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The Choice Between Fixed and Random Effects Models: Some Considerations for Educational Research 固定与随机效应模型的选择:教育研究的一些思考
Paul Clarke, Claire Crawford, Fiona Steele, A. Vignoles
We discuss the use of fixed and random effects models in the context of educational research and set out the assumptions behind the two modelling approaches. To illustrate the issues that should be considered when choosing between these approaches, we analyse the determinants of pupil achievement in primary school, using data from the Avon Longitudinal Study of Parents and Children. We conclude that a fixed effects approach will be preferable in scenarios where the primary interest is in policy-relevant inference about the effects of individual characteristics, but the process through which pupils are selected into schools is poorly understood or the data are too limited to adjust for the effects of selection. In this context, the robustness of the fixed effects approach to the random effects assumption is attractive, and educational researchers should consider using it, even if only to assess the robustness of estimates obtained from random effects models. On the other hand, when the selection mechanism is fairly well understood and the researcher has access to rich data, the random effects model should naturally be preferred because it can produce policy-relevant estimates while allowing a wider range of research questions to be addressed. Moreover, random effects estimators of regression coefficients and shrinkage estimators of school effects are more statistically efficient than those for fixed effects.
我们讨论了固定效应和随机效应模型在教育研究中的应用,并提出了这两种建模方法背后的假设。为了说明在这些方法之间进行选择时应该考虑的问题,我们分析了小学学生成绩的决定因素,使用了雅芳父母和儿童纵向研究的数据。我们得出的结论是,固定效应方法在以下情况下更可取:主要兴趣是对个人特征影响的政策相关推断,但学生被选入学校的过程知之甚少,或者数据太有限,无法根据选择的影响进行调整。在这种情况下,固定效应方法对随机效应假设的稳健性是有吸引力的,教育研究人员应该考虑使用它,即使只是评估从随机效应模型中获得的估计的稳健性。另一方面,当选择机制被很好地理解并且研究人员可以获得丰富的数据时,随机效应模型自然应该被首选,因为它可以产生与政策相关的估计,同时允许更广泛的研究问题得到解决。此外,回归系数的随机效应估计和学校效应的收缩估计比固定效应的统计效率更高。
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引用次数: 116
A Guide to the Top 100 Companies in China 《中国百强企业指南
I. Alon, Wenxian Zhang
Under the label of “the socialist market economy with Chinese characteristics”, the Chinese Government has made a firm commitment to economic reform, though still retaining tight political control. Thus, under conditions of liberal economic systems and autocratic rule, a new capitalist system is emerging in China; its top companies are managed by private entrepreneurs, government bodies or a combination of both.This book, presented in an easily accessible format, fills an important gap in the growing literature on China in the global economy and provides a research reference tool on China's top companies. It offers a comprehensive directory listing of the Top 100 corporations in China, thus enhancing the research potential on China for students, researchers and businesses. As a general reference guide to the Chinese economy, A Guide to the Top 100 Companies in China provides up-to-date and comprehensive coverage of the top Chinese enterprises. Corporations from Hong Kong and Taiwan that conduct significant business in China are also included.
在“中国特色社会主义市场经济”的标签下,中国政府坚定地致力于经济改革,但仍然保持严格的政治控制。因此,在自由经济制度和专制统治的条件下,一种新的资本主义制度正在中国出现;其顶级企业由私营企业家、政府机构或两者兼而有之管理。本书以通俗易懂的形式呈现,填补了日益增多的关于中国在全球经济中的作用的文献中的一个重要空白,并提供了一个关于中国顶级公司的研究参考工具。它提供了中国百强企业的综合目录,从而增强了学生、研究人员和企业对中国的研究潜力。《中国百强企业指南》是一本了解中国经济的综合性参考指南,对中国百强企业进行了最新、全面的报道。在中国开展重要业务的香港和台湾公司也包括在内。
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引用次数: 12
Benchmarking Malaysia in the Global Information Society: Regressing or Progressing? 马来西亚在全球资讯社会的标杆定位:退步还是进步?
