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We present LDA*, a system that has been deployed in one of the largest Internet companies to fulfil their requirements of "topic modeling as an internal service" ---relying on thousands of machines, engineers in different sectors submit their data, some are as large as 1.8TB, to LDA* and get results back in hours. LDA* is motivated by the observation that none of the existing topic modeling systems is robust enough ---Each of these...
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Kenya is one of the countries whose teachers the UNESCO (2015) report cited as lacking curriculum support in the classroom. As is the case in many African countries, a large portion of teachers in Kenya enter the teaching profession when inadequately prepared, while those already in the field receive insufficient support in their professional lives. The cascade model has often been utilized in the country whenever need for teachers’ continuing professional development (TCPD) has arisen,...
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In the revised Fourth Edition of the best-selling text, John W. Creswell and new co-author Cheryl N. Poth explore the philosophical underpinnings, history, and key elements of five qualitative inquiry approaches: narrative research, phenomenology, grounded theory, ethnography, and case study. Preserving Creswell's signature writing style, the authors compare the approaches and relate research designs to each of the traditions of inquiry in a highly accessible manner. Featuring new content,...
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A literature review is a central part of any research project, allowing the existing research to be mapped and new research questions to be posited. However, due to the limitations of human data processing, the literature review can suffer from an inability to handle large volumes of research articles. The computational literature review (CLR) is proposed here as a complementary part of a wider literature review process. The CLR automates some of the analysis of research articles with...
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Over the past decade, the number of one-to-one laptop programs in schools has steadily increased. Despite the growth of such programs, there is little consensus about whether they contribute to improved educational outcomes. This article reviews 65 journal articles and 31 doctoral dissertations published from January 2001 to May 2015 to examine the effect of one-to-one laptop programs on teaching and learning in K–12 schools. A meta-analysis of 10 studies examines the impact of laptop...
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The promise of randomized controlled trials is that evidence gathered through the evaluation of a specific program helps us—possibly after several rounds of fine-tuning and multiple replications in different contexts—to inform policy. However, critics have pointed out that a potential constraint in this agenda is that results from small “proof-of-concept” studies run by nongovernment organizations may not apply to policies that can be implemented by governments on a large scale. After...
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This review provides a summary of existing research on: What are the different employment outcomes and cost effectiveness differences between public vs. private basic education (primary and lower secondary) in low and middle income countries and what accounts for any difference (disaggregated by gender as appropriate)? Do either private or public education systems focus more greatly on providing students with foundation skills (literacy and numeracy skills) and does this have an impact on...
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Telemedicine is an increasingly common approach to improve healthcare access in developing countries with fledgling healthcare systems. Despite the strong financial, logistical and clinical support from non-governmental organisations (NGOs), government ministries and private actors alike, the majority of telemedicine projects do not survive beyond the initial pilot phase and achieve their full potential. Based on a review of 35 entrepreneurial telemedicine and mHealth ventures, and 17...
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Attempts to address global pressure to achieve Education for All have been hampered by two fundamental challenges in developing countries, namely an acute shortage of teachers and large rural populations in these countries. In addition there is a trend for qualified competent teachers to shun working in rural settings. While recruitment of professionally unqualified graduate teachers into the teaching profession has become internationally acclaimed to address in particular rural school...
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Pratham’s “Read India” initiative is a large-scale intervention to improve basic learning and arithmetic among children in primary school. It was started almost 10 years ago and has evolved considerably over time. Currently, this initiative uses two strategies. The first strategy is to work directly with village communities and local schools to improve children’s learning. “Learning camps” are organized in the local school or community for a period of 6–10 days at a time. Local village...
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In recent years, many educators have turned to professional learning networks (PLNs) to grow in their craft with peers who are more accessible online because of reduced temporal and spatial constraints. While educators have cultivated PLNs, there is a dearth of research about the effects of PLNs. This manuscript reports the findings of a qualitative study that investigated PLN experiences through the analysis of survey data from 732 P-12 teachers. Data analysis suggests that the anytime,...
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This light-touch review of literature on classroom assessments (CA) in Sub-Saharan Africa (SSA) and South Asia finds that they are rarely implemented effectively. It is extremely common to find references to CA in policy documents but find that teachers do not use CA in the classroom. Sometimes this is because there is little institutional support for CA, few example materials, and no training, and sometimes this is because teachers do not understand or see the purpose of CA and continue to...
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