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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJEMS</journal-id>
<journal-title-group>
<journal-title>South African Journal of Economic and Management Sciences</journal-title>
</journal-title-group>
<issn pub-type="ppub">1015-8812</issn>
<issn pub-type="epub">2222-3436</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJEMS-23-3269</article-id>
<article-id pub-id-type="doi">10.4102/sajems.v23i1.3269</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Influence of a shop floor management system on labour productivity in an automotive parts manufacturing organisation in South Africa</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">http://orcid.org/0000-0003-0214-860X</contrib-id>
<name>
<surname>Zondo</surname>
<given-names>Robert W.D.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Entrepreneurial Studies and Management, Faculty of Management Sciences, Durban University of Technology, Durban, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Robert Zondo, <email xlink:href="dumisaniz@dut.ac.za">dumisaniz@dut.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>18</day><month>02</month><year>2020</year></pub-date>
<pub-date pub-type="collection"><year>2020</year></pub-date>
<volume>23</volume>
<issue>1</issue>
<elocation-id>3269</elocation-id>
<history>
<date date-type="received"><day>16</day><month>07</month><year>2019</year></date>
<date date-type="accepted"><day>06</day><month>11</month><year>2019</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2020. The Authors</copyright-statement>
<copyright-year>2020</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>Background</title>
<p>South Africa&#x2019;s labour productivity at the shop floor remains an issue of central concern for business. It plays a role in the life of every person and the performance of every business, thus requiring the business to solve problems at the shop floor level. This sentiment underpins the concept of a shop floor management (SFM) system. An SFM system refers to the extent of control exercised at the shop floor level for commitment and involvement of shop floor employees aimed at improving productivity. It is a process that facilitates employee engagement.</p>
</sec>
<sec id="st2">
<title>Aim</title>
<p>This study examines the influence of an SFM system for productivity improvement in automotive parts manufacturing companies in South Africa. Productivity in the South African&#x2019;s manufacturing sector is low compared to its counterpart industries in the Asian and Western countries. This sector experiences the lack in short to medium term growth in productivity.</p>
</sec>
<sec id="st3">
<title>Setting</title>
<p>The automotive parts manufacturing company that has adopted an SFM strategy for productivity improvement participated in the study.</p>
</sec>
<sec id="st4">
<title>Methods</title>
<p>The study objectives were achieved by examining the production and related experiences in the company. The collection of data was carried out in two phases. This includes the collection of results pre and post-SFM implementation from company records for spoilage, absenteeism and housekeeping rates. The pre-SFM results were quarterly data reflecting the company&#x2019;s performance over the three-year period prior to the implementation of the SFM. This company operates in the eThekwini District Municipality in KwaZulu-Natal.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>The study established that housekeeping and SFM have no relation to labour productivity. However, it revealed the relationship of both absenteeism and spoilage rates with labour productivity.</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>SFM is an employee engagement process that creates a working environment that encourage worker participation and commitment.</p>
</sec>
<sec id="st7">
<title>Contribution</title>
<p>The original value of this paper is its approach in uncovering strengths and weaknesses of SFM for productivity in South Africa.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Automotive parts manufacturing organisation</kwd>
<kwd>employee shop floor engagement</kwd>
<kwd>employee motivation</kwd>
<kwd>labour productivity</kwd>
<kwd>shop floor management</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>South Africa&#x2019;s labour productivity, in the manufacturing sector, is low when compared to Korea, the United States of America (USA), Taiwan, Japan, France and the United Kingdom (UK) (Klein <xref ref-type="bibr" rid="CIT0028">2012</xref>). It lacks both short- and long-term growth in productivity (UNIDO <xref ref-type="bibr" rid="CIT0042">2013</xref>). The South African manufacturing industry only achieved 36&#x0025; of the USA productivity level in 2014 (Conference Board <xref ref-type="bibr" rid="CIT0010">2015</xref>). Hence, this study investigates whether the shop floor management (SFM) strategy has the ability to improve productivity in the selected automotive parts manufacturing company.</p>
<p>Scholars have described the SFM system in different ways. Hanenkamp (<xref ref-type="bibr" rid="CIT0020">2013</xref>) defined it as a process designed to empower the workforce so that they make decisions and solve problems appropriate to their level in the organisation. The logic is that the people closest to a problem or opportunity are in the best position to make decisions for improvement if they have control of the improvement process. According to Suzaki (<xref ref-type="bibr" rid="CIT0041">1993</xref>) (a Japanese employee engagement philosopher), SFM is a practice of three reals (that is, <italic>Genba, Genbutsu</italic> and <italic>Genjitsu</italic>). Genba refers to the real place or the location where the value is created, while Genbutsu refers to all those associated to understand the nature of all problems. Genjitsu is the third real that draws a connection between the current problems and the root causes. Thus, Suzaki (<xref ref-type="bibr" rid="CIT0041">1993</xref>) defines SFM as a closed loop process that helps observe problems on site and eliminate the root causes of such problems. In return, this will have a positive impact on productivity. A slightly different approach sees Peters (<xref ref-type="bibr" rid="CIT0034">2003</xref>) explaining SFM as the focus on the lower levels (namely the shop floor operators) to react quickly to process failures. Hanenkamp (<xref ref-type="bibr" rid="CIT0020">2013</xref>) justifies the above explanation by stating that the empowered shop floor teams with profound understanding of shop floor standards and targets sustain the business&#x2019;s attempt to remain competitive and profitable.</p>
