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Prediction of Malaysian women divorce using machine learning techniques
Item Type: Article
Author: 
Aimran, Nazim and
Rambli, Adzhar and
Afthanorhan, Asyraf and
Mahmud, Adzmel and
Sapri, Azlin and
Azman, Airena Aireen and
Author: 
Editor: 
Year:  01/10/2022
Abstract:  This paper discusses the performance of three machine learning techniques namely Decision Tree, Logistic Regression and Artificial Neural Network for predicting divorce among Malaysian women. Secondary data were obtained from the Fifth Malaysia Population and Family Survey (MPFS-5) conducted by the National Population and Family Development Board (LPPKN). The total number of instances in the dataset was 7,644 ever married Malaysian women aged 15 to 59 years old. Divorce is currently a serious problem among the Malaysian community due to various reasons. In 2019, the divorce rate in Malaysia rose by 12% from the previous year. During the first three months of the movement Control Order (MCO), i.e. from March 18 to June 18, 2020, the Syariah Court of Malaysia recorded 6,569 divorce cases. Worse, a total of 90,766 divorce cases were recorded from January to October 2020. Among the six predictive methods, The Decision Tree Model (C5.0) was found to be the best model in classifying divorce among Malaysian women. The accuracy of the C5.0 model was 77.96% followed by the Artificial Neural Network (Multi-Layer Perceptron) and Logistic Regression (Forward Stepwise) model (74.68% and 67.89%, respectively). The order of important predictors in predicting divorce among Malaysian women is the wives’ employment status (0.1531) followed by the husbands’ employment status (0.1396), type of marriage (0.1327), race/ethnicity (0.1327), distant relationship (0.1212). the wives’ qualification level (0.1115), age group (0.1053) and religion (0.0998)
 
 
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Dasar dan Pelan Tindakan Pendidikan Kesihatan Reproduktif dan Sosial Kebangsaan (PEKERTI) 2022-2025
Item Type: Act & Policy
Author: 
Kementerian Pembangunan Wanita, Keluarga dan Masyarakat, Malaysia,  and
Author: 
Editor: 
Year:  08/09/2022
Abstract:  This new PEKERTI policy is applicable to every individual regardless of age and gender and takes into account ethnic, religious and cultural diversity. Focus will be given to producing a healthy population in terms of reproductive and sexual health based on high moral values and practicing responsible behavior and mutual respect for each other. This PEKERTI policy has been streamlined to achieve 5 objectives which are to (i) increase the awareness of Malaysians regarding the importance of reproductive and social health education, (ii) develop evidence-based reproductive and social health education programs, (iii) develop human expertise and modernity in aspects reproductive and social health education, (iv) carry out research in aspects of reproductive and social health education and (v) ensure programs and services under this policy are continuously monitored and evaluated. In order to achieve these 5 objectives that have been set, 5 Cores have been identified as policy implementation machinery namely (i) Advocacy, Promotion and Prevention, (ii) Comprehensive Reproductive and Social Health Education Covering All Age Levels, (iii) Human Capital and other Resources for Reproductive and Social Health education, (iv) Research and Development and (v) Monitoring and Evaluation.
 
 
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Autonomy in household decision-making among Malaysia women
Item Type: Thesis
Author: 
Ismail, Najihah and
Author: 
Editor: 
Year:  00/06/2022
Abstract:  The progress of Malaysian women has significantly improved since 1980, particularly in terms of educational achievement. However, women's labor force participation rate, level of women in decision-making at the household and industry levels, is still below that of men. These instances suggested that there were still obstacles to women's empowerment in Malaysia, particularly in decision-making. Hence, this study aims to identify factors affecting women's autonomy in household decision-making among married women in Malaysia. Data on women's autonomy in household decision-making were obtained from Fifth Malaysian Population and Family Survey in 2014 and accounted for 2595 married women aged 15-59. Kishor's Conceptual Framework and Three-domains of Women's Empowerment were adopted as a research framework. The study framework consisted of ten exogenous factors and endogenous variables of women's autonomy in household decisions. The household decision-making was divided into eight domains: household expenses, buying a house, making assets, family savings, family holidays, children's discipline, children's education, and woman's career. Each household decision domain had responses of three levels of women's autonomy (not involved, joint and sole participation) and was analyzed individually using the Multinomial Logistics Regression method. The study provides evidence that women's characteristics can restrict the autonomous power of women in a patriarchal society like Malaysia. All selected factors significantly impacted women's autonomy in at least one decision domain in the household. Women's education was the most substantial factor that positively influenced women's autonomy in all decisions in the household. In contrast, the spousal education gap and participation in the labor force could be a barrier to women's autonomy in the household. The family should be at the forefront of the empowering process as a woman's role in caring for the family's welfare is definite. Despite the continuous efforts to empower women, the study suggested that there is a need for a balance in shaping the positive patriarchal values among the communities, particularly among men. This can be achieved by promoting shared responsibility within a household, and this initiative has the same substantial weightage as a woman's education and economic status.
 
