
<th valign="top" align="center">Freq.</th>
<th valign="top" align="center">Per cent</th>
<th valign="top" align="center">Cum.</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">A</td>
<td align="center">12 483</td>
<td align="center">5.73</td>
<td align="center">5.73</td>
</tr>
<tr>
<td align="left">BL</td>
<td align="center">65 043</td>
<td align="center">29.85</td>
<td align="center">35.58</td>
</tr>
<tr>
<td align="left">BU</td>
<td align="center">25 741</td>
<td align="center">11.81</td>
<td align="center">47.39</td>
</tr>
<tr>
<td align="left">CL</td>
<td align="center">54 578</td>
<td align="center">25.05</td>
<td align="center">72.44</td>
</tr>
<tr>
<td align="left">CU</td>
<td align="center">26 692</td>
<td align="center">12.25</td>
<td align="center">84.69</td>
</tr>
<tr>
<td align="left">DL</td>
<td align="center">23 993</td>
<td align="center">11.01</td>
<td align="center">95.70</td>
</tr>
<tr>
<td align="left">DU</td>
<td align="center">5942</td>
<td align="center">2.73</td>
<td align="center">98.43</td>
</tr>
<tr>
<td align="left">EL</td>
<td align="center">2476</td>
<td align="center">1.14</td>
<td align="center">99.56</td>
</tr>
<tr>
<td align="left">EU</td>
<td align="center">670</td>
<td align="center">0.31</td>
<td align="center">99.87</td>
</tr>
<tr>
<td align="left">FL</td>
<td align="center">228</td>
<td align="center">0.10</td>
<td align="center">99.97</td>
</tr>
<tr>
<td align="left">FU</td>
<td align="center">56</td>
<td align="center">0.03</td>
<td align="center">100.00</td>
</tr>
<tr>
<td colspan="4" align="left"><hr/></td>
</tr>
<tr>
<td align="left"><bold>Total</bold></td>
<td align="center"><bold>217 902</bold></td>
<td align="center"><bold>100.00</bold></td>
<td align="center"><bold>1.00</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Freq., frequency; Cum., cumulative.</p></fn>
<fn><p>A, basic skill level; BL, semi-skilled level; BU, semi-skilled supervisory level; CL, skilled level; CU, skilled level supervisory; DL, middle or tactical management level; DU, middle or tactical supervisory level; EL, senior management level; EU, senior management supervisory level; FL, top management; FU, top management supervisory level.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Population frequency by salary band and gender.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Paterson salary band</th>
<th valign="top" align="center" colspan="2">Gender<hr/></th>
<th valign="top" align="center" rowspan="2">Total</th>
</tr>
<tr>
<th valign="top" align="center">Female</th>
<th valign="top" align="center">Male</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">A</td>
<td align="center">3669</td>
<td align="center">8814</td>
<td align="center">12 483</td>
</tr>
<tr>
<td align="left">BL</td>
<td align="center">17 270</td>
<td align="center">47 773</td>
<td align="center">65 043</td>
</tr>
<tr>
<td align="left">BU</td>
<td align="center">9 413</td>
<td align="center">16 328</td>
<td align="center">25 741</td>
</tr>
<tr>
<td align="left">CL</td>
<td align="center">23 512</td>
<td align="center">31 066</td>
<td align="center">54 578</td>
</tr>
<tr>
<td align="left">CU</td>
<td align="center">9790</td>
<td align="center">16 902</td>
<td align="center">26 692</td>
</tr>
<tr>
<td align="left">DL</td>
<td align="center">8955</td>
<td align="center">15 038</td>
<td align="center">23 993</td>
</tr>
<tr>
<td align="left">DU</td>
<td align="center">1879</td>
<td align="center">4063</td>
<td align="center">5942</td>
</tr>
<tr>
<td align="left">EL</td>
<td align="center">684</td>
<td align="center">1792</td>
<td align="center">2476</td>
</tr>
<tr>
<td align="left">EU</td>
<td align="center">157</td>
<td align="center">513</td>
<td align="center">670</td>
</tr>
<tr>
<td align="left">FL</td>
<td align="center">42</td>
<td align="center">186</td>
<td align="center">228</td>
</tr>
<tr>
<td align="left">FU</td>
<td align="center">2</td>
<td align="center">54</td>
<td align="center">56</td>
</tr>
<tr>
<td colspan="4" align="left"><hr/></td>
</tr>
<tr>
<td align="left"><bold>Total</bold></td>
<td align="center"><bold>75 373</bold></td>
<td align="center"><bold>142 529</bold></td>
<td align="center"><bold>217 902</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>A, basic skill level; BL, semi-skilled level; BU, semi-skilled supervisory level CL, skilled level; CU, skilled level supervisory; DL, middle or tactical management level; DU, middle or tactical supervisory level; EL, senior management level; EU, senior management supervisory level; FL, top management; FU, top management supervisory level.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s30020">
<title>Guaranteed package and pay gap</title>
<p>The guaranteed package in the study sample ranged from R550.00 to R7 690 888.00. Men&#x2019;s pay was consistently higher than that of women in band A, sub-bands B-lower and B-upper (except at the 75th and 95th percentiles for both sub-bands), sub-bands C-lower and C-upper, sub-bands D-lower and D-upper, sub-bands E-lower and E-upper (except at the 25th percentile) and sub-bands F-lower and F-upper.</p>
<p>Results of the rank-sum test indicated that the gender pay gap is statistically significant with a <italic>p</italic> &#x003C; 0.0001 in band A, sub-bands B-lower and B-upper, sub-bands C-lower and C-upper, sub-bands D-lower and D-upper, and sub-band E-lower (<xref ref-type="table" rid="T0004">Table 4</xref>). However, there was no significant difference in the pay of men and women in sub-band E-upper or sub-bands F-lower and F-upper, with <italic>p</italic>-values of 0.1227, 0.3131 and 0.0851, respectively. The gender pay gap based on the median values in the salary bands (<xref ref-type="table" rid="T0004">Table 4</xref>) is as follows: A (8.0&#x0025;), B-lower (5.0&#x0025;), B-upper (3.4&#x0025;), C-lower (8.8&#x0025;), C-upper (7.7&#x0025;), D-lower (9.2&#x0025;), D-upper (7.9&#x0025;), E-lower (5.3&#x0025;), E-upper (2.5&#x0025;), F-lower (2.0&#x0025;) and F-upper (27.1&#x0025;).</p>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Assessment of guaranteed package trend per salary band.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Salary band</th>
<th valign="top" align="left">Gender</th>
<th valign="top" align="center">Mean</th>
<th valign="top" align="center">p10</th>
<th valign="top" align="center">p25</th>
<th valign="top" align="center">p50</th>
<th valign="top" align="center">p75</th>
<th valign="top" align="center">p95</th>
<th valign="top" align="center"><italic>p</italic></th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left" rowspan="2">A</td>
<td align="left">Female</td>
<td align="center">94 911.6</td>
<td align="center">43 004.0</td>
<td align="center">61 556.0</td>
<td align="center">103 998.0</td>
<td align="center">122 781.0</td>
<td align="center">133 752.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">104 184.9</td>
<td align="center">47 814.0</td>
<td align="center">81 968.0</td>
<td align="center">113 039.5</td>
<td align="center">132 042.0</td>
<td align="center">141 555.0</td>
</tr>
<tr>
<td align="left" rowspan="2">B-lower</td>
<td align="left">Female</td>
<td align="center">134 903.0</td>
<td align="center">54 000.0</td>
<td align="center">81 888.0</td>
<td align="center">132 685.0</td>
<td align="center">171 014.0</td>
<td align="center">260 027.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">144 054.9</td>
<td align="center">76 220.0</td>
<td align="center">124 782.0</td>
<td align="center">139 643.0</td>
<td align="center">168 625.0</td>
<td align="center">234 762.0</td>
</tr>
<tr>
<td align="left" rowspan="2">B-upper</td>
<td align="left">Female</td>
<td align="center">206 535.2</td>
<td align="center">123 420.0</td>
<td align="center">157 797.0</td>
<td align="center">195 596.0</td>
<td align="center">254 824.0</td>
<td align="center">312 983.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">214 043.7</td>
<td align="center">144 412.0</td>
<td align="center">177 736.0</td>
<td align="center">202 514.0</td>
<td align="center">251 829.0</td>