<p>Womack (<xref ref-type="bibr" rid="CIT0043">2008</xref>) indicates that SFM is not literally mentioned in the earlier versions of the Toyota house of lean principles. However, there are several connections between the Toyota lean principles and SFM, which include developing and managing shop floor operations and workers. According to Hertle et al. (<xref ref-type="bibr" rid="CIT0021">2016</xref>), SFM is one of the major management approaches in lean production. Through activating the potentials of employees, SFM aims to improve the business processes by developing the competencies of the employees (Hertle et al. <xref ref-type="bibr" rid="CIT0021">2016</xref>). Hence, this study examines the influence of SFM on labour productivity in automotive parts manufacturing businesses.</p>
<p>Larteb, Benhadou, Haddout and Nahla (<xref ref-type="bibr" rid="CIT0029">2016</xref>), who referred to SFM as shop floor control (SFC), indicate that the key to lean performance is through the implementation of a daily SFC system. They mention that SFC enhances process improvement in all sectors of the industrial economy. In order for companies to succeed and enhance their productivity, daily contact with the shop floor is vital. Hence, this study is guided by the following two research questions (RQ):</p>
<list list-type="bullet">
<list-item><p><bold>RQ1:</bold> Is SFM an appropriate system for productivity improvement?</p></list-item>
<list-item><p><bold>RQ2:</bold> Does control at shop floor level improve employee commitment for productivity increase?</p></list-item>
</list>
<p>For an organisation to evolve, people working within it have to be involved in processes that improve the organisation&#x2019;s productivity (Business Victoria <xref ref-type="bibr" rid="CIT0005">2016</xref>). The people-involving initiative of SFM is employee engagement. Thus, shop floor employee engagement is a psychological and physical demonstration of what the employee understands of their role in the organisation, and the commitment of stewardship that manifests in high productivity levels in their work (Geldenhuys, Laba &#x0026; Venter <xref ref-type="bibr" rid="CIT0016">2014</xref>). Employees that engage with their organisations and those that feel a sense of belonging remain loyal and concern themselves with productivity in their roles (Guest <xref ref-type="bibr" rid="CIT0018">2014</xref>). Despite the acknowledgement of its importance in business, low levels of shop floor employee engagement are reported globally. The percentage of highly-engaged shop floor employees is reported to be 13&#x0025;. However, 26&#x0025; are reported to be disengaged (Illing <xref ref-type="bibr" rid="CIT0026">2012</xref>). Bersin (<xref ref-type="bibr" rid="CIT0002">2015</xref>) lists the elements that negatively affect shop floor employee engagement as an absence of meaningful work, a less inclusive workplace and a disregard for opportunities for growth. Employees should be recognised as a company&#x2019;s most important resource and a driver for changing processes within the production area (R&#x00F6;hrle <xref ref-type="bibr" rid="CIT0039">2009</xref>). Therefore, the employee potentials should be utilised and appropriately developed (Grundnig &#x0026; Meitinger <xref ref-type="bibr" rid="CIT0019">2013</xref>). This process will lead to the shift of decision rights from supervisors to employees. Managers will then act as coaches to train employees in methodical aspects of their work. Subsequently, this enhances productivity at the shop floor level. Various studies show a positive correlation between high levels of shop floor employee engagement and productivity (Gallup <xref ref-type="bibr" rid="CIT0015">2016</xref>; Guest <xref ref-type="bibr" rid="CIT0018">2014</xref>). However, previous studies (Dobre <xref ref-type="bibr" rid="CIT0013">2013</xref>; Illing <xref ref-type="bibr" rid="CIT0025">2011</xref>; Polster <xref ref-type="bibr" rid="CIT0035">2013</xref>) have not shown the effectiveness of an SFM system as an intervening variable for productivity in the automotive manufacturing industry in South Africa.</p>
<p>The next section discusses the theoretical framework of the study. It elaborates on an overview of SFM, as well as the effects of shop floor processes through housekeeping. A discussion of SFM and labour productivity concludes the literature review of the study. The research methodology exploring the research design, data collection, as well as the measurement and data analysis discusses the approach employed in the study. Study results, followed by the related discussion, implications of results for policy and practice, study limitations and future studies required, conclude the article.</p>
</sec>
<sec id="s0002">
<title>Literature review</title>
<p>This section discusses an overview of SFM. It discusses the effects of shop floor processes through housekeeping. The section elaborates on SFM and labour productivity, and presents SFM as a process for employee engagement. Exploration of employee motivation and teamwork as SFM tools concludes the section.</p>
<sec id="s20003">
<title>Overview of shop floor management</title>
