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1.
Using Wherry's Adjusted R 2 and Mallow's Cp for Model Selection From All Possible Regressions 总被引:1,自引:0,他引:1
Selecting a subset of predictors from a pool of potential predictors continues to be a common problem encountered by applied researchers in education. Because of several limitations associated with stepwise variable selection procedures, the examination of all possible regression solutions has been recommended. The authors evaluated the use of Mallow's Cp and Wherry's adjusted R 2 statistics to select a final model from a pool of model solutions. Neither the Cp nor the adjusted R 2 statistic correctly identified the underlying regression model any better and was generally worse than the stepwise selection method, which itself was poor. Using any of the model selection procedures studied here resulted in biased estimates of the authentic regression coefficients and underestimation of their standard errors. The use of theory and professional judgment is recommended for the selection of variables in a prediction equation. 相似文献
2.
Kevin M. Kieffer Robert J. Reese Bruce Thompson 《Journal of Experimental Education》2013,81(3):280-309
The authors of the present methodological review investigated the patterns of statistical usage and reporting practices in 756 articles published in the American Educational Research Journal (AERJ) and in the Journal of Counseling Psychology (JCP) over a 10-year period. First, some findings from other similar reviews are summarized. Second, the authors present a framework for characterizing selected research practices that emphasizes, in part, elements of the recent report of the American Psychological Association (APA) Task Force on Statistical Inference (Wilkinson & APA Task Force on Statistical Inference, 1999). Third, characterizations of 10 years of analytic practices in 2 journals are presented and evaluated within that framework. The article concludes with a discussion of the changes that may be necessary to improve the statistical state of affairs in behavioral research. 相似文献
3.
Further Reflections on Hypothesis Testing and Editorial Policy for Primary Research Journals 总被引:1,自引:0,他引:1
Questions have recently been raised about the value of statistical hypothesis testing, as well as the associated policy implications for publishing empirically based research in professional journals. In this Reflections note, we extend our (Robinson and Levin, 1997) earlier thoughts on what could, should, and should not be done to existing editorial practices. 相似文献
4.
Daniel H. Robinson Tiffany A. Whittaker Natasha J. Williams S. Natasha Beretvas 《Journal of Experimental Education》2013,81(1):51-64
The authors investigated the influence of effect size and comment inclusion on readers' perceptions of research results. In three experiments, undergraduates, graduates, and faculty read a journal article that either included or did not include an effect size and commentary about the effect size. Contrary to a previous study by Robinson, Fouladi, Williams, and Bera (2002), which concluded that including effect sizes causes readers to overestimate result importance, the authors found that including a comment about the magnitude of the effect size was more important than simply including the effect size in influencing undergraduates' perceptions of research results' importance. Graduate students and faculty members were less influenced by inclusion of either effect sizes or comments. Recommendations concerning effect size and comment inclusion polices are discussed. 相似文献
5.
Recent research has proposed a criterion to evaluate the reportability of subscores. This criterion is a value‐added ratio (VAR), where values greater than 1 suggest that the true subscore is better approximated by the observed subscore than by the total score. This research extends the existing literature by quantifying statistical significance and effect size for using VAR to provide practical guidelines for subscore interpretation and reporting. Findings indicate that subscores with VAR ≥ 1.1 are a minimum requirement for a meaningful contribution to a user's score interpretation; subscores with .9 < VAR < 1.1 are redundant with the total score and subscores with VAR ≤ .9 would be misleading to report. Additionally, we discuss what to do when subscores do not add value, yet must be reported, as well as when VAR ≥ 1.1 may be undesirable. 相似文献
6.
Thompson (1999a and elsewhere) has taken strong positions on a variety of methodological issues. In this article, the authors critique some of those positions and provide alternative views for each. 相似文献
7.
Jackie Greatorex 《International Journal of Research & Method in Education》2013,36(2):125-133
Abstract This paper is a summary of work undertaken with Year 2 children, over a period of six weeks in a Kent County Infant School. The study focuses on the notion of spiritual development in young children and gives consideration to how science may assist the teacher in enhancing this area of a child's development. Some attention is given to Government documentation related to these areas. Young children's explanations of their world are a mixture of religion, God/gods, science, fantasy and magic. We suggest that science allows, in both a physical and spiritual sense, all of these areas to be explored. We have identified this as the ‘WOW’ factor ('Wonder Of the World') through which children may develop conceptual skills that will not only enhance their learning, but also their awareness of self, relationship with others, and their place in the world. 相似文献
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9.