<td align="center">310 123.0</td>
</tr>
<tr>
<td align="left" rowspan="2">C-lower</td>
<td align="left">Female</td>
<td align="center">292 408.9</td>
<td align="center">164 851.0</td>
<td align="center">229 051.0</td>
<td align="center">300 000.0</td>
<td align="center">352 766.0</td>
<td align="center">445 200.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">324 748.5</td>
<td align="center">190 000.0</td>
<td align="center">260 641.0</td>
<td align="center">329 092.0</td>
<td align="center">384 791.0</td>
<td align="center">488 301.0</td>
</tr>
<tr>
<td align="left" rowspan="2">C-upper</td>
<td align="left">Female</td>
<td align="center">436 404.1</td>
<td align="center">291 865.0</td>
<td align="center">377 582.0</td>
<td align="center">425 265.0</td>
<td align="center">503 770.0</td>
<td align="center">633 248.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">476 040.4</td>
<td align="center">338 542.0</td>
<td align="center">396 825.0</td>
<td align="center">460 845.5</td>
<td align="center">557 771.0</td>
<td align="center">678 162.0</td>
</tr>
<tr>
<td align="left" rowspan="2">D-lower</td>
<td align="left">Female</td>
<td align="center">626 769.6</td>
<td align="center">390 156.0</td>
<td align="center">477 000.0</td>
<td align="center">618 030.0</td>
<td align="center">751 579.0</td>
<td align="center">954 000.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">690 669.3</td>
<td align="center">432 000.0</td>
<td align="center">524 160.0</td>
<td align="center">680 883.5</td>
<td align="center">828 863.0</td>
<td align="center">1 048 244.0</td>
</tr>
<tr>
<td align="left" rowspan="2">D-upper</td>
<td align="left">Female</td>
<td align="center">941 562.6</td>
<td align="center">642 037.0</td>
<td align="center">767 634.0</td>
<td align="center">942 004.0</td>
<td align="center">1 084 458.0</td>
<td align="center">1 360 000.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">1 025 837.0</td>
<td align="center">708 000.0</td>
<td align="center">861 553.0</td>
<td align="center">1 022 314.0</td>
<td align="center">1 179 870.0</td>
<td align="center">1 440 358.0</td>
</tr>
<tr>
<td align="left" rowspan="2">E-lower</td>
<td align="left">Female</td>
<td align="center">1 283 874.0</td>
<td align="center">866 838.0</td>
<td align="center">1 046 208.0</td>
<td align="center">1 270 383.0</td>
<td align="center">1 474 791.0</td>
<td align="center">1 813 135.0</td>
<td align="center" rowspan="2">&#x003C; 0.0001</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">1 372 581.0</td>
<td align="center">946 099.0</td>
<td align="center">1 133 239.0</td>
<td align="center">1 341 645.0</td>
<td align="center">1 566 815.0</td>
<td align="center">2 000 004.0</td>
</tr>
<tr>
<td align="left" rowspan="2">E-upper</td>
<td align="left">Female</td>
<td align="center">1 804 075.0</td>
<td align="center">1 195 498.0</td>
<td align="center">1 521 900.0</td>
<td align="center">1 791 000.0</td>
<td align="center">2 100 000.0</td>
<td align="center">2 515 261.0</td>
<td align="center" rowspan="2">0.1227</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">1 888 222.0</td>
<td align="center">1 260 000.0</td>
<td align="center">1 520 402.0</td>
<td align="center">1 836 400.0</td>
<td align="center">2 193 800.0</td>
<td align="center">2 845 515.0</td>
</tr>
<tr>
<td align="left" rowspan="2">F-lower</td>
<td align="left">Female</td>
<td align="center">2 298 798.0</td>
<td align="center">1 474 280.0</td>
<td align="center">1 808 603.0</td>
<td align="center">2 351 606.0</td>
<td align="center">2 815 338.0</td>
<td align="center">3 382 656.0</td>
<td align="center" rowspan="2">0.3131</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">2 427 518.0</td>
<td align="center">1 600 000.0</td>
<td align="center">1 980 601.0</td>
<td align="center">2 400 565.0</td>
<td align="center">2 841 652.0</td>
<td align="center">3 710 000.0</td>
</tr>
<tr>
<td align="left" rowspan="2">F-upper</td>
<td align="left">Female</td>
<td align="center">2 937 805.0</td>
<td align="center">2 370 375.0</td>
<td align="center">2 370 375.0</td>
<td align="center">2 937 805.0</td>
<td align="center">3 505 234.0</td>
<td align="center">3 505 234.0</td>
<td align="center" rowspan="2">0.0851</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">4 240 381.0</td>
<td align="center">3 031 657.0</td>
<td align="center">3 392 604.0</td>
<td align="center">4 087 615.0</td>
<td align="center">4 888 798.0</td>
<td align="center">7 057 320.0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>p, p</italic>-value: p, percentiles in a pay range.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s30021">
<title>Number of women relative to men across salary bands</title>
<p>The number of women to men decreased in bands B-lower, C-upper and from D-upper to F-upper (see <xref ref-type="fig" rid="F0001">Figure 1</xref>). However, there was increased representation of women from B-lower to C-lower, as well as from C-upper to D-lower, which corresponded to respondents who were semi-skilled, skilled and in middle management, respectively, on the salary scale.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Trend of ratio of women to men by salary band.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJHRM-16-1018-g001.tif"/>
</fig>
<p>Furthermore, there was increased representation of men from D-lower to F-upper, which corresponded to respondents in middle management, senior management and top management, respectively (Twenty-first-(21st)-Century-Pay-Solutions, <xref ref-type="bibr" rid="CIT0046">2016</xref>). Women were under-represented in all salary bands, with the highest representation (43.1&#x0025;) in C-lower and the lowest (3.6&#x0025;) in F-upper. The second-lowest representation of women was 18.4&#x0025;, in F-lower.</p>
</sec>
<sec id="s30022">
<title>Test of independence and regression analysis</title>
<p>The chi-square test showed statistically significant association between <italic>guaranteed package</italic> and <italic>race, gender, job family</italic> and <italic>industry</italic> with a <italic>p</italic> &#x003C; 0.0001 (<xref ref-type="fig" rid="F0002">Figure 2</xref>). Also, the regression model was found to be statistically significant in predicting guaranteed package when these variables were used. However, the model was only able to explain about 44.0&#x0025; of the variance of the guaranteed package. Gender, race, industry and job family (with the exception of <italic>Human Capital</italic>) were all statistically significant in predicting the guaranteed package in the study sample.</p>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>Regression model of annual income, gender, race, job family and industry.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJHRM-16-1018-g002.tif"/>
</fig>
<p>The model predicted that men&#x2019;s guaranteed package was higher than that of women by an average of R15 125.33. The gender reference point was <italic>female</italic>. With regard to race, the reference point was <italic>black people</italic>, and the model predicted that the guaranteed package for <italic>black people</italic> was less than that of the following groups: white people, by R193 330.40; people of mixed race, by R21 312.04; and Asian and Indian people, by R149 165.40. This placed the race category <italic>white people</italic> as the highest-earning group in the study sample, followed by <italic>Asian and Indian people, people of mixed race</italic> and <italic>black people</italic>.</p>
<p>Also, the predicted average earning of respondents in a job category relative to <italic>compliance and risk</italic> was as follows: <italic>executive management</italic> earn more by R1 060 264.00; <italic>financial and accounting</italic> earn less by R121 840.50; <italic>human capital</italic> earn more by R5816.65; <italic>information technology</italic> earn more by R23 888.77; <italic>logistics and procurement</italic> earn less by R151 964.40; <italic>marketing and sales</italic> earn less by R170 745.00; <italic>operational</italic> earn less by R137 865.10; <italic>secretarial</italic> earn less R189 013.50; and Technical and Specialist earn less by R46 480.14.</p>