<p>Shop floor management has been described as a system that provides a bottom-up information flow in production with the use of key performance indicators, action plans and regular short meetings at the shop floor. According to Hanenkamp (<xref ref-type="bibr" rid="CIT0020">2013</xref>), the objective of SFM includes the development of empowered shop floor teams. Each team consists of operators and the team leader of that specific work area. Hertle et al. (<xref ref-type="bibr" rid="CIT0021">2016</xref>) indicate that the process starts with grouping the workforce into teams and allowing the team to track their contribution to the organisation&#x2019;s key performance indicators (KPIs). During this process, shop floor employees express themselves physically, cognitively and emotionally during role performance (Gems <xref ref-type="bibr" rid="CIT0017">2015</xref>). Dobre (<xref ref-type="bibr" rid="CIT0013">2013</xref>) defined SFM&#x2019;s engagement process as a positive, fulfilling, work-related state of mind that is characterised by vigour, dedication and absorption. Hence, Cherry (<xref ref-type="bibr" rid="CIT0008">2016</xref>) defined it as the level of commitment and the involvement an employee has towards their organisation and its values. Hoxsey (<xref ref-type="bibr" rid="CIT0024">2010</xref>) studied the relationship between employee engagement within the SFM system, the organisational commitment and absenteeism. He indicates that, by looking at employees&#x2019; absenteeism records, an organisation could pinpoint which employees may not be committed in their current job. When a member of staff is unexpectedly absent from work, it raises immediate cause for concern with regard to the likelihood of missing deadlines, disruption to the quality and continuity of service delivery, the loss of productivity and efficiency, as well as a drop in motivation. Consequently, this study assesses the influence of SFM on absenteeism for labour productivity.</p>
<p>Mann (<xref ref-type="bibr" rid="CIT0031">2009</xref>) explains that the process of SFM is comprised of core shop floor elements. These include the use of visual controls in which visual aids in the form of process performance charts illustrate the department&#x2019;s performance. It involves the initiation of daily team meetings to provide feedback to the department using visual aids, as well as the standard accountability processes. Hence, team leaders should be trained with skills necessary for the management of shop floor employees (Hanenkamp <xref ref-type="bibr" rid="CIT0020">2013</xref>). Illing (<xref ref-type="bibr" rid="CIT0025">2011</xref>) adds that SFM empowers companies to implement a sustainable continuous improvement process, complements it with the integrated production systems in order to bring executives closer to their daily business, creates transparency, and focuses on responsibilities. Similarly, Illing (<xref ref-type="bibr" rid="CIT0026">2012</xref>) indicates that SFM has a positive influence on labour productivity. It provides the workforce with clear direction and goals, unites the organisation in one direction, initiates feedback forums which focus on the current problems and seeks solutions to resolve these problems, promotes involvement from management with shop floor employees, and fosters an environment for mutual trust and respect. Hertle et al. (<xref ref-type="bibr" rid="CIT0021">2016</xref>) stress that the entire SFM process depends heavily on employee engagement philosophy. Thus, employee engagement is a positive attitude held by the employee towards the organisation and its value (Mann <xref ref-type="bibr" rid="CIT0031">2009</xref>). An engaged employee is aware of business context and works with colleagues to improve performance within the job for the benefit of the organisation. As a driver of an SFM system, Wranx (<xref ref-type="bibr" rid="CIT0044">2016</xref>) adds that employee engagement is a positive, fulfilling, work-related state of mind that is characterised by vigour, dedication and absorption.</p>
</sec>
<sec id="s20004">
<title>The effects of shop floor processes through housekeeping</title>
<p>Two significant challenges in business, such as competitiveness and efficiency, have impelled a number of manufacturing organisations to implement innovative management strategies (Zahraee et al. <xref ref-type="bibr" rid="CIT0046">2014</xref>). This includes housekeeping strategies like 5S. The 5S (or good housekeeping) involves the principle of waste elimination through workplace organisation (Dobre <xref ref-type="bibr" rid="CIT0013">2013</xref>). It applies standard housekeeping practices in the workplace through the five principles of sort, set in order, clean, standardise and sustain (Harino <xref ref-type="bibr" rid="CIT0022">1996</xref>). For SFM to be effective, the 5S approach must guide shop employees towards their work and help improve communication among various business functions and departments. A well-organised workplace provides a safe and efficient production environment, which boosts shop floor employee morale, promoting the feeling of ownership, pride and ownership of their responsibilities. Many researchers (Bicheno <xref ref-type="bibr" rid="CIT0003">1998</xref>; Hirano <xref ref-type="bibr" rid="CIT0022">1996</xref>; Ho <xref ref-type="bibr" rid="CIT0023">1997</xref>; O&#x2019;hEocha <xref ref-type="bibr" rid="CIT0033">2000</xref>) believe that the successful implementation of 5S in the SFM environment significantly improved quality, productivity, time delivery, safety and shop floor employee morale values.</p>
</sec>
<sec id="s20005">
<title>Shop floor management and labour productivity</title>
<p>An engaged employee is able to offer a sustained effort to their organisation (Cook <xref ref-type="bibr" rid="CIT0011">2008</xref>). The benefits of shop floor employee engagement include improved labour productivity and greater passion for commitment to vision, strategy and goals of the organisation. Consequently, Dobre (<xref ref-type="bibr" rid="CIT0013">2013</xref>) adds that SFM (as a primary process for employee engagement) is an approach that ensures the effective utilisation of people and processes. Employee engagement through SFM team meetings is key to achieving labour productivity targets outlined by the business. The business needs to foster a shop floor culture that encourages the workforce to perform their responsibilities to meet customer expectations, thus positively influencing labour productivity (Dobre <xref ref-type="bibr" rid="CIT0013">2013</xref>). According to Hanenkamp (<xref ref-type="bibr" rid="CIT0020">2013</xref>), for employees to perform optimally they should understand their work standards, receive adequate training and be provided with timely feedback regarding their performance (Dobre <xref ref-type="bibr" rid="CIT0013">2013</xref>). Wranx (<xref ref-type="bibr" rid="CIT0044">2016</xref>) adds that employees operating in an SFM environment must be engaged in order to yield greater labour productivity. For labour productivity to be realised, Hanenkamp (<xref ref-type="bibr" rid="CIT0020">2013</xref>) presents the links between SFM and employee motivation and teamwork.</p>