Pub Date : 2010-03-01 DOI: 10.7835/JCC-BERJ-2010-0039
R. Ramasami
The purpose of this paper is to elucidate how the Dalenius-Hodges stratification methodology typically used in sampling, when combined with ranking and index standardization procedures, becomes a powerful policy tool for classifying and benchmarking global information society (GIS) phenomena. The Dalenius-Hodges methodology is preferable to other popular benchmarking methodologies; it has an objective criterion in demarcating strata boundaries and a standardized procedure of compiling indexes irrespective of the nature of the variables and is conceptually simple and easy to compute. For studying GIS phenomena, the paper proposes a socio-technology model, focusing on nine basic variables apportioned under information communications technology (ICT) access, diffusion, usage, and skills. The model uses raw data extracted from 154 International Telecommunication Union (ITU) member countries for 2002 and 2007. For each variable, the countries are ranked and classified under the proposed 8-S Framework, with the most advanced group termed Skaters and the least developed group Sleepers; the other categories are Striders, Sprinters, Sliders, Strollers, Shufflers, and Starters, as determined by the index values, which theoretically range from a minimum score of zero to a maximum of 100. In an attempt to understand the performance of various nations in the GIS ladder, Malaysia’s performance received special attention. After enjoying spectacular growth for more than two decades during the preceding agro-industrial era, Malaysia has been losing its economic advantage to a number of newly liberated economies, in particular, in attracting foreign direct investment (FDI). Malaysia was one of the early adopters of Internet technology among developing nations and pioneered the promulgation of a knowledge-based economy to overcome its loss of investment advantage to a number of low-wage countries in Asia. This has become a major policy concern for Malaysia’s economic performance especially in the wake of new investment factors and criteria related to the information age.
本文的目的是阐明通常用于抽样的Dalenius-Hodges分层方法,当与排名和指数标准化程序相结合时,如何成为对全球信息社会(GIS)现象进行分类和基准测试的强大政策工具。Dalenius-Hodges方法比其他流行的基准方法更可取;它有一个划分地层边界的客观标准和一个不考虑变量性质的标准化编制指标的程序,概念简单,易于计算。为了研究GIS现象,本文提出了一个社会技术模型,重点关注信息通信技术(ICT)获取、扩散、使用和技能下的9个基本变量。该模型使用了取自154个国际电信联盟(ITU)成员国2002年和2007年的原始数据。对于每个变量,根据拟议的8-S框架对国家进行排名和分类,最先进的组被称为“滑冰者”,最不发达的组被称为“睡眠者”;其他类别是跨步者、短跑者、滑步者、漫步者、洗牌者和初学者,这是由指数值决定的,理论上从最低分数0到最高分数100。为了了解各国在地理信息系统中的表现,马来西亚的表现受到了特别关注。马来西亚在前一个农业工业时代享受了二十多年的惊人增长后,其经济优势已逐渐输给一些新解放的经济体,特别是在吸引外国直接投资方面。马来西亚是发展中国家中较早采用互联网技术的国家之一,并率先推行以知识为基础的经济,以克服其对亚洲一些低工资国家失去的投资优势。这已成为马来西亚经济表现的主要政策关切,特别是在与信息时代有关的新投资因素和标准之后。
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引用次数: 4
Affine Processes on Positive Semidefinite Matrices 正半定矩阵上的仿射过程
Christa Cuchiero, D. Filipović, E. Mayerhofer, J. Teichmann
This article provides the mathematical foundation for stochastically continuous affine processes on the cone of positive semidefinite symmetric matrices. This analysis has been motivated by a large and growing use of matrix-valued affine processes in finance, including multi-asset option pricing with stochastic volatility and correlation structures, and fixed-income models with stochastically correlated risk factors and default intensities.