<p>The model further predicted guaranteed package by industry using <italic>distributive services</italic> as a reference point. The predicted relative earning to <italic>distributive service</italic> were as follows: <italic>extractive pay</italic> less by R26 778.88; <italic>personal services</italic> pay less by R8440.82; <italic>producer services</italic> pay more by R24 835.18; <italic>social services</italic> pay more by R13 240.43; and <italic>transformative pay</italic> more by R123 816.90.</p>
</sec>
</sec>
</sec>
<sec id="s0023">
<title>Discussion</title>
<p>This section is presented based on the research questions:</p>
<list list-type="bullet">
<list-item><p>What is the gender pay gap in salary bands or among employees performing similar work?</p></list-item>
</list>
<p>The investigation of equal pay for work of equal value and representation of women relative to men in salary bands revealed that there was an increase in the proportion of women relative to males in semi-skilled jobs, skilled jobs and the lower band of middle management jobs, while there was an increase in the proportion of men relative to women in the upper band of middle- to top management jobs. These findings support the observation of Gayle, Golan and Miller (<xref ref-type="bibr" rid="CIT0019">2012</xref>) that women hold more junior positions and fewer executive management positions than men. The under-representation of women in high-paying management positions has been linked with the persistence of gender-related labour market disparities in many countries (Hensvik, <xref ref-type="bibr" rid="CIT0020">2014</xref>).</p>
<p>The analysis of the gender pay gap within the salary bands was done from the point of view that respondents within a salary band performed similar duty or tasks. The statistically significant higher income of men compared to women in salary bands A, B, C, D and E-lower indicated that respondents who performed similar work were not similarly compensated. Among other factors, the significant difference in their income could be explained by discrimination and by occupational segregation.</p>
<p>The pay gap at the bottom and top of the pay distribution, corresponding to the unskilled and management levels, respectively, suggest the presence of a sticky floor and glass ceiling. The phenomena of the sticky floor and glass ceiling are associated with the gender pay gap at the bottom and senior levels, respectively (Addabbo &#x0026; Favaro, <xref ref-type="bibr" rid="CIT0001">2011</xref>; Miller, <xref ref-type="bibr" rid="CIT0027">2009</xref>; Van Kerm, <xref ref-type="bibr" rid="CIT0047">2013</xref>). Discrimination and the glass ceiling are known to play a pivotal role in the gender pay gap in South Africa (Folke &#x0026; Rickne, <xref ref-type="bibr" rid="CIT0017">2016</xref>; Steyn, <xref ref-type="bibr" rid="CIT0043">2012</xref>). Differences in negotiation skills could also play a role (Travis, <xref ref-type="bibr" rid="CIT0045">2014</xref>). Although men&#x2019;s pay was higher in salary band B with regards to the median, women&#x2019;s pay was higher than that of men at the 75th and 95th percentile, the topmost levels in the band. This could indicate presence of better-skilled women at higher grades within the band. Similar observations were reported by Ncube (<xref ref-type="bibr" rid="CIT0030">2012</xref>).</p>
<p>In the present study, men and women in salary band F and sub-band E-upper were fairly compensated for similar work despite the pay gap. This could be explained by the presence of women with a high-level of education, which is known to narrow the gender pay gap (Al&#x00E1;ez-Aller et al., <xref ref-type="bibr" rid="CIT0002">2011</xref>). This was indicated by the absence of a statistically significant difference in the pay of the men and women. Although not significant, the pay gap of 27.1&#x0025; in F-upper stood out from the pay gaps in other salary bands, which were below 10.0&#x0025;. This could be because of the few observations in the band, which included only 2 women and 54 men.</p>
<list list-type="bullet">
<list-item><p>What is the effect of gender, race, job family and industry on the gender pay gap in the study population?</p></list-item>
</list>
<p>The statistically significant association of income with gender and race could be explained by a persistence of discrimination against women, occupational segregation and women&#x2019;s relatively lower accumulated human capital development. The proportion of men in the study sample is not consistent with the country&#x2019;s demographic of 51.3&#x0025; women and 48.7&#x0025; men reported in the 2011 census. The under-representation of women in the study population, compared to their representation in South Africa&#x2019;s population further point to presence of discrimination (Folke &#x0026; Rickne, <xref ref-type="bibr" rid="CIT0017">2016</xref>; Steyn, <xref ref-type="bibr" rid="CIT0043">2012</xref>). A similar observation was also reported by Steyn (<xref ref-type="bibr" rid="CIT0043">2012</xref>), who stated that men are more likely to be employed, despite the fact that women constituted a large proportion of the working-age adults in South Africa. The finding was further corroborated by Wekwete (<xref ref-type="bibr" rid="CIT0049">2014</xref>), who stated that the labour force participation of women is less than that of men and that more men than women work in the formal sector, where work is paid and supported by national policies.</p>
<p>Furthermore, the confirmed sustained under-representation of women in employment is a source of inequality. According to Steyn (<xref ref-type="bibr" rid="CIT0043">2012</xref>), under-representation of women without logical reason suggests the presence of a form of discrimination. The higher representation of men was observed in all ethnic groups in the study sample. The figure was particularly high among black and white respondents. Discrimination, career choices and the inability of women to negotiate a lucrative income are known contributors to women&#x2019;s pay being lower than that of men (Hirsch, K&#x00F6;nig, &#x0026; M&#x00F6;ller, <xref ref-type="bibr" rid="CIT0021">2013</xref>; Wekwete, <xref ref-type="bibr" rid="CIT0049">2014</xref>).</p>
<p>Although females now have unrestricted access to education and human capacity development, their under-representation may be a result of the fact that currently the talent pool from which to select women to meet government&#x2019;s target of 50&#x0025; representation of women in employment, especially at management level, is too small. This view is supported by the findings of the research published by Kahn and Motsoeneng (<xref ref-type="bibr" rid="CIT0023">2014</xref>), who suggested that the shortage of women with suitable qualifications could be because of racial segregation practices of the past against black people and discrimination against women in general. Women opting for part-time jobs or unavailable for paid employments because they need to take care of their children, husband and extended family (Blau &#x0026; Kahn, <xref ref-type="bibr" rid="CIT0009">2007</xref>) and the high-level patriarchy in society may have played a role. Black women are worst affected as they are confronted by both racism and patriarchy.</p>
<p>The study sample was similar to South Africa&#x2019;s population in term of ethnicity representation, as it consisted of black people in the majority and Asian people the least. It differed in the number of white people, which was twice that of people of mixed race. According to the 2011 census, South Africa&#x2019;s population consisted of 79.2&#x0025; black people, 8.9&#x0025; white people, 8.9&#x0025; mixed race people and 2.5&#x0025; Asian people (Stats, <xref ref-type="bibr" rid="CIT0042">2012</xref>). The pay in the study sample also followed the trend observed in the South African population and reported in the 2011 census (Stats, <xref ref-type="bibr" rid="CIT0042">2012</xref>), where the income of white people was the highest, followed in descending order by Indian people, people of mixed race and black people. The <italic>Broad-based Black Economic Empowerment Act</italic> 53 of 2003 does not seem to have had a meaningful effect on the economic status of the black people. This status was confirmed by the population censuses of 2001 and of 2011 (Stats, <xref ref-type="bibr" rid="CIT0042">2012</xref>).</p>