<sec id="s30006">
<title>Employee motivation</title>
<p>The motivational functions in performance feedback stipulate that management hold regular meetings to provide feedback regarding employee progress towards targets (Mann <xref ref-type="bibr" rid="CIT0031">2009</xref>). In this case, the feedback is used as an opportunity to appraise the employee for the purpose of increased efficiency, productivity and morale. Hence, the feedback process brings the opportunity to focus on work activities and targets. It encourages and motivates employees to perform better (Nyaoga, Simeon &#x0026; Magutu <xref ref-type="bibr" rid="CIT0032">2010</xref>).</p>
</sec>
<sec id="s30007">
<title>Teamwork</title>
<p>A team is a collection of individuals who are interdependent in their tasks and share the responsibility for outcomes (Cohen &#x0026; Bailey <xref ref-type="bibr" rid="CIT0009">1997</xref>). Brown (<xref ref-type="bibr" rid="CIT0006">1995</xref>) adds that teamwork can influence performance results and organisational objectives. It enhances effectiveness and productivity of a company, which leads to an organisation becoming more profitable (Jiang <xref ref-type="bibr" rid="CIT0027">2010</xref>). Hanenkamp (<xref ref-type="bibr" rid="CIT0020">2013</xref>) indicates that empowered shop floor teams are important factors for successful SFM. The influence of teamwork is evident when employees come together during their daily team meetings (Quddus &#x0026; Nazmul <xref ref-type="bibr" rid="CIT0037">2014</xref>). The team is able to detect deviations, analyse and solve them in accordance with defined improvement measures. The implementation of the improvement measures is discussed in the structured meetings at the shop floor level (Illing <xref ref-type="bibr" rid="CIT0025">2011</xref>). However, Liker (<xref ref-type="bibr" rid="CIT0030">2012</xref>) indicates that the problem and the implementation of the improvement measures can be escalated to the next level, upwards, depending on the complexity of the problem. Nonetheless, high performance work teams operate with little or no supervision (Bhuvanaiah &#x0026; Raya <xref ref-type="bibr" rid="CIT0004">2014</xref>). Hence, Illing (<xref ref-type="bibr" rid="CIT0026">2012</xref>) indicates that SFM creates a platform in which team members are encouraged to share workloads and help each other. While SFM supports lean principles, the system improves the operational performance of a company. Therefore, a quantitative goal of SFM is the systematic control and improvement of operational KPIs (Peters <xref ref-type="bibr" rid="CIT0034">2003</xref>). These include quality, efficiency, and reliability of order fulfilment (Riegger <xref ref-type="bibr" rid="CIT0038">2011</xref>). Hence, this study investigates whether SFM has the ability to improve labour productivity in the automotive parts manufacturing sector. It explores the suitability of SFM as an appropriate tool for productivity improvement.</p>
<p><bold>Hypothesis:</bold> The study is based on the following assumptions:</p>
<disp-quote>
<p><bold>H1</bold>: The implementation of SFM leads to labour productivity improvement in automotive parts manufacturing companies.</p>
<p><bold>H1<sub>0</sub></bold>: The implementation of SFM does not lead to labour productivity improvement in automotive parts manufacturing companies.</p>
</disp-quote>
<p>The following are sub-hypotheses:</p>
<disp-quote>
<p><bold>H2:</bold> An increase in the absenteeism rate increases labour productivity in automotive parts manufacturing companies.</p>
<p><bold>H2<sub>0</sub></bold>: An increase in the absenteeism rate decreases labour productivity in automotive parts manufacturing companies.</p>
<p><bold>H3:</bold> An increase in spoilage rate increases labour productivity in automotive parts manufacturing companies.</p>
<p><bold>H3<sub>0</sub></bold>: An increase in spoilage rate decreases labour productivity in automotive parts manufacturing companies.</p>
<p><bold>H4:</bold> An increase in the rate of housekeeping increases labour productivity in automotive parts manufacturing companies.</p>
<p><bold>H4<sub>0</sub></bold>: An increase in the rate of housekeeping decreases labour productivity in automotive parts manufacturing companies.</p>
</disp-quote>
</sec>
</sec>
</sec>
<sec id="s0008">
<title>Methodology</title>
<p>The method for this research will be discussed under the following headings: research design and approach, company that participated in the study, data collection, as well as measurement and data analysis.</p>
<sec id="s20009">
<title>Research design and approach</title>
<p>This study was quantitative in nature. It examines the relationship of labour productivity as a dependent variable with absenteeism, spoilage, and housekeeping as well as a post-SFM dummy. Bryman and Bell (<xref ref-type="bibr" rid="CIT0007">2007</xref>) explain that the quantitative approach involves the use of statistical procedures to analyse the data collected. Consequently, after the measurements of the relevant variables, the scores were transformed using statistical methods. The study was also conclusive in design. Conclusive studies are meant to provide information that is useful in decision-making (Yin <xref ref-type="bibr" rid="CIT0045">2008</xref>).</p>
</sec>
<sec id="s20010">
<title>Company that participated in the study</title>