本文为正半定对称矩阵锥上的随机连续仿射过程提供了数学基础。这种分析的动机是在金融中越来越多地使用矩阵值仿射过程,包括具有随机波动率和相关结构的多资产期权定价,以及具有随机相关风险因素和违约强度的固定收益模型。
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引用次数: 166
Research / Science / Development 研究/科学/发展
Stefan Hornbostel
As in other societal realms also in research, science, and development governments and parliaments increasingly have to legitimize their actions and want to base their future activities on informed decisions. Consequently, performance measures, benchmarking, comparative analysis, “foresight studies” are increasingly asked for. Ranking, ratings and evaluations are introduced throughout the system supposedly providing on the one hand the requested transparency and at the same time acting as stimuli to improve the performance. However, to date central questions relating to the underlying methodologies and indicators used are unanswered. These questions concern the availability and appropriateness of the data, indicator construction and methodologies on the one hand, tackle issues as how to deal with effects due to disciplinary, sectoral, regional or national differences, and concern the intended and unintended effects of the instruments used. In the contribution these issues are described and discussed in more detail. In Germany so far infrastructural deficiencies e.g. the fragmentation of research groups addressing those issues prevent adequately addressing the open research questions. Behind this background the two most important tasks identified are them the development of a decentralized data collection system enabling standard definitions and the development of a competitive research infrastructure.
正如在其他社会领域一样,在研究、科学和发展领域,政府和议会越来越需要使他们的行为合法化,并希望将他们未来的活动建立在知情的决策基础上。因此,越来越需要业绩衡量、基准、比较分析和“前瞻研究”。在整个系统中引入了排名、评级和评估,据说一方面提供了所要求的透明度,同时作为提高绩效的刺激。然而,迄今为止,与所使用的基本方法和指标有关的核心问题尚未得到解答。这些问题一方面涉及数据的可得性和适当性、指标结构和方法,处理如何处理由于学科、部门、区域或国家差异造成的影响等问题,并涉及所使用工具的预期和非预期影响。在贡献中,对这些问题进行了更详细的描述和讨论。在德国,到目前为止,基础设施的不足,如研究小组的分散,阻碍了对开放研究问题的充分解决。在此背景下,确定了两项最重要的任务:开发一个分散的数据收集系统,实现标准定义和开发具有竞争力的研究基础设施。
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引用次数: 0
Developing the Research Infrastructure in the Social Sciences: The Role and Contribution of the German Research Foundation 发展社会科学的研究基础设施:德国研究基金会的作用和贡献
Eckard Kaemper, Manfred Niessen
The DFG’s (German Research Foundation) strategy for future data research infrastructures should be based on what has been achieved thus far and the lessons that can be learned: First, the focus should be on “providing data” rather than on “sharing data.” Second, projects whose primary purpose is to provide a common good should seek to build research infrastructure. The DFG has powerful means at its disposal for funding outstanding infrastructure projects. It is up to the scientific community to adapt and utilize these funding instruments. Strategic cooperation is required among all the interested parties in the field: cooperation on thematic priorities within the research community; cooperation on options for funding between the research community and funding institutions; cooperation on the division of labour between the funding institutions (including ministries), both on the national and on the international level. The DFG is prepared to play an active role in this cooperation under the leadership of its elected bodies (Fachkollegien and Senat).
DFG(德国研究基金会)未来数据研究基础设施的战略应该基于迄今为止取得的成就和可以吸取的教训:首先,重点应该放在“提供数据”而不是“共享数据”上。其次,以提供共同利益为主要目的的项目应该寻求建立研究基础设施。DFG拥有强大的手段为未完成的基础设施项目提供资金。这取决于科学界如何适应和利用这些资助工具。需要在该领域所有有关各方之间进行战略合作:在研究界内就专题优先事项进行合作;研究界和供资机构之间就供资方案进行合作;在国家和国际一级资助机构(包括各部)之间进行分工合作。国防军准备在其选出的机构(联邦学院和参议院)的领导下,在这种合作中发挥积极作用。
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引用次数: 4
Correspondence Analysis of Raw Data 原始数据对应分析
M. Greenacre
Correspondence analysis has found extensive use in the social and environmental sciences as a method for visualizing the patterns of association in a table of frequencies. Inherent to the method is the expression of the frequencies in each row or each column relative to their respective totals, and it is these sets of relative frequencies (called profiles) that are visualized. This "relativization" of the frequencies makes perfect sense in social science applications where sample sizes vary across different demographic groups, and so the frequencies need to be expressed relative to these different bases in order to make these groups comparable. But in ecological applications sampling is usually performed on equal areas or equal volumes so that the absolute abundances of the different species are of relevance, in which case relativization is optional. In this paper we define the correspondence analysis of raw abundance data and discuss its properties, comparing these with the regular correspondence analysis based on relative abundances.