<p>The statistically significant association of income with job family and industries suggests the presence of occupational segregation in the study sample. Although there is a statistically significant association between income and gender, race, job family and industry, the model could not explain 56.0&#x0025; of the variance in annual income. This may be because of variables such as education, work experience and marital status missing in the model (Steyn, <xref ref-type="bibr" rid="CIT0043">2012</xref>; Steyn &#x0026; Jackson, <xref ref-type="bibr" rid="CIT0044">2015</xref>). These variables are essential for the model to better predict pay. The test for multicollinearity ruled out bias caused by multicollinearity on the output of the model.</p>
<sec id="s20024">
<title>Limitations of this research</title>
<p>Although the sample size was big, the study findings should be generalised with caution because the extent to which the study sample represents South African population is not certain. Moreover, bias because of missing values could not be completely ruled out.</p>
</sec>
<sec id="s20025">
<title>Future research</title>
<p>There is a need to conduct a survey with sample size powered for findings generalisable to the South African population. Application of mixed methods should be useful for gaining a comprehensive understanding of findings. The status of the gender pay gap in job family and industry needs to be studied in detail.</p>
</sec>
<sec id="s20026">
<title>Management implications</title>
<p>The government empowerment programme for women seems to be yielding promising results. Women are represented in all job categories including in senior to top management positions. This observation supports the findings of the study by Kahn and Motsoeneng (<xref ref-type="bibr" rid="CIT0023">2014</xref>), which confirmed that the number of women in top management, senior management and skilled positions has increased. Although the gender pay gap persisted across the salary bands, a trend has developed and the pay of women was similar to that of men in senior and top management positions. Nevertheless, the goal of achieving gender equality stated in the constitution of South Africa and other legislation is still far from being achieved. For example, the black economic empowerment (BEE) programmes of government, the <italic>Employment Equity Act</italic> 47 of 2013, the <italic>White Paper on Affirmative Action in the Public Service</italic> of 1998 and the <italic>White Paper on Transformation in the Public Service</italic> of 1995 do not seem to have had a measurable effect on black people&#x2019;s income, as the status quo has remained unchanged, white people still earn the highest pay and black people the lowest. While women constitute over 50.0&#x0025; of South Africa&#x2019;s adult population, they are still under-represented in employment and in all salary bands, especially at senior and top management levels. Gender and race continue to determine the income of employees, showing that the <italic>Promotion of Equity and Prevention of Unfair Discrimination Act</italic> 4 of 2000 is yet to take full effect. The inadequate number of qualified women to meet the target of 50.0&#x0025; representation of women in senior management positions points to a continued shortage in human capital development among women (Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>). Therefore, priority should be given to fighting discrimination, supporting training and development, and providing women with better access to career development.</p>
</sec>
<sec id="s20027">
<title>Recommendations</title>
<p>As the gender pay gap persists widely, all existing policies and legislation need to be reviewed and revised where necessary. Implementation programmes for the legislation need to be developed and actively monitored for compliance. According to Kahn and Motsoeneng (<xref ref-type="bibr" rid="CIT0023">2014</xref>), equality legislation, regulations and policies are good, but more active measures to monitor their implementation are required. Compliance with equity policies and legislation should no longer be voluntary and should be monitored actively (Saari, <xref ref-type="bibr" rid="CIT0037">2013</xref>; Smith, <xref ref-type="bibr" rid="CIT0040">2010</xref>). Penalties for non-compliance should be instituted to discourage violation of such policies and legislation (Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>), while compliance should be rewarded. Furthermore, there is need to continue empowering women&#x2019;s human capital resources and career capital development in term of education and access to quality employment and career opportunities. This is necessary in order to develop enough competent women that can participate in the labour force and occupy management positions. The targeted interventions should also be extended to black people, people of mixed race and Asian and Indian people as a whole, women and men. This approach will assist to prevent unintended and negative consequences such as marginalisation of the men in the affected population groups (Kahn &#x0026; Motsoeneng, <xref ref-type="bibr" rid="CIT0023">2014</xref>). It is also necessary to develop and implement policy that will accommodate the societal role of a women as a caregiver and wage worker (Zebracki, <xref ref-type="bibr" rid="CIT0052">2014</xref>). This will be essential if women who have started a family are to be attracted and retained in the work force, without having to choose between their paid job and family responsibilities including the care of their children, husband and extended family (Nadler &#x0026; Stockdale, <xref ref-type="bibr" rid="CIT0029">2012</xref>), as well as to avoid the consequence referred to as the &#x2018;motherhood penalty&#x2019;. The motherhood penalty is when mothers earn significantly less than childless women with the same characteristics (Misra &#x0026; Strader, <xref ref-type="bibr" rid="CIT0028">2013</xref>).</p>
</sec>
<sec id="s20028">
<title>Conclusion</title>
<p>Government intervention to empower women seems to be yielding promising results. Women are represented in all salary bands or job categories. However, the gender pay gap is present in all salary bands and is statistically significant except at salary bands E and F, corresponding to the senior management and top management levels, where the pay gap is converging to similar pay for similar work. Furthermore, the number of women is smaller compared to their male counterparts in all salary bands, most especially in senior management and top management positions. The annual income is dependent on gender, race, job family and industry. The gender pay gap can be attributed to discrimination, occupational segregation and educational or skills level. There is need to review the existing policies and legislation. The implementation of the policies and legislation also needs to be reviewed and possibly revised. There is need to consider developing a new policy to cater for the dual roles of women as a caregiver and a wage worker. Finally, a broad-based approach that caters for the needs of both men and women, with relevance to race, is needed to ensure the effectiveness of interventions in order to close the gender pay gap.</p>
</sec>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<sec id="s20029" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this paper.</p>
</sec>
<sec id="s20030">
<title>Authors&#x2019; contributions</title>