<p>A convenience sample from one large automotive parts manufacturing organisation situated within the eThekwini District Municipality in the province of KwaZulu-Natal in South Africa was used. The company had adopted an SFM strategy and agreed to participate in the study. It is labour intensive and, prior to SFM implementation, disturbances were reported in the production process, resulting in the production targets not being met. The shop floor employees did not show commitment in their work activities. Consequently, the company had to implement SFM in order to improve supervision and give employees the platform to raise concerns they come across in their workplace. Hence, the SFM system was used on the company&#x2019;s blue-collar employees whose jobs require manual labour. The company had 1307 employees and operates a three-shift system. <xref ref-type="table" rid="T0001">Table 1</xref> presents a percentage breakdown of employees in terms of their level of activities.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Percentage breakdown of employees in terms of their level of activities.</p></caption>
<table frame="hsides" rules="groups">
<thead valign="top">
<tr>
<th valign="top" align="left">Number</th>
<th valign="top" align="left">Level of activity</th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1.</td>
<td align="left">Plant management</td>
<td align="center">3.1</td>
</tr>
<tr>
<td align="left">2.</td>
<td align="left">Support administration staff</td>
<td align="center">11.0</td>
</tr>
<tr>
<td align="left">3.</td>
<td align="left">Team leaders</td>
<td align="center">5.2</td>
</tr>
<tr>
<td align="left">4.</td>
<td align="left">Line functional employees</td>
<td align="center">80.7</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s20011">
<title>Data collection</title>
<p>The collection of data from the company that participated in the study was carried out in two phases. This involved the collection of pre-and post-SFM results from company records for absenteeism, spoilage, housekeeping and labour productivity. The pre-SFM results were quarterly data reflecting the company&#x2019;s performance over the four-year period prior to SFM implementation. This includes data from the first quarter of 2009 to the final quarter of 2012. The post-SFM data reflect the company&#x2019;s performance for four years after SFM was implemented. This includes data from the first quarter of 2014 to the final quarter of 2017. Note that the year 2013 was the SFM implementation period. Its data was excluded from the study.</p>
</sec>
<sec id="s20012">
<title>Measurement and data analysis</title>
<p>The company&#x2019;s quarterly time series data on absenteeism, spoilage and housekeeping rates were used. The measurements were based on a total of 96 observations. A dummy variable, which assumed the value of 0 and 1 to represent the periods pre- and post-SFM, was introduced into the ordinary least squares (OLS) model. The aim was to isolate productivity effects resulting from an introduction of SFM. Consequently, if SFM proved to be a useful strategy in raising productivity levels, this would result in a statistically significant coefficient on the dummy variable.</p>
<p>The OLS model used was as follows: <italic>Labour Productivity</italic> = B<sub>0</sub> + B<sub>1</sub><italic>Absenteeism</italic> + B<sub>2</sub><italic>Spoilage</italic> + B<sub>3</sub><italic>Housekeeping +</italic> B<sub>4</sub><italic>Pre/Post Dummy.</italic></p>
<p>The above model identifies labour productivity as a function of absenteeism, the spoilage and housekeeping rates, as well as the SFM system.</p>
<p>For this study to achieve its objectives, the normality test was conducted using Kolmogorov-Smirnov and Shapiro-Wilk for the overall score of the constructs. <xref ref-type="table" rid="T0002">Table 2</xref> presents results for normality tests for labour productivity, absenteeism and spoilage rates, as well as the housekeeping rate.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Normality tests for absenteeism, spoilage and housekeeping rates.</p></caption>
<table frame="hsides" rules="groups">
<thead valign="top">
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" colspan="4">Kolmogorov-Smirnov<xref ref-type="table-fn" rid="TFN0001">&#x2020;</xref><hr/></th>
<th valign="top" align="center" colspan="3">Shapiro-Wilk<hr/></th>
</tr>
<tr>
<th valign="top" align="center">Group</th>
<th valign="top" align="center">Statistic</th>
<th valign="top" align="center"><italic>df</italic></th>
<th valign="top" align="center">Sig.</th>
<th valign="top" align="center">Statistic</th>
<th valign="top" align="center"><italic>df</italic></th>
<th valign="top" align="center">Sig.</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left" rowspan="2">Absenteeism rate</td>
<td align="center">0</td>
<td align="center">0.276</td>
<td align="center">16</td>
<td align="center">0.074</td>
<td align="center">0.854</td>
<td align="center">16</td>
<td align="center">0.105</td>
</tr>
<tr>
<td align="center">1</td>
<td align="center">0.122</td>
<td align="center">16</td>
<td align="center">0.200</td>
<td align="center">0.979</td>
<td align="center">16</td>
<td align="center">0.956</td>
</tr>
<tr>
<td align="left" rowspan="2">Spoilage rate</td>
<td align="center">0</td>
<td align="center">0.218</td>
<td align="center">16</td>
<td align="center">0.200</td>
<td align="center">0.952</td>
<td align="center">16</td>
<td align="center">0.730</td>
</tr>
<tr>
<td align="center">1</td>
<td align="center">0.315</td>
<td align="center">16</td>
<td align="center">0.019</td>
<td align="center">0.830</td>
<td align="center">16</td>
<td align="center">0.059</td>
</tr>
<tr>
<td align="left" rowspan="2">Housekeeping rate</td>
<td align="center">0</td>
<td align="center">0.230</td>
<td align="center">16</td>
<td align="center">0.200</td>
<td align="center">0.912</td>
<td align="center">16</td>
<td align="center">0.366</td>
</tr>
<tr>
<td align="center">1</td>
<td align="center">0.246</td>
<td align="center">16</td>
<td align="center">0.166</td>
<td align="center">0.862</td>
<td align="center">16</td>
<td align="center">0.124</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>df</italic>, degrees of freedom; Sig., significance.</p></fn>
<fn id="TFN0001"><label>&#x2020;</label><p>, Lilliefors significance correction.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The statistical tests in <xref ref-type="table" rid="T0002">Table 2</xref> show that the data were not normally distributed (<italic>p</italic> &#x003E; 0.05). Hence, the results were analysed using a parametric test, that is, the <italic>t</italic>-tests.</p>