编辑决策研究断想 总被引:2,自引:1,他引:1
周国清 《湖南城市学院学报》2008,29(6)
编辑决策贯穿于编辑活动始终,是编辑学的关键范畴,具有重要的研究意义;具体而言包括三个方面:出版产业化环境下编辑决策的一般过程与普遍原理、编辑决策的特殊规律及其实际应用、编辑活动史上编辑决策的现实启示;必须创新研究方法,凝练出具有普遍指导意义的编辑决策理论. 相似文献
10.
Melissa A. Shepherd;Elizabeth J. Richardson; 《Teaching Statistics》2024,46(1):53-63
Statistical software is commonly used in undergraduate social sciences statistics courses. Due to the increase in online/hybrid courses and the cost of SPSS, instructors may wish to switch to another statistical software. We cover seven programs: Excel, Google Sheets, jamovi, JASP, PSPP, R, and SOFA. We compare programs using the following criteria: ease of download, quality of online instructions, availability of instructor resources, sophistication of analyses available, ease of use, operating system requirements, whether it uses point-and-click or code, and whether a VPAT is available. Adopting new course materials is a valuable part of instruction but time-consuming. Therefore, this review provides information about commonly available or free open-source programs so instructors can choose based on the needs of their students and/or institutions. 相似文献
11.
Jeffrey A. Gliner Nancy L. Leech George A. Morgan 《Journal of Experimental Education》2013,81(1):83-92
The first of 3 objectives in this study was to address the major problem with Null Hypothesis Significance Testing (NHST) and 2 common misconceptions related to NHST that cause confusion for students and researchers. The misconceptions are (a) a smaller p indicates a stronger relationship and (b) statistical significance indicates practical importance. The second objective was to determine how this problem and the misconceptions were treated in 12 recent textbooks used in education research methods and statistics classes. The third objective was to examine how the textbooks' presentations relate to current best practices and how much help they provide for students. The results show that almost all of the textbooks fail to acknowledge that there is controversy surrounding NHST. Most of the textbooks dealt, at least minimally, with the alleged misconceptions of interest, but they provided relatively little help for students. 相似文献
12.
李岭 《山西财经大学学报(高等教育版)》2011,(3):59-63,66
学术研究有理论研究和应用研究之分,但研究对象都来源于现实世界,具有经世致用的品格,在实践中具有理论意义和应用价值。文章通过对中国几大论文数据库检索的查证,发现我国学术研究的过程中存在一些值得注意的现象,同时对学术研究的目的和意义、研究中存在的问题、学术研究方法等提出了’一家之言。 相似文献
13.
《The Journal of educational research》2012,105(5):275-282
Abstract In education research, statistical significance and effect size are 2 sides of 1 coin; they complement each other but they do not substitute for each other. Good research practice requires that, to make sound research decisions, both sides should be considered. In a simulation study, the sampling variability of 2 popular effect-size measures (d and R 2) was examined. The variability showed that what is statistically significant may not be practically meaningful, and what appears to be practically meaningful could have been the result of sampling error, thus not trustworthy. Some practical guidelines are suggested for combining the 2 sources of information in research practice. 相似文献
14.
Researchers use the policy Delphi method to explore a complex topic with little historical context that requires expert opinion to fully understand underlying issues. The benefit of this research technique is the use of experts who have more timely information than can be gleamed from extant literature. Additionally, those experts place researchers in a specific moment, thus increasing the possibility of capturing change over time. One limitation of the policy Delphi is the difficulty in developing an accurate initial questionnaire to start the process. The purpose of this article is to identify benefits and limitations of this research method.
Kathy K. Franklin is Associate Professor of Postsecondary and Private Sector Leadership at East Tennessee State University (ETSU), Franklin received her B.S. from the University of Alabama, M.B.A. from Middle Tennessee State University, and her Ed.D. from ETSU.
Jan K. Hart is Assistant Director of the Medical Sciences Library at the University of Arkansas Medical School. Hart received her B.A. from the University of Kansas, M.L.S. from the University of Denver, and her Ed.D. from the University of Arkansas, Little Rock.Franklin and Hart study diverse research methodologies in the exploration and confirmation of theory. 相似文献
15.