<p>A.A. was responsible for the project design and analysis. M.H.R.B. made intellectual and conceptual contributions. A.A. and M.H.R.B. co-wrote the manuscript.</p>
</sec>
</ack>
<ref-list id="references">
<title>References</title>
<ref id="CIT0001"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Addabbo</surname>, <given-names>T</given-names></string-name>., &#x0026; <string-name><surname>Favaro</surname>, <given-names>D</given-names></string-name>.</person-group> (<year>2011</year>). <article-title>Gender wage differentials by education in Italy</article-title>. <source><italic>Applied Economics</italic></source>, <volume>43</volume>(<issue>29</issue>), <fpage>4589</fpage>&#x2013;<lpage>4605</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/00036846.2010.491475">https://doi.org/10.1080/00036846.2010.491475</ext-link></comment></mixed-citation></ref>
<ref id="CIT0002"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Al&#x00E1;ez-Aller</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Long&#x00E1;s-Garc&#x00ED;a</surname>, <given-names>J. C</given-names></string-name>., &#x0026; <string-name><surname>Ullibarri-Arce</surname>, <given-names>M</given-names></string-name>.</person-group> (<year>2011</year>). <article-title>Visualising gender wage differences in the European Union</article-title>. <source><italic>Gender, Work &#x0026; Organization</italic></source>, <volume>18</volume>, <fpage>e49</fpage>&#x2013;<lpage>e87</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1468-0432.2009.00469.x">https://doi.org/10.1111/j.1468-0432.2009.00469.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0003"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Arnania-Kepuladze</surname>, <given-names>T</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>Disparity in the employment sphere: The measurement of pay gender disproportion</article-title>. <source><italic>Problems of Management in the 21st Century</italic></source>, <volume>3</volume>, <fpage>20</fpage>&#x2013;<lpage>25</lpage>.</mixed-citation></ref>
<ref id="CIT0004"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Arulampalam</surname>, <given-names>W</given-names></string-name>., <string-name><surname>Booth</surname>, <given-names>A. L</given-names></string-name>., &#x0026; <string-name><surname>Bryan</surname>, <given-names>M. L</given-names></string-name>.</person-group> (<year>2007</year>). <article-title>Is there a glass ceiling over Europe? Exploring the Gender pay gap across the wage distribution</article-title>. <source><italic>Industrial &#x0026; Labor Relations Review</italic></source> <volume>60</volume>(<issue>2</issue>), <fpage>163</fpage>&#x2013;<lpage>186</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/001979390706000201">https://doi.org/10.1177/001979390706000201</ext-link></comment></mixed-citation></ref>
<ref id="CIT0005"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Arvanitis</surname>, <given-names>S. E</given-names></string-name>., <string-name><surname>Stamatopoulos</surname>, <given-names>T. V</given-names></string-name>., &#x0026; <string-name><surname>Thalassinos</surname>, <given-names>E. I</given-names></string-name>.</person-group> (<year>2009</year>). <article-title>Gender wage gap: Evidence from the Hellenic Maritime Sector 1995&#x2013;2002</article-title>. <source><italic>Bulletin of the Transilvania University of Brasov. Series V: Economic Sciences</italic></source>, <volume>2</volume>, <fpage>197</fpage>&#x2013;<lpage>206</lpage>.</mixed-citation></ref>
<ref id="CIT0006"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Belgorodskiy</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Crump</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Griffiths</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Logan</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Peter</surname>, <given-names>R</given-names></string-name>., &#x0026; <string-name><surname>Richardson</surname>, <given-names>H</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>The gender pay gap in the ICT Labour Market: Comparative Experiences from the UK and New Zealand</article-title>. <source><italic>New Technology, Work &#x0026; Employment</italic></source>, <volume>27</volume>(<issue>2</issue>), <fpage>106</fpage>&#x2013;<lpage>119</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1468-005X.2012.00281.x">https://doi.org/10.1111/j.1468-005X.2012.00281.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0007"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bendl</surname>, <given-names>R</given-names></string-name>., &#x0026; <string-name><surname>Schmidt</surname>, <given-names>A</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>Gender mainstreaming: An assessment of its conceptual value for gender equality</article-title>. <source><italic>Gender, Work &#x0026; Organization</italic></source>, <volume>20</volume>(<issue>4</issue>), <fpage>364</fpage>&#x2013;<lpage>381</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1468-0432.2011.00584.x">https://doi.org/10.1111/j.1468-0432.2011.00584.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0008"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bhorat</surname>, <given-names>H</given-names></string-name>., &#x0026; <string-name><surname>Goga</surname>, <given-names>S</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>The gender wage gap in post-apartheid South Africa: A re-examination</article-title>. <source><italic>Journal of African Economies</italic></source>, <volume>22</volume>(<issue>5</issue>), <fpage>827</fpage>&#x2013;<lpage>848</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/jae/ejt008">https://doi.org/10.1093/jae/ejt008</ext-link></comment></mixed-citation></ref>
<ref id="CIT0009"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Blau</surname>, <given-names>F. D</given-names></string-name>., &#x0026; <string-name><surname>Kahn</surname>, <given-names>L. M</given-names></string-name>.</person-group> (<year>2007</year>). <article-title>The gender pay gap: Have women gone as far as they can?</article-title> <source><italic>Academy of Management Perspectives</italic></source>, <volume>21</volume>(<issue>1</issue>), <fpage>7</fpage>&#x2013;<lpage>23</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5465/AMP.2007.24286161">https://doi.org/10.5465/AMP.2007.24286161</ext-link></comment></mixed-citation></ref>
<ref id="CIT0010"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Bosch</surname>, <given-names>A</given-names></string-name>.</person-group> (<year>2015</year>). <chapter-title>Reasons for the gender pay gap &#x2013; What HR practitioners should know</chapter-title>. In <person-group person-group-type="editor"><string-name><given-names>A.</given-names> <surname>Bosch</surname></string-name> (Ed.)</person-group>, <source><italic>South African board for people practices women&#x2019;s Report 2015</italic></source> (pp. <fpage>3</fpage>&#x2013;<lpage>6</lpage>). <publisher-loc>Parktown, South Africa</publisher-loc>: <publisher-name>SABPP</publisher-name>.</mixed-citation></ref>
<ref id="CIT0011"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bussin</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Nicholls</surname>, <given-names>M</given-names></string-name>., &#x0026; <string-name><surname>Nienaber</surname>, <given-names>R</given-names></string-name>.</person-group> (<year>2016</year>). <article-title>The relationship between occupational culture dimensions and reward preferences: A structural equation modelling approach: Original research</article-title>. <source><italic>SA Journal of Human Resource Management</italic></source>, <volume>14</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>12</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajhrm.v14i1.737">https://doi.org/10.4102/sajhrm.v14i1.737</ext-link></comment></mixed-citation></ref>