</sec>
</sec>
<sec id="s0013">
<title>Study results</title>
<p>This section presents results for the pre- and post-SFM means comparison, as well as labour productivity.</p>
<sec id="s20014">
<title>Pre- and post-shop floor management means comparison</title>
<p><xref ref-type="table" rid="T0003">Table 3</xref> compare the means (in percentages) for absenteeism, spoilage and housekeeping.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Pre- and post-shop floor management percentage means comparison.</p></caption>
<table frame="hsides" rules="groups">
<thead valign="top">
<tr>
<th valign="top" align="left">Number</th>
<th valign="top" align="center">Variable</th>
<th valign="top" align="center">Pre-SFM period (&#x0025;)</th>
<th valign="top" align="center">Post-SFM period (&#x0025;)</th>
<th valign="top" align="center">&#x0025; Mean difference (pre &#x2013; post)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1.</td>
<td align="left">Absenteeism</td>
<td align="center">2.51</td>
<td align="center">4.11</td>
<td align="center">&#x2212;1.6</td>
</tr>
<tr>
<td align="left">2.</td>
<td align="left">Spoilage</td>
<td align="center">2.04</td>
<td align="center">0.70</td>
<td align="center">+1.37</td>
</tr>
<tr>
<td align="left">3.</td>
<td align="left">Housekeeping</td>
<td align="center">73.75</td>
<td align="center">65.04</td>
<td align="center">+8.71</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>SFM, Shop floor management.</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="T0003">Table 3</xref> indicates that the percentage mean data for the pre-SFM period for absenteeism, spoilage and housekeeping are 2.51, 2.04 and 73.75&#x0025;. However, the percentage mean data for the post-SFM period for absenteeism, spoilage and housekeeping are 4.11, 0.70 and 65.04&#x0025;. The table shows mixed results of mean values on the three variables (that is, the absenteeism, spoilage and housekeeping from pre-SFM mean data to post-SFM mean data). Hence, the next section assesses labour productivity results as a consequence of SFM implementation.</p>
</sec>
<sec id="s20015">
<title>Labour productivity results</title>
<p><xref ref-type="table" rid="T0004">Table 4</xref> presents the results for labour productivity as a dependent variable to absenteeism, spoilage, housekeeping, as well as post-SFM dummy.</p>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Results for labour productivity as a dependent variable to absenteeism, spoilage, housekeeping, as well as post-shop floor management dummy.</p></caption>
<table frame="hsides" rules="groups">
<thead valign="top">
<tr>
<th valign="top" align="left">Regression</th>
<th valign="top" align="center">Coefficient</th>
<th valign="top" align="center"><italic>t</italic>-statistic</th>
<th valign="top" align="center">Probability</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Constant (B<sub>o</sub>)</td>
<td align="center">2.843</td>
<td align="center">0.711</td>
<td align="center">0.492</td>
</tr>
<tr>
<td align="left">Spoilage rate</td>
<td align="center">&#x2212;0.791</td>
<td align="center">&#x2212;4.555</td>
<td align="center">0.001</td>
</tr>
<tr>
<td align="left">Absenteeism rate</td>
<td align="center">0.359</td>
<td align="center">2.504</td>
<td align="center">0.029</td>
</tr>
<tr>
<td align="left">Housekeeping rate</td>
<td align="center">0.134</td>
<td align="center">0.839</td>
<td align="center">0.419</td>
</tr>
<tr>
<td align="left">Pre and/or post dummy</td>
<td align="center">&#x2212;0.094</td>
<td align="center">&#x2212;0.885</td>
<td align="center">0.395</td>
</tr>
<tr>
<td align="left"><italic>R</italic>-squared</td>
<td align="center">0.803</td>
<td align="center">F-statistics</td>
<td align="center">25.636</td>
</tr>
<tr>
<td align="left">Adjusted <italic>R&#x00B2;</italic></td>
<td align="center">0.868</td>
<td align="center">Sum of squares</td>
<td align="center">3.612</td>
</tr>
<tr>
<td align="left">Standard error of regression</td>
<td align="center">0.188</td>
<td align="center">Durbin-Watson statistic</td>
<td align="center">1.914</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Note: Regression data: 2009&#x2013;2017 for 96 observations. The following OLS estimation is based on the equation: <italic>Labour Productivity</italic> = B<sub>0</sub> + B<sub>1</sub><italic>Absenteeism</italic> + B<sub>2</sub><italic>Spoilage</italic> + B<sub>3</sub><italic>Housekeeping</italic> + B<sub>4</sub><italic>Pre/Post Dummy</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="s30016">
<title>Labour productivity as a dependent variable to spoilage rate</title>
<p>The results in <xref ref-type="table" rid="T0004">Table 4</xref> show that spoilage rate has a statistically significant relationship with labour productivity as shown by its <italic>t</italic>-value of &#x2013;4.555. It is above the critical absolute <italic>t</italic>-value of 1.960 at the 5&#x0025; level of significance (Curwin &#x0026; Slater <xref ref-type="bibr" rid="CIT0012">2002</xref>). The negative relationship indicates that any decrease in spoilage rate would result in an increase in labour productivity.</p>
</sec>
<sec id="s30017">
<title>Labour productivity as a dependent variable to absenteeism rate</title>
<p>Results as illustrated in <xref ref-type="table" rid="T0004">Table 4</xref> show that absenteeism rate has a statistically significant relationship with labour productivity. This is determined by its <italic>t</italic>-value of 2.504, which is above the critical absolute <italic>t</italic>-value of 1.960 at the 5&#x0025; level of significance.</p>
</sec>
<sec id="s30018">
<title>Labour productivity as a dependent variable to housekeeping</title>
<p><xref ref-type="table" rid="T0004">Table 4</xref> show that housekeeping has no relationship with labour productivity. This is determined by its <italic>t</italic>-value of 0.839, which is below the critical absolute <italic>t</italic>-value of 1.960 at the 5&#x0025; level of significance.</p>
</sec>
<sec id="s30019">
<title>Labour productivity as a dependent variable to shop floor management dummy variable</title>