 
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Socio demographics determinants of contraceptive use among women in Malaysia: logistic regression model
Item Type: Book Section
Author: 
Samat, Nor Azah and
Muhammad Sapri, Noor Azlin and
Che Him, Norziha and
Mahmud, Adzmel and
Md. Junus, Noor Wahida and
Author: 
Editor: 
Mustapha, Aida and
Shamsudin, Suhadir and
Haider Rizvi, Syed Zuhaib and
Asman, Saliza and
Jamaian, Siti Suhana and
Year:  00/06/2022
Abstract:  Family planning could be defined as the ability of individuals and couples to anticipate and achieve their births. There are many types of contraceptive methods that can be used in family planning that could divided into two categories; namely modern and non-modern contraceptives methods. The choice whether to use modern or non-modern methods is said to be related to the socio demographic determinants of contraceptive use among ever married women aged 15-49 in Malaysia. Data used in this study was obtained from a national survey called Fifth Malaysia Population and Family Survey (MPFS-5) which was conducted by the National Population and Family Development Board in 2014. Multi-stage stratified random sampling method was used across all states in Malaysia. A total of 2736 ever married women who use contraception aged 15-49 years old were subjected to a face-to-face interview. The information was obtained on socio demographic characteristics and family planning practise. Data was analysed by using descriptive analysis, Chi-Square analysis and binary logistic regression. Findings of the analysis revealed that amongst five socio-demographic characteristics under study which are stratum, ethnicity, education level, age and income, only three socio-demographic characteristics known as stratum, ethnicity and education level present a significant association to the modern and non-modern contraceptive use among ever married women in Malaysia. In conclusion, the stratum or the location which either from urban or rural areas, the ethnicity which either Malay, other Bumiputera, Chinese or Indian, and the education level which either no education, primary school, secondary school or tertiary school, are the determinants of modern and non-modern contraceptive use among ever married women aged 15-49 in Malaysia
 
 
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Peranan, tahap kesejahteraan, cabaran dan persediaan golongan wanita dalam menghadapi situasi pandemik Covid-19 di Malaysia: Hasil penemuan siri kajian tinjauan pendapat umum LPPKN
Item Type: Conference or Workshop Item
Author: 
Abdul Razak, Ahmad Rasyidee and
Abdullah, Muhamad Noh and
Mohammad Fuzi, Nur Ashikin and
Omar, Nor Ezdianie and
Author: 
Editor: 
Year:  26/02/2022
Abstract:  Since the outbreak of the COVID-19 epidemic in the country since early 2020, the economy and community life have been severely affected. The increase in the number of daily cases as a result of several new waves of COVID-19 has also prompted the Government to implement a series of Movement Control Orders (MCO) nationwide. As a result, society, especially women, are seen to be increasingly stressed due to the loss of sources of income, limited involvement in outdoor activities and problems in balancing between work and family hours. Aware of this situation, the National Population and Family Development Board (NPFDB) has taken the initiative to conduct a series of public opinion polls throughout 2020 and 2021. This study aims to explore the role, level of well -being, challenges and preparation of women in facing pandemic situations. COVID-19 in Malaysia. This study is an online survey study. The findings of this study are a reflection of the current situation of society and family institutions in the face of the new wave of COVID-19. The results of a survey that focused on women showed that women were more affected than men. Although the level of well -being of women in the country is still at a satisfactory level, various issues and challenges are faced especially for those who are married. Issues of family management, children's education at home and more flexible working hours should be highlighted for consideration by the Government. It is hoped that various initiatives and development plans related to women can be planned as well as further strengthen the existing policies towards achieving the aspirations of the Malaysian Family. In general, this paper contributes to the knowledge related to the current situation of women in the face of new normative life. While in particular, this paper contributes to knowledge related to the role, well-being, challenges and preparation of women in facing the COVID-19 pandemic situation.
 
 
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Modul Latihan Jurulatih SMARTSTART 2.0 "Pra Perkahwinan"
Item Type: Module
Author: 
Lembaga Penduduk dan Pembangunan Keluarga Negara, Malaysia,  and
Author: 
Editor: 
Year:  00/01/2022
Abstract:  Introduction:- SMARTSTART 2.0 Pre-Marriage Training the Trainers Trainer Module is a new module that has been processed more neat and organized as a result of creative ideas through the compilation of contents and activities based on observations related to the latest issues that often being the cause of divorce. This module is a standard reference and guideline specially prepared for the use of trainers to facilitate the learning process, teaching and guide the preparation of programme materials. Through this module, it is hoped that it can provide positive benefits especially to individuals or couples who want to get married or who are planning to start a family in order to be more physically, mentally, emotionally, spiritually and financially prepared. Objectives: To provide knowledge and skills to the participants about preparations towards marriage. Program Duration: 2 day program Target Participants: Individuals or couples who want/plan to get married. Interactive Content: Promising difference through learning and delivery methods. Full involvement of participants through skills training and group activities.
 
 
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