<ref id="CIT0012"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Bussin</surname>, <given-names>M</given-names></string-name>., &#x0026; <string-name><surname>Nienaber</surname>, <given-names>R</given-names></string-name>.</person-group> (<year>2015</year>). <chapter-title>The gender pay Aap &#x2013; A boardroom perspective</chapter-title>. In <person-group person-group-type="editor"><string-name><given-names>A.</given-names> <surname>Bosch</surname></string-name> (Ed.)</person-group>, <source><italic>South African Board for people practices women&#x2019;s Report 2015</italic></source> (pp.<fpage>13</fpage>&#x2013;<lpage>17</lpage>). <publisher-loc>Parktown, South Africa</publisher-loc>: <publisher-name>SABPP</publisher-name>.</mixed-citation></ref>
<ref id="CIT0013"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Casale</surname>, <given-names>D</given-names></string-name>., &#x0026; <string-name><surname>Posel</surname>, <given-names>D</given-names></string-name>.</person-group> (<year>2011</year>). <article-title>Unions and the gender wage gap in South Africa</article-title>. <source><italic>Journal of African Economies</italic></source>, <volume>20</volume>(<issue>1</issue>), <fpage>27</fpage>&#x2013;<lpage>27</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/jae/ejq029">https://doi.org/10.1093/jae/ejq029</ext-link></comment></mixed-citation></ref>
<ref id="CIT0014"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Creswell</surname>, <given-names>J. W</given-names></string-name>.</person-group> (<year>2013</year>). <source><italic>Research design: Qualitative, quantitative, and mixed methods approaches</italic></source>. <publisher-loc>California</publisher-loc>: <publisher-name>Sage Publications</publisher-name>.</mixed-citation></ref>
<ref id="CIT0015"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>de Jonge Oudraat</surname>, <given-names>C</given-names></string-name>.</person-group>, <year>2013</year>, <article-title>UNSCR 1325 &#x2013; Conundrums and opportunities</article-title>. <source><italic>International Interactions</italic></source>, <volume>39</volume>(<issue>4</issue>), <fpage>612</fpage>&#x2013;<lpage>619</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/03050629.2013.805328">https://doi.org/10.1080/03050629.2013.805328</ext-link></comment></mixed-citation></ref>
<ref id="CIT0016"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Drolet</surname>, <given-names>M</given-names></string-name>., &#x0026; <string-name><surname>Mumford</surname>, <given-names>K</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>The gender pay gap for private-sector employees in Canada and Britain</article-title>. <source><italic>British Journal of Industrial Relations</italic></source>, <volume>50</volume>(<issue>3</issue>), <fpage>529</fpage>&#x2013;<lpage>553</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1467-8543.2011.00868.x">https://doi.org/10.1111/j.1467-8543.2011.00868.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0017"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Folke</surname>, <given-names>O</given-names></string-name>., &#x0026; <string-name><surname>Rickne</surname>, <given-names>J</given-names></string-name>.</person-group> (<year>2016</year>). <article-title>The glass ceiling in politics</article-title>. <source><italic>Comparative Political Studies</italic></source>, <volume>49</volume>(<issue>5</issue>), <fpage>567</fpage>&#x2013;<lpage>599</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/0010414015621073">https://doi.org/10.1177/0010414015621073</ext-link></comment></mixed-citation></ref>
<ref id="CIT0018"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Fransen</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Plantenga</surname>, <given-names>J</given-names></string-name>., &#x0026; <string-name><surname>Vlasblom</surname>, <given-names>J. D</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>Why do women still earn less than men? Decomposing the Dutch gender pay gap, 1996&#x2013;2006</article-title>. <source><italic>Applied Economics</italic></source>, <volume>44</volume>(<issue>33</issue>), <fpage>4343</fpage>&#x2013;<lpage>4354</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/00036846.2011.589818">https://doi.org/10.1080/00036846.2011.589818</ext-link></comment></mixed-citation></ref>
<ref id="CIT0019"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Gayle</surname>, <given-names>G.-L</given-names></string-name>., <string-name><surname>Golan</surname>, <given-names>L</given-names></string-name>., &#x0026; <string-name><surname>Miller</surname>, <given-names>R. A</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>Gender differences in executive compensation and job mobility</article-title>. <source><italic>Journal of Labor Economics</italic></source>, <volume>30</volume>(<issue>4</issue>), <fpage>829</fpage>&#x2013;<lpage>871</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1086/666615">https://doi.org/10.1086/666615</ext-link></comment></mixed-citation></ref>
<ref id="CIT0020"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hensvik</surname>, <given-names>L. E</given-names></string-name>.</person-group> (<year>2014</year>). <article-title>Manager impartiality: Worker - Firm matching and the gender wage gap</article-title>. <source><italic>Industrial &#x0026; labor relations review</italic></source>, <volume>67</volume>(<issue>2</issue>), <fpage>395</fpage>&#x2013;<lpage>421</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/001979391406700205">https://doi.org/10.1177/001979391406700205</ext-link></comment></mixed-citation></ref>
<ref id="CIT0021"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hirsch</surname>, <given-names>B</given-names></string-name>., <string-name><surname>K&#x00F6;nig</surname>, <given-names>M</given-names></string-name>., <string-name><surname>&#x0026; M&#x00F6;ller</surname>, <given-names>J</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>Is There a gap in the gap? Regional differences in the gender pay gap</article-title>. <source><italic>Scottish Journal of Political Economy</italic></source>, <volume>60</volume>(<issue>4</issue>), <fpage>412</fpage>&#x2013;<lpage>439</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/sjpe.12017">https://doi.org/10.1111/sjpe.12017</ext-link></comment></mixed-citation></ref>
<ref id="CIT0022"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Jefferson</surname>, <given-names>T</given-names></string-name>., &#x0026; <string-name><surname>Austen</surname>, <given-names>S</given-names></string-name>.</person-group> (<year>2015</year>). <article-title>Understanding links between gender and pay: An important role for heterodox economics</article-title>. <source><italic>Journal of Australian Political Economy</italic></source>, <volume>75</volume>, <fpage>115</fpage>&#x2013;<lpage>132</lpage>.</mixed-citation></ref>
<ref id="CIT0023"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kahn</surname>, <given-names>S. B</given-names></string-name>., &#x0026; <string-name><surname>Motsoeneng</surname>, <given-names>R. P</given-names></string-name>.</person-group> (<year>2014</year>). <article-title>Gender equality in the South African public service: Ideal or reality?</article-title> <source><italic>Journal of Public Administration</italic></source>, <volume>49</volume>(<issue>4</issue>), <fpage>1060</fpage>&#x2013;<lpage>1082</lpage>.</mixed-citation></ref>
<ref id="CIT0024"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Luci</surname>, <given-names>A</given-names></string-name>., <string-name><surname>J&#x00FC;tting</surname>, <given-names>J</given-names></string-name>., &#x0026; <string-name><surname>Morrisson</surname>, <given-names>C</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>Why do so many women end up in &#x2018;Bad Jobs&#x2019;? A cross-country assessment for developing countries</article-title>. <source><italic>The European Journal of Development Research</italic></source>, <volume>24</volume>(<issue>4</issue>), <fpage>530</fpage>&#x2013;<lpage>549</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1057/ejdr.2011.54">https://doi.org/10.1057/ejdr.2011.54</ext-link></comment></mixed-citation></ref>