<p>Results show that SFM has no relationship with labour productivity. This is determined by its <italic>t</italic>-value of -0.885 and is below the critical absolute <italic>t</italic>-value of 1.960 at the 5&#x0025; level of significance, thus accepting the null hypothesis of no relationship between the two variables. It has the adjusted R<sup>2</sup> of 0.868. However, the serial correlation is high at 1.914 when compared to the standard value of 1.72 at the 5&#x0025; level of significance (Curwin &#x0026; Slater <xref ref-type="bibr" rid="CIT0012">2002</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s0020">
<title>Summary of results: Statistical tests and box plots for determining whether the normality and homogeneity of variances have been met</title>
<p>This section analyses data using factorial designs. It incorporates box plots to determine whether the factorial ANOVA assumptions of normality and homogeneity of variance have been met. Porkess (<xref ref-type="bibr" rid="CIT0036">2005</xref>) explains that the populations represented should be normally distributed (that is, the normality), making the mean an appropriate measure of central tendency. However, the homogeneity of variance indicates that the population from which the data are sampled should have the same variance.</p>
<p>The Bartlett&#x2019;s test was used to verify whether the variances were equal for all the samples (Curwin &#x0026; Slater <xref ref-type="bibr" rid="CIT0012">2002</xref>). <xref ref-type="fig" rid="F0001">Figure 1</xref> shows the summary of the results from Bartlett&#x2019;s test for homogeneity of variances.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Bartlett&#x2019;s test for homogeneity of variances.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-23-3269-g001.tif"/>
</fig>
<p><xref ref-type="table" rid="T0005">Table 5</xref> presents detailed results of Bartlett&#x2019;s test for homogeneity of variances for labour productivity, spoilage rate, absenteeism rate as well as housekeeping.</p>
<table-wrap id="T0005">
<label>TABLE 5</label>
<caption><p>Bartlett&#x2019;s test for homogeneity of variances (<italic>p</italic> = 7.520).</p></caption>
<table frame="hsides" rules="groups">
<thead valign="top">
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center">Means of transformed data</th>
<th valign="top" align="center">Standard deviations of transformed data</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Spoilage</td>
<td align="center">1.369</td>
<td align="center">0.766</td>
</tr>
<tr>
<td align="left">Absenteeism</td>
<td align="center">3.31</td>
<td align="center">1.007</td>
</tr>
<tr>
<td align="left">Housekeeping</td>
<td align="center">69.375</td>
<td align="center">6.428</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The <italic>p</italic>-value in the Bartlett&#x2019;s test (at <italic>p</italic> &#x003E; 0.05) shows that the homogeneity of variance is violated. The <italic>p</italic>-value at 7.520 is above the significant level of 0.05. Therefore, the variances are not equal, given the amount of variability in the variances that can naturally occur in the data. This is confirmed by Levene&#x2019;s test of equality, shown in <xref ref-type="table" rid="T0006">Table 6</xref>.</p>
<table-wrap id="T0006">
<label>TABLE 6</label>
<caption><p>Levene&#x2019;s test of equality of error variances.</p></caption>
<table frame="hsides" rules="groups">
<thead valign="top">
<tr>
<th valign="top" align="left">Fisher-Snedecor</th>
<th valign="top" align="center"><italic>t</italic>-statistic for equal means</th>
<th valign="top" align="center">Significance</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">0.282</td>
<td align="center">&#x2212;0.489</td>
<td align="center">0.604</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Porkess (<xref ref-type="bibr" rid="CIT0036">2005</xref>) defines Levene&#x2019;s tests of equality as an inferential statistic used to assess the equality of variance on different samples. In Levene&#x2019;s test of equality, the statistical procedure assumes that variances of the populations from which different samples are drawn are equal. However, the results in <xref ref-type="table" rid="T0006">Table 6</xref> show that the obtained similarities between the variances in the samples between the pre and post data sets at <italic>p</italic>-value 0.604 did not occur. They are above the statistically significant value of 0.05. The associated plots in <xref ref-type="fig" rid="F0002">Figure 2</xref> confirm the results.</p>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>Box plots determining the normality and homogeneity of variance.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-23-3269-g002.tif"/>
</fig>
<p><xref ref-type="fig" rid="F0002">Figure 2</xref> shows the mode of change from pre- to post-SFM system periods are homogeneous. However, the box plots indicate that the variances for spoilage, absenteeism and housekeeping rates are not equal. This was confirmed by both Bartlett&#x2019;s and Levene&#x2019;s tests results.</p>
</sec>
<sec id="s0021">
<title>Discussion</title>
<p>This study investigates the influence of the SFM system on the improvement of labour productivity in an automotive parts manufacturing company in South Africa. It examined the production and related experience of the parts manufacturing company that has adopted an SFM strategy for its employees. Quarterly time series data on absenteeism, spoilage and housekeeping were used to analyse data. Results indicate that housekeeping and SFM have no relation to labour productivity. However, it revealed that the both the absenteeism and spoilage rates have a relationship with labour productivity. This is supported by Bhuvanaiah and Raya (<xref ref-type="bibr" rid="CIT0004">2014</xref>) who indicate that, during the process of the SFM system, employees become self-motivated, driven and energised to perform to the organisation&#x2019;s expectations. Furthermore, Riegger (<xref ref-type="bibr" rid="CIT0038">2011</xref>) adds that an engaged shop floor employee is aware of business context and works with colleagues to improve performance within the job for the benefit of the organisation.</p>
</sec>
<sec id="s0022">
<title>Implications of results for policy and practice</title>
