Mining fuzzy specific rare itemsets for education data

2011 ◽  
Vol 24 (5) ◽  
pp. 697-708 ◽  
Author(s):  
Cheng-Hsiung Weng
Keyword(s):  
2020 ◽  
Vol 59 (5) ◽  
pp. 57-69
Author(s):  
Mirim Park ◽  
Kyunghwan Jang

2020 ◽  
pp. 159-172
Author(s):  
Patrick Yeyie

In Ghana, about 20% of school children are involved in some form of child labor. In the Oti Region of Ghana, the Kete-Krachi district has the highest prevalence rate of about 39% compared to 33.2% for the whole region. This paper investigates the major causes of child labor among School children in the Kete-Krachi district of the Oti Region. The study examined 145 respondents through questionnaire and interviews. The research design for the study was both quantitative and qualitative. The respondents comprised 60 JHS social studies teachers, 60 Victims of child labor, 15 parents or guardians of the victims of child labor and 10 stakeholders of education. Data analysis showed that 67% of the victims were from large families of five or more. It was found out that some of the victims worked to contribute to their own welfare. Others worked due to poverty. Some victims also work to promote their education. It was also observed that teachers, opinion leaders, NGOs and the Government should help in the eradication of the menace in Kete-Krachi area.


2020 ◽  
Vol 2 (1) ◽  
pp. 117-149
Author(s):  
Mary B. Ziskin

<?page nr="117"?>Abstract Calls for higher education institutions to implement improvements guided by “data-driven” processes are prevalent and widespread. Despite the pervasiveness of this turn toward data, research on how data-use works on the ground in postsecondary institutions—that is, how individuals within institutions make sense of education data and use it to inform practice—is still developing.Drawing on Habermas’ Theory of Communicative Action (TCA), critical-race theory, and methodological guidance on critical-qualitative research methods, this paper synthesizes methodological and substantive insights from P–12 data-use research, with an eye to applying these insights to critical questions on postsecondary educational equity. The result of the review and analysis is a theoretical framework and a set of methodological recommendations for future research on the perceptions and experiences of college faculty, administrators, and practitioners, regarding their data-use and its implications for equity.


2020 ◽  
Vol 30 (Supplement_5) ◽  
Author(s):  
J Doetsch ◽  
I Lopes ◽  
R Redinha ◽  
H Barros

Abstract The usage and exchange of “big data” is at the forefront of the data science agenda where Record Linkage plays a prominent role in biomedical research. In an era of ubiquitous data exchange and big data, Record Linkage is almost inevitable, but raises ethical and legal problems, namely personal data and privacy protection. Record Linkage refers to the general merging of data information to consolidate facts about an individual or an event that are not available in a separate record. This article provides an overview of ethical challenges and research opportunities in linking routine data on health and education with cohort data from very preterm (VPT) infants in Portugal. Portuguese, European and International law has been reviewed on data processing, protection and privacy. A three-stage analysis was carried out: i) interplay of threefold law-levelling for Record Linkage at different levels; ii) impact of data protection and privacy rights for data processing, iii) data linkage process' challenges and opportunities for research. A framework to discuss the process and its implications for data protection and privacy was created. The GDPR functions as utmost substantial legal basis for the protection of personal data in Record Linkage, and explicit written consent is considered the appropriate basis for the processing sensitive data. In Portugal, retrospective access to routine data is permitted if anonymised; for health data if it meets data processing requirements declared with an explicit consent; for education data if the data processing rules are complied. Routine health and education data can be linked to cohort data if rights of the data subject and requirements and duties of processors and controllers are respected. A strong ethical context through the application of the GDPR in all phases of research need to be established to achieve Record Linkage between cohort and routine collected records for health and education data of VPT infants in Portugal. Key messages GDPR is the most important legal framework for the protection of personal data, however, its uniform approach granting freedom to its Member states hampers Record Linkage processes among EU countries. The question remains whether the gap between data protection and privacy is adequately balanced at three legal levels to guarantee freedom for research and the improvement of health of data subjects.


Author(s):  
Marsha Meyer ◽  
Susan Enguidanos ◽  
Yujun Zhu ◽  
Denise Likar ◽  
Romilla Batra

2021 ◽  
Author(s):  
Marlo M. Vernon ◽  
C. Makenzie Danley ◽  
Frances M. Yang

BJPsych Open ◽  
2018 ◽  
Vol 4 (6) ◽  
pp. 486-491 ◽  
Author(s):  
Christine Cocker ◽  
Helen Minnis ◽  
Helen Sweeting

BackgroundRoutine screening to identify mental health problems in English looked-after children has been conducted since 2009 using the Strengths and Difficulties Questionnaire (SDQ).AimsTo investigate the degree to which data collection achieves screening aims (identifying scale of problem, having an impact on mental health) and the potential analytic value of the data set.MethodDepartment for Education data (2009–2017) were used to examine: aggregate, population-level trends in SDQ scores in 4/5- to 16/17-year-olds; representativeness of the SDQ sample; attrition in this sample.ResultsMean SDQ scores (around 50% ‘abnormal’ or ‘borderline’) were stable over 9 years. Levels of missing data were high (25–30%), as was attrition (28% retained for 4 years). Cross-sectional SDQ samples were not representative and longitudinal samples were biased.ConclusionsMental health screening appears justified and the data set has research potential, but the English screening programme falls short because of missing data and inadequate referral routes for those with difficulties.Declaration of interestNone.


Prospects ◽  
2013 ◽  
Vol 43 (1) ◽  
pp. 85-105 ◽  
Author(s):  
Patrick Montjourides
Keyword(s):  

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