<ref id="CIT0025"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mandel</surname>, <given-names>H</given-names></string-name>., &#x0026; <string-name><surname>Semyonov</surname>, <given-names>M</given-names></string-name>.</person-group> (<year>2014</year>). <article-title>Gender pay gap and employment sector: Sources of earnings disparities in the United States, 1970&#x2013;2010</article-title>. <source><italic>Demography</italic></source>, <volume>51</volume>(<issue>5</issue>), <fpage>1597</fpage>&#x2013;<lpage>1618</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s13524-014-0320-y">https://doi.org/10.1007/s13524-014-0320-y</ext-link></comment></mixed-citation></ref>
<ref id="CIT0026"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>McCusker</surname>, <given-names>K</given-names></string-name>., &#x0026; <string-name><surname>Gunaydin</surname>, <given-names>S</given-names></string-name>.</person-group> (<year>2015</year>). <article-title>Research using qualitative, quantitative or mixed methods and choice based on the research</article-title>. <source><italic>Perfusion</italic></source>, <volume>30</volume>(<issue>7</issue>), <fpage>537</fpage>&#x2013;<lpage>542</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/0267659114559116">https://doi.org/10.1177/0267659114559116</ext-link></comment></mixed-citation></ref>
<ref id="CIT0027"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Miller</surname>, <given-names>P</given-names></string-name>.</person-group> (<year>2009</year>). <article-title>The gender pay gap in the US: Does sector make a difference?</article-title> <source><italic>Journal of Labor Research</italic></source>, <volume>30</volume>(<issue>1</issue>), <fpage>52</fpage>&#x2013;<lpage>74</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s12122-008-9050-5">https://doi.org/10.1007/s12122-008-9050-5</ext-link></comment></mixed-citation></ref>
<ref id="CIT0028"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Misra</surname>, <given-names>J</given-names></string-name>., &#x0026; <string-name><surname>Strader</surname>, <given-names>E</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>Gender pay equity in advanced countries: The role of parenthood and policies</article-title>. <source><italic>Journal of International Affairs</italic></source>, <volume>67</volume>(<issue>1</issue>), <fpage>27</fpage>&#x2013;<lpage>41</lpage>.</mixed-citation></ref>
<ref id="CIT0029"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nadler</surname>, <given-names>J. T</given-names></string-name>., &#x0026; <string-name><surname>Stockdale</surname>, <given-names>M. S</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>Workplace gender bias: Not just between strangers</article-title>. <source><italic>North American Journal of Psychology</italic></source>, <volume>14</volume>(<issue>2</issue>), <fpage>281</fpage>&#x2013;<lpage>291</lpage>.</mixed-citation></ref>
<ref id="CIT0030"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Ncube</surname>, <given-names>P</given-names></string-name>.</person-group> (<year>2012</year>). <source><italic>An empirical investigation of the gender wage gap in South Africa</italic></source>. <comment>Master of Commerce</comment>, <publisher-name>University of Johannesburg</publisher-name>. <comment>Retrieved from <ext-link ext-link-type="uri" xlink:href="http://iippe.org/wp/wp-content/uploads/2013/06/Ncube-Tregenna-IIPPE-2013.pdf">http://iippe.org/wp/wp-content/uploads/2013/06/Ncube-Tregenna-IIPPE-2013.pdf</ext-link></comment></mixed-citation></ref>
<ref id="CIT0031"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>New Joint Committee for Higher Education Staff (JNCHES)</collab></person-group>. (<year>2011</year>). <source><italic>The gender pay gap: A literature review</italic></source>. <comment>Retrieved from <ext-link ext-link-type="uri" xlink:href="http://ucea.ac.uk/en/publications/index.cfm/njgpygap">http://ucea.ac.uk/en/publications/index.cfm/njgpygap</ext-link></comment></mixed-citation></ref>
<ref id="CIT0032"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>O&#x2019;Dorchai</surname>, <given-names>S</given-names></string-name>.</person-group> (<year>2011</year>). <article-title>The gender pay gap in research: A comparison of 23 European Countries</article-title>. <source><italic>Brussels economic review</italic></source>, <volume>54</volume>(<issue>2/3</issue>), <fpage>237</fpage>&#x2013;<lpage>275</lpage>.</mixed-citation></ref>
<ref id="CIT0033"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Pagano</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Gauvreau</surname>, <given-names>K</given-names></string-name>., &#x0026; <string-name><surname>Pagano</surname>, <given-names>M</given-names></string-name>.</person-group> (<year>2000</year>). <source><italic>Principles of biostatistics</italic></source>, vol. <volume>2</volume>. <publisher-loc>Pacific Grove, CA</publisher-loc>: <publisher-name>Duxbury</publisher-name>.</mixed-citation></ref>
<ref id="CIT0034"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rego Diaz</surname>, <given-names>V</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>Historical-Critical dictionary of marxism</article-title>. <source><italic>Historical Materialism</italic></source>, <volume>21</volume>(<issue>3</issue>), <fpage>247</fpage>&#x2013;<lpage>250</lpage>.</mixed-citation></ref>
<ref id="CIT0035"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rollor</surname>, <given-names>C. R</given-names></string-name>.</person-group> (<year>2014</year>). <article-title>Narrowing the gender pay gap by providing equal opportunities: The need for tenured female professors in higher STEM institutions in an effort to recast gender norms</article-title>. <source><italic>UCLA Women&#x2019;s Law Journal</italic></source>, <volume>21</volume>(<issue>2</issue>), <fpage>143</fpage>&#x2013;<lpage>184</lpage>.</mixed-citation></ref>
<ref id="CIT0036"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Rosner</surname>, <given-names>B</given-names></string-name>.</person-group> (<year>2015</year>). <source><italic>Fundamentals of biostatistics</italic></source>. <publisher-loc>Boston, MA</publisher-loc>: <publisher-name>Cengage Learning</publisher-name>.</mixed-citation></ref>
<ref id="CIT0037"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Saari</surname>, <given-names>M</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>Promoting gender equality without a gender perspective: Problem representations of equal pay in Finland</article-title>. <source><italic>Gender, Work &#x0026; Organization</italic></source>, <volume>20</volume>(<issue>1</issue>), <fpage>36</fpage>&#x2013;<lpage>55</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1468-0432.2011.00554.x">https://doi.org/10.1111/j.1468-0432.2011.00554.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0038"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Saunders</surname>, <given-names>J. A</given-names></string-name>., <string-name><surname>Morrow-Howell</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Spitznagel</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Dor&#x00E9;</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Proctor</surname>, <given-names>E. K</given-names></string-name>., &#x0026; <string-name><surname>Pescarino</surname>, <given-names>R</given-names></string-name>.</person-group> (<year>2006</year>). <article-title>Imputing missing data: A comparison of methods for social work researchers</article-title>. <source><italic>Social work research</italic></source>, <volume>30</volume>(<issue>1</issue>), <fpage>19</fpage>&#x2013;<lpage>31</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/swr/30.1.19">https://doi.org/10.1093/swr/30.1.19</ext-link></comment></mixed-citation></ref>
