Kenyan labour laws inadequately protect HIV positive worker. The Constitution of Kenya, 1963, does not prohibit stereotypical attitudes adverse to HIV positive workers and discrimination on the basis of health status. It does not provide for the right to employment, health and health care services, and fails to delimit privacy and dignity rights. Under the Industrial Property Act, 2001, the basis for Government exploitation of patent through compulsory licensing is whimsical and parallel importing is not envisaged. Employers unilaterally draft employment contracts notwithstanding their unequal power relations to employees. The HIV and AIDS Tribunal institutionalises discrimination against HIV positive workers on the basis of the ambiguous ‘inherent job requirements.’ Plausible international labour laws and practices have no place in Kenya unless they are domesticated. SUMMARY This thesis interrogates the Kenyan labour laws and policies to identify their inefficiencies and suggest recommendations for reform. It commences with an analysis of the topical issues associated with the HIV positive worker. It then examines the extent of prevalence and ramifications of HIV/AIDS in Kenya. Subsequently, it studies the efforts made at the international and domestic arena in protecting the HIV positive worker. A comparative analysis is made of the laws protecting the HIV positive worker in a number of countries, namely, South Africa, United States of America and Australia. The thesis draws conclusions and recommends measures on how best to protect the Kenyan HIV positive worker. The labour laws should be amended to prohibit discrimination on the basis of health status, provide for right to affordable medication and work, allow negotiation of employment contracts, list international laws that Kenya ratifies without reservation as a source of law and delimit the concept of ‘inherent requirements of a job.’ The public should be sensitised to embrace HIV positive workers. Once the new Constitution is enacted, it should list socio-economic rights as fundamental rights and reform the office of the ombudsman to deal with complaints against private employers. / (LL.D.)

Kenyan labour laws inadequately protect HIV positive worker. The Constitution of Kenya, 1963, does not prohibit stereotypical attitudes adverse to HIV positive workers and discrimination on the basis of health status. It does not provide for the right to employment, health and health care services, and fails to delimit privacy and dignity rights. Under the Industrial Property Act, 2001, the basis for Government exploitation of patent through compulsory licensing is whimsical and parallel importing is not envisaged. Employers unilaterally draft employment contracts notwithstanding their unequal power relations to employees. The HIV and AIDS Tribunal institutionalises discrimination against HIV positive workers on the basis of the ambiguous ‘inherent job requirements.’ Plausible international labour laws and practices have no place in Kenya unless they are domesticated. SUMMARY This thesis interrogates the Kenyan labour laws and policies to identify their inefficiencies and suggest recommendations for reform. It commences with an analysis of the topical issues associated with the HIV positive worker. It then examines the extent of prevalence and ramifications of HIV/AIDS in Kenya. Subsequently, it studies the efforts made at the international and domestic arena in protecting the HIV positive worker. A comparative analysis is made of the laws protecting the HIV positive worker in a number of countries, namely, South Africa, United States of America and Australia. The thesis draws conclusions and recommends measures on how best to protect the Kenyan HIV positive worker. The labour laws should be amended to prohibit discrimination on the basis of health status, provide for right to affordable medication and work, allow negotiation of employment contracts, list international laws that Kenya ratifies without reservation as a source of law and delimit the concept of ‘inherent requirements of a job.’ The public should be sensitised to embrace HIV positive workers. Once the new Constitution is enacted, it should list socio-economic rights as fundamental rights and reform the office of the ombudsman to deal with complaints against private employers. / (LL.D.)

Denna studie undersöker användningen av maskininlärningsmodeller för att predicera arbetskraftstrender inom hälso- och sjukvården i Sverige. Med hjälp av en linjär regressionmodell, en Gradient Boosting Regressor-modell och en Exponential Smoothing-modell syftar forskningen för detta arbete till att ge viktiga insikter för underlaget till makroekonomiska överväganden och att ge en djupare förståelse av Beveridge-kurvan i ett sammanhang relaterat till hälso- och sjukvårdssektorn. Trots vissa utmaningar med datan är målet att förbättra noggrannheten och effektiviteten i beslutsfattandet rörande arbetsmarknaden. Resultaten av denna studie visar maskininlärningspotentialen i predicering i ett ekonomiskt sammanhang, även om inneboende begränsningar och etiska överväganden beaktas. / This study examines the use of machine learning models to predict workforce trends in the healthcare sector in Sweden. Using a Linear Regression model, a Gradient Boosting Regressor model, and an Exponential Smoothing model the research aims to grant needed insight for the basis of macroeconomic considerations and to give a deeper understanding of the Beveridge Curve in the healthcare sector’s context. Despite some challenges with data, the goal is to improve the accuracy and efficiency of the policy-making around the labor market. The results of this study demonstrates the machine learning potential in the forecasting within an economic context, although inherent limitations and ethical considerations are considered.

The study aim to investigate perceptions of military personnel with regard to HIV/AIDS in the SANDF in some military Units of Bloemfontein. The military personnel includes all males and females whose ages range between 19 - 47 years, were included in the sample. The approach utilised were both qualitative and quantitative. The data collection technique were: Closed and open-ended questionnaires were distributed to 548 respondents. ~ Participant observation. ~ Review of documents. • Unstructured observations. .. Unstructured interviews. This different data collection techniques to gather valid and reliable information with regard to HN/AJDS in the SANDF were triangulated. The findings revealed poor perception with regard to HIV/AIDS in the workplace, health education, lack of privacy, and discrimination on the benefit of HIV/AIDS. The recommendations of this project deals with aspects which include HIV/AIDS education, inclusion of HIV/AIDS in all military courses, distribution of policy on HIVIAIDS to all military personnel, and involvement in HIV/AIDS awareness. / Health Studies / M. Cur. (Health Studies)

The study aim to investigate perceptions of military personnel with regard to HIV/AIDS in the SANDF in some military Units of Bloemfontein. The military personnel includes all males and females whose ages range between 19 - 47 years, were included in the sample. The approach utilised were both qualitative and quantitative. The data collection technique were: Closed and open-ended questionnaires were distributed to 548 respondents. ~ Participant observation. ~ Review of documents. • Unstructured observations. .. Unstructured interviews. This different data collection techniques to gather valid and reliable information with regard to HN/AJDS in the SANDF were triangulated. The findings revealed poor perception with regard to HIV/AIDS in the workplace, health education, lack of privacy, and discrimination on the benefit of HIV/AIDS. The recommendations of this project deals with aspects which include HIV/AIDS education, inclusion of HIV/AIDS in all military courses, distribution of policy on HIVIAIDS to all military personnel, and involvement in HIV/AIDS awareness. / Health Studies / M. Cur. (Health Studies)