<p>Organisations in South Africa should revise their performance management systems and develop SFM strategies, policies and practices that help to achieve new business goals and support organisational and cultural change (Wranx <xref ref-type="bibr" rid="CIT0044">2016</xref>). This must be based on an understanding of the economic factors affecting employee engagement and motivation, and the significance of the psychological meaningfulness of work that influences shop floor employee engagement for productivity improvement. Besides the achievement of study objectives, the following conclusions can be made on the SFM philosophy:</p>
<list list-type="bullet">
<list-item><p>It is an extent of control that is exercised at the shop floor level for employee engagement aimed at achieving organisational values. Hence, SFM is a process for employee engagement gearing for organisational success through productivity.</p></list-item>
<list-item><p>It empowers shop floor employees to make decisions and solve problems appropriate to their level in the organisation.</p></list-item>
<list-item><p>It is a system that improves absenteeism and reduces spoilage rates for labour productivity.</p></list-item>
<list-item><p>In order to maximise performance, a comprehensive performance policy must be developed, which aligns employee engagement to productivity (Farouk <xref ref-type="bibr" rid="CIT0014">2014</xref>).</p></list-item>
</list>
</sec>
<sec id="s0023">
<title>Study limitations</title>
<p>The study was limited to an automotive parts manufacturing company within the eThekwini District Municipality. The investigation was conducted in a single company that has adopted the SFM system. As there are 378 registered automotive parts manufacturing organisations in South Africa (SAinfo <xref ref-type="bibr" rid="CIT0040">2008</xref>), the results cannot be extrapolated to other companies within the sector. Secondly, it did not examine the process followed during the SFM implementation including (among others) the individuals that participated in the implementation process. It only used quarterly time series data to determine the pre- and post-labour productivity effects resulting from the SFM strategy. Lastly, the econometrics model used was of the OLS variety, solely due to data constraints. Future studies ought to use the more advanced Johansen VAR methodology or panel data analysis, both of which rely on large data sets.</p>
</sec>
<sec id="s0024">
<title>Conclusion</title>
<p>SFM is an appropriate employee engagement process that creates a working environment that encourages worker participation and commitment. Properly implemented and managed, the system results in employee performance improvement. Psychological meaningfulness and motivation play a role in shop floor employee engagement (Geldenhuys et al. <xref ref-type="bibr" rid="CIT0016">2014</xref>). Consequently, the study revealed the relationship between both absenteeism and spoilage rates and labour productivity in the selected automotive parts manufacturing company. It is an approach that takes advantage of a focused organisational strategy to combine employee communication, decision-making and participation. The system can be used for developing employee capability in the organisations. Hence, the employees will have the capabilities to solve organisational problems (Alazzaz &#x0026; Whyte <xref ref-type="bibr" rid="CIT0001">2015</xref>).</p>
<sec id="s20025">
<title>Future research required</title>
<p>During the course of this study, issues relating to the long-term survival of an SFM strategy after implementation were not covered. This includes the applicability of SFM to a wider sector of the economic activity, including the public sector. The nature of this research did not allow these areas to be covered in depth. It is recommended that future research should examine the following issues in greater depth:</p>
<list list-type="bullet">
<list-item><p>When to use and when not to use the SFM system.</p></list-item>
<list-item><p>The applicability of an SFM approach to other industrial sectors.</p></list-item>
<list-item><p>The process followed during the implementation of an SFM system.</p></list-item>
<list-item><p>A more comprehensive investigation should be carried out using a randomised sample of the registered automotive manufacturers that use an SFM strategy, to see if the results can be generalised.</p></list-item>
</list>
</sec>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<sec id="s20026" sec-type="COI-statement">
<title>Competing interests</title>
<p>The author declares that he has no financial or personal relationships that may have inappropriately influenced him in writing this article.</p>
</sec>
<sec id="s20027">
<title>Author&#x2019;s contributions</title>
<p>The author, R.W.D.Z., declares that he is the sole author of this research article. He administrated the questionnaire, worked on the literature review, analysed the raw data, aligned and consolidated the article into a final manuscript.</p>
</sec>
<sec id="s20028">
<title>Ethical consideration</title>
<p>This article followed all ethical standards for carrying out research.</p>
</sec>
<sec id="s20029">
<title>Funding information</title>
<p>The article will be paid for by the researcher fund kept by the Durban University of Technology (DUT).</p>
</sec>
<sec id="s20030">
<title>Data availability statement</title>
<p>Data sharing is not applicable to this article as no new data were created or analysed in this study.</p>
</sec>
<sec id="s20031">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the author and do not necessarily reflect the official policy or position of any affiliated agency of the author.</p>
</sec>
</ack>
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<fn><p><bold>How to cite this article:</bold> Zondo, R.W.D., 2020, &#x2018;Influence of a shop floor management system on labour productivity in an automotive parts manufacturing organisation in South Africa&#x2019;, <italic>South African Journal of Economic and Management Sciences</italic> 23(1), a3269. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajems.v23i1.3269">https://doi.org/10.4102/sajems.v23i1.3269</ext-link></p></fn>
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