<ref id="CIT0039"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Saunders</surname>, <given-names>M</given-names></string-name>., &#x0026; <string-name><surname>Lewis</surname>, <given-names>P</given-names></string-name>.</person-group> (<year>2012</year>). <source><italic>Doing research in business and management: An essential guide to planning your project</italic></source>. <publisher-loc>London</publisher-loc>: <publisher-name>Pearson Education</publisher-name>.</mixed-citation></ref>
<ref id="CIT0040"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Smith</surname>, <given-names>M</given-names></string-name>.</person-group> (<year>2010</year>). <article-title>The gender pay gap in the EU&#x2013;What policy responses?, Analysis Note, DG Employment</article-title>. <source><italic>Social Affairs and Equal Opportunities</italic></source>.</mixed-citation></ref>
<ref id="CIT0041"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>StataCorp</surname>, <given-names>L</given-names></string-name>.</person-group> (<year>2015</year>). <source>STATA 14 [Computer software]</source>. <publisher-loc>College Station, TX</publisher-loc>: <publisher-name>StataCorp LP</publisher-name>.</mixed-citation></ref>
<ref id="CIT0042"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Stats</surname>, <given-names>S</given-names></string-name>.</person-group> (<year>2012</year>). <source><italic>Census 2011, Statistical Release (Revised) P0301. 4</italic></source>. <publisher-loc>Pretoria</publisher-loc>: <publisher-name>Statistics South Africa</publisher-name>, <comment>Retrieved from <ext-link ext-link-type="uri" xlink:href="http://www.statssa.gov.za/PublicationsP,3014">http://www.statssa.gov.za/PublicationsP,3014</ext-link></comment></mixed-citation></ref>
<ref id="CIT0043"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Steyn</surname>, <given-names>R</given-names></string-name>.</person-group> (<year>2012</year>). <article-title>Expanding the suite of measures of gender-based discrimination: Gender differences in ablution facilities in South Africa</article-title>. <source><italic>South African Journal of Economic and Management Sciences</italic></source>, <volume>15</volume>(<issue>2</issue>), <fpage>222</fpage>&#x2013;<lpage>234</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajems.v15i2.212">https://doi.org/10.4102/sajems.v15i2.212</ext-link></comment></mixed-citation></ref>
<ref id="CIT0044"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Steyn</surname>, <given-names>R</given-names></string-name>., &#x0026; <string-name><surname>Jackson</surname>, <given-names>L</given-names></string-name>.</person-group> (<year>2015</year>). <article-title>Gender-based discrimination in South Africa: A quantitative analysis of fairness of remuneration</article-title>. <source><italic>South African Journal of Economic and Management Sciences</italic></source>, <volume>18</volume>(<issue>2</issue>), <fpage>190</fpage>&#x2013;<lpage>205</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17159/2222-3436/2015/v18n2a4">https://doi.org/10.17159/2222-3436/2015/v18n2a4</ext-link></comment></mixed-citation></ref>
<ref id="CIT0045"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Travis</surname>, <given-names>M. A</given-names></string-name>.</person-group> (<year>2014</year>). <article-title>Disabling the gender pay gap: Lessons from the social model of disability</article-title>. <source><italic>Denver University Law Review</italic></source>, <volume>91</volume>(<issue>4</issue>), <fpage>893</fpage>&#x2013;<lpage>923</lpage>.</mixed-citation></ref>
<ref id="CIT0046"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Twenty-first-(21st)-Century-Pay-Solutions</collab></person-group>. (<year>2016</year>). <source><italic>Paterson job evaluation guiding principles</italic></source>. <comment>Retrieved from <ext-link ext-link-type="uri" xlink:href="http://www.21century.co.za">http://www.21century.co.za</ext-link></comment></mixed-citation></ref>
<ref id="CIT0047"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Van Kerm</surname>, <given-names>P</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>Generalized measures of wage differentials</article-title>. <source><italic>Empirical Economics</italic></source>, <volume>45</volume>(<issue>1</issue>), <fpage>465</fpage>&#x2013;<lpage>482</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00181-012-0608-y">https://doi.org/10.1007/s00181-012-0608-y</ext-link></comment></mixed-citation></ref>
<ref id="CIT0048"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Wegner</surname>, <given-names>T</given-names></string-name>.</person-group> (<year>2012</year>). <source><italic>Applied business statistics: Methods and Excel-based applications</italic></source> (<edition>3rd</edition> edn.). <publisher-loc>Cape Town</publisher-loc>: <publisher-name>Juta and Company</publisher-name>.</mixed-citation></ref>
<ref id="CIT0049"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Wekwete</surname>, <given-names>N. N</given-names></string-name>.</person-group> (<year>2014</year>). <article-title>Gender and economic empowerment in Africa: Evidence and policy</article-title>. <source><italic>Journal of African Economies</italic></source>, <volume>23</volume>(<supplement>suppl 1</supplement>), <fpage>i87</fpage>&#x2013;<lpage>i127</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/jae/ejt022">https://doi.org/10.1093/jae/ejt022</ext-link></comment></mixed-citation></ref>
<ref id="CIT0050"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Witkowska</surname>, <given-names>D</given-names></string-name>.</person-group> (<year>2013</year>). <article-title>Gender disparities in the labor market in the EU</article-title>. <source><italic>International Advances in Economic Research</italic></source>, <volume>19</volume>(<issue>4</issue>), <fpage>331</fpage>&#x2013;<lpage>354</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11294-013-9431-2">https://doi.org/10.1007/s11294-013-9431-2</ext-link></comment></mixed-citation></ref>
<ref id="CIT0051"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Xu</surname>, <given-names>Y</given-names></string-name>.</person-group> (<year>2015</year>). <article-title>Focusing on women in STEM: A longitudinal examination of gender-based earning gap of college graduates</article-title>. <source><italic>Journal of Higher Education</italic></source>, <volume>86</volume>(<issue>4</issue>), <fpage>489</fpage>&#x2013;<lpage>523</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1353/jhe.2015.0020">https://doi.org/10.1353/jhe.2015.0020</ext-link></comment></mixed-citation></ref>
<ref id="CIT0052"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zebracki</surname>, <given-names>M</given-names></string-name>.</person-group> (<year>2014</year>). <article-title>Sex in the city: Gender mainstreaming urban governance in Europe. The case of Sweden and Italy</article-title>. <source><italic>Fennia</italic></source>, <volume>192</volume>(<issue>1</issue>), <fpage>55</fpage>&#x2013;<lpage>64</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.11143/7894">https://doi.org/10.11143/7894</ext-link></comment></mixed-citation></ref>
<ref id="CIT0053"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Zikmund</surname>, <given-names>W. G</given-names></string-name>., <string-name><surname>Babin</surname>, <given-names>B. J</given-names></string-name>., <string-name><surname>Carr</surname>, <given-names>J. C</given-names></string-name>., &#x0026; <string-name><surname>Griffin</surname>, <given-names>M</given-names></string-name>.</person-group> (<year>2013</year>). <source><italic>Business research methods</italic></source>. <publisher-loc>Boston, MA</publisher-loc>: <publisher-name>Cengage Learning</publisher-name>.</mixed-citation></ref>
</ref-list>
<fn-group>
<fn><p><bold>How to cite this article:</bold> Adelekan, A.M. &#x0026; Bussin, M.H.R. (2018). Gender pay gap in salary bands among employees in the formal sector of South Africa. <italic>SA Journal of Human Resource Management/SA Tydskrif vir Menslikehulpbronbestuur, 16</italic>(0), a1018. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajhrm.v16i0.1018">https://doi.org/10.4102/sajhrm.v16i0.1018</ext-link></p></fn>
</fn-group>
</back>
</article>