茅盾不仅是著名的文学家,也是出色的编辑家。表现在他具有强烈的社会使命意识,追求鲜明的期刊个性和强化读者意识,成功进行期刊商业化运作三个方面。在大众文化迅速普及的今天,茅盾的编辑思想对文学期刊及报纸副刊编辑的改革,编辑如何深入社会底层,深刻地把握时代脉搏,体察人文心态,恰当运用编辑技巧与方法,把握作者、读者及所编期刊的关系都具有积极的指导和借鉴意义。 相似文献
16.
Adrian Simpson 《British Educational Research Journal》2018,44(5):897-913
Much of the evidential basis for recent policy decisions is grounded in effect size: the standardised mean difference in outcome scores between a study's intervention and comparison groups. This is interpreted as measuring educational influence, importance or effectiveness of the intervention. This article shows this is a category error at two levels. At the individual study level, the intervention plays only a partial role in effect size, so treating effect size as a measure of the intervention is a mistake. At the meta‐analytic level, the assumptions needed for a valid comparison of the relative effectiveness of interventions on the basis of relative effect size are absurd. While effect size continues to have a role in research design, as a measure of the clarity of a study, policy makers should recognise the lack of a valid role for it in practical decision‐making. 相似文献
17.
张茂宇 《福建教育学院学报》2003,4(4):80-82
新一轮课程改革在全国迅速推开 ,基础教育领域里的各个方面发生了深刻的变化。进行校本教育研究 ,能使全体教师积极参与到课程改革与建设中 ,充分发挥广大教师在课程建设中的主体作用 ,确立教师在课程改革和建设中的主体地位 ,对推进新一轮基础课程改革具有积极深远的意义。 相似文献
18.
Vivienne M. Baumfield James C. Conroy Robert A. Davis 《British Journal of Religious Education》2012,34(1):5-19
The ‘Does Religious Education work?’ project is part of the Religion and Society programme funded by two major research councils in the UK. It sets out to track the trajectory of Religious Education (RE) in secondary schools in the UK from the aims and intentions represented in policy through its enactment in classroom practice to the estimations of its impact by students. Using a combination of approaches, we are in the process of investigating the practices which determine and shape the teaching of RE in secondary schools through linked case studies, semi-structured interviews and a practitioner enquiry strand. In this article we focus on the first stage of the project where we used the Delphi method to elicit expert opinion on the aims and intentions of RE in secondary schools in Scotland, England and Northern Ireland. We outline the place of the Delphi process within the rationale of the project, discuss emerging themes and some of the issues arising from the use of this approach. 相似文献
19.
Serife Yucesoy‐Ozkan Salih Rakap Emrah Gulboy 《British Journal of Special Education》2020,47(1):67-87
The purpose of this study was to compare 12 commonly‐used nonoverlap methods with each other and with the results of visual analysis. Data were obtained from 25 studies focused on embedded instruction and schema‐based instruction and included a total of 101 graphs. Treatment effect estimates using 12 nonoverlap methods were calculated for each graph by hand or using an online calculator. Five experts conducted visual analysis of each graph. Results showed that strong agreements existed between visual analysis and PND, TauNOVLAP and Tau‐U when raw data were analysed, and PND, PNCD and PEM‐T when categorised data were analysed. Of the 12 methods investigated, PND had the highest agreement rate with visual analysis, followed by PEM‐T, PAND, PNCD, IRD, NAP and TauNOVLAP. Overall, visual analysis appeared to be more conservative, as most nonoverlap methods overestimated the treatment effect. Additional research is needed to replicate and potentially validate the findings of this study. 相似文献
20.
Jessaca Spybrook Ran Shi Benjamin Kelcey 《International Journal of Research & Method in Education》2016,39(3):255-267
ABSTRACTThis article examines the statistical precision of cluster randomized trials (CRTs) funded by the Institute of Education Sciences (IES). Specifically, it compares the total number of clusters randomized and the minimum detectable effect size (MDES) of two sets of studies, those funded in the early years of IES (2002–2004) and those funded in the recent years (2011–2013). Overall, the average precision in terms of MDES of studies in the recent cohort was more than double that of the early cohort (i.e. 0.48 compared to 0.23). The findings suggest a consistent and substantial increase in the precision of CRTs funded by IES in the past decade which is a critical step towards designing studies that have the potential to yield high-quality evidence about the effectiveness of educational interventions. 相似文献