This research determines whether data quality mining can be used to describe, monitor and evaluate the scope and impact of semantic data quality problems in the learner enrolment data on the National Learners’ Records Database. Previous data quality mining work has focused on anomaly detection and has assumed that the data quality aspect being measured exists as a data value in the data set being mined. The method for this research is quantitative in that the data mining techniques and model that are best suited for semantic data quality deficiencies are identified and then applied to the data. The research determines that unsupervised data mining techniques that allow for weighted analysis of the data would be most suitable for the data mining of semantic data deficiencies. Further, the academic Knowledge Discovery in Databases model needs to be amended when applied to data mining semantic data quality deficiencies. / School of Computing / M. Tech. (Information Technology)

Spatial, temporal and population dynamics have influenced learner enrolments in Vhembe District primary schools in Limpopo, South Africa. Vhembe District primary schools have in recent years experienced closure of some of its primary schools due to declining learner enrolments. The dynamics of demographic factors such as migration, fertility and mortality cause fluctuations in the school-age population over time and across space. Poor economic development, the location of the district and the spatial distribution of primary schools make the situation in this rural-based district even more complex. The communities of Vhembe District are discontent about the state of affairs in the area regarding the provision of education and the closure of schools. The closure of schools destabilises the social cohesion amongst members of the community and disempowers them, while inadequate provision of primary school education makes them feel neglected and robbed of their constitutional right. This study investigated the causes of declining learner enrolment and the effect of the closure of schools on the communities. To achieve the objectives data came from questionnaires at household level and from interviews conducted with educators, circuit managers, officials in the Limpopo Education Department and traditional leaders. The study found that declining fertility and out-migration from the area are responsible for a declining school-age population. This is the reality and the communities of Vhembe District will have to live with it because overall learner enrolments continue to decline. Lack of a planning model in the former Venda territory led to an over-supply of primary schools thus schools in close proximity had to compete for learners. Poorly equipped schools and general development of the area exacerbate the problem and some members of the community perceive education in this district to be inferior. Younger economically active people are increasingly moving to places with better opportunities. This study offers some recommendations to alleviate the problems identified in Vhembe District. Application of a geographical approach to an adaptive strategy considers the natural environment in political, social and economic context. It suggests that education authorities could apply such a strategy to make the schools in rural areas more sustainable / Geography / D. Phil. (Geography)

Spatial, temporal and population dynamics have influenced learner enrolments in Vhembe District primary schools in Limpopo, South Africa. Vhembe District primary schools have in recent years experienced closure of some of its primary schools due to declining learner enrolments. The dynamics of demographic factors such as migration, fertility and mortality cause fluctuations in the school-age population over time and across space. Poor economic development, the location of the district and the spatial distribution of primary schools make the situation in this rural-based district even more complex. The communities of Vhembe District are discontent about the state of affairs in the area regarding the provision of education and the closure of schools. The closure of schools destabilises the social cohesion amongst members of the community and disempowers them, while inadequate provision of primary school education makes them feel neglected and robbed of their constitutional right. This study investigated the causes of declining learner enrolment and the effect of the closure of schools on the communities. To achieve the objectives data came from questionnaires at household level and from interviews conducted with educators, circuit managers, officials in the Limpopo Education Department and traditional leaders. The study found that declining fertility and out-migration from the area are responsible for a declining school-age population. This is the reality and the communities of Vhembe District will have to live with it because overall learner enrolments continue to decline. Lack of a planning model in the former Venda territory led to an over-supply of primary schools thus schools in close proximity had to compete for learners. Poorly equipped schools and general development of the area exacerbate the problem and some members of the community perceive education in this district to be inferior. Younger economically active people are increasingly moving to places with better opportunities. This study offers some recommendations to alleviate the problems identified in Vhembe District. Application of a geographical approach to an adaptive strategy considers the natural environment in political, social and economic context. It suggests that education authorities could apply such a strategy to make the schools in rural areas more sustainable / Geography / D. Phil. (Geography)

Rationalisation and redeployment of educators in South Africa negatively affects teaching and learning in schools. The purpose of this study was to explore the experiences of educators and stakeholders on rationalisation and redeployment as a policy. The study was conducted in schools of the Mopani district in Limpopo Province. Limpopo schools experience redeployment every year as the learner enrolment fluctuates. This increase or decrease of learner enrolment causes compulsory transfer of educators from the school with low enrolment to the school with greater enrolment. A legal framework, social justice and transformational leadership theory underpinned this study. The study used a qualitative research framework and methodology located within the constructivist paradigm to explore the experiences of educators and stakeholders on rationalisation and redeployment as a policy. This qualitative study employed a case study design, the case being redeployment of educators. Principals, educators, secretaries of school governing bodies, union members and circuit managers were selected as stakeholders to participate in the study. Semi-structured, face-to-face interviews were conducted with principals, secretaries of governing bodies, union members and circuit managers. Two focus groups with educators, who were once redeployed, were used, one from a primary school and the other from a secondary school. Observations and document analysis were also used in this study for triangulation. Data were coded and analysed through qualitative content analysis. The study found that rationalisation and redeployment affect the morale of educators It was also revealed that principals use the process for their personal advancement. Again, rationalisation and redeployment hinder the school performance as it takes place in the middle of the year. This study recommended that rationalisation and redeployment be done once within a three-year cycle. It was also recommended that redeployed educators should be counselled to boost their low morale. / Educational Management and Leadership / Ph. D. (Education Leadership and Management)