对应分析作为一种将频率表中的关联模式可视化的方法,在社会科学和环境科学中得到了广泛的应用。该方法固有的是每行或每列的频率相对于它们各自的总数的表达式,并且这些相对频率的集合(称为概要)是可视化的。这种频率的“相对化”在社会科学应用中非常有意义,因为不同人口群体的样本量是不同的,所以频率需要相对于这些不同的基础来表达,以便使这些群体具有可比性。但在生态应用中,采样通常是在相等的面积或相等的体积上进行的,以便不同物种的绝对丰度具有相关性,在这种情况下,相对化是可选的。本文定义了原始丰度数据的对应分析,讨论了其性质,并与基于相对丰度的常规对应分析进行了比较。
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引用次数: 0
Measuring Downside Risk - Realised Semivariance 衡量下行风险——实现的半方差
O. Barndorff-Nielsen, Silja Kinnebrock, N. Shephard
We propose a new measure of risk, based entirely on downwards moves measured using high frequency data. Realised semivariances are shown to have important predictive qualities for future market volatility. The theory of these new measures is spelt out, drawing on some new results from probability theory.
我们提出了一种新的风险度量方法,完全基于使用高频数据测量的向下移动。已实现的半方差对未来市场波动具有重要的预测特性。利用概率论的一些新结果,阐述了这些新措施的理论。
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引用次数: 351
An Experimental Component Index for the CPI: From Annual Computer Data to Monthly Data on Other Goods CPI的实验性成分指数:从计算机年度数据到其他商品的月度数据
Pub Date : 2008-09-01 DOI: 10.1257/AER.101.5.1707
Timothy Erickson, A. Pakes
Until recently the Consumer Price Index consisted solely of "matched model" component indexes. The latter are constructed by BLS personnel who visit stores and compare prices of goods with the same set of characteristics over successive periods. This procedure is subject to a selection bias. Goods that were not on the shelves in the second period were discarded and hence never contributed price comparisons. The discarded goods were disproportionately goods which were being obsoleted and had falling prices. Pakes (2003) provided an analytic framework for analyzing this selection effect and showed both that it could be partially corrected using a particular hedonic technique and that the correction for his personal computer example was substantial. The BLS staff has recently increased the rate at which they incorporate techniques to correct for selection effects in their component indexes. However recent work shows very little difference between hedonic and matched model indices for non computer components of the CPI. This paper explores why. We look carefully at the data on the component index for TVs and show that differences between the TV and computer markets imply that to obtain an effective selection correction we need to use a more general hedonic procedure than has been used to date. The computer market is special in having well defined cardinal measures of the major product characteristics. In markets where such measures are absent we may need to allow for selection on unmeasured, as well as measured, characteristics. We develop a hedonic selection correction that accounts for unmeasured characteristics, apply it to TVs, and show that it yields a much larger selection correction than the standard hedonic. In particular we find that matched model techniques underestimate the rate of price decline by over 20%.
直到最近,消费者价格指数仅由“匹配模型”成分指数组成。后者是由劳工统计局的工作人员构建的,他们访问商店并在连续的时期内比较具有相同特征的商品的价格。这一程序存在选择偏差。在第二阶段,没有在货架上的商品被丢弃,因此从来没有参与价格比较。被丢弃的货物是不成比例的正在被淘汰和价格下降的货物。Pakes(2003)为分析这种选择效应提供了一个分析框架,并表明它可以使用特定的享乐技术部分纠正,并且他的个人电脑示例的纠正是实质性的。劳工统计局的工作人员最近提高了他们在组成指数中采用技术来纠正选择效应的比率。然而,最近的研究表明,对于CPI的非计算机组成部分,享乐指数和匹配模型指数之间的差异很小。本文探讨了其中的原因。我们仔细研究了电视成分指数的数据,发现电视和电脑市场之间的差异意味着,为了获得有效的选择修正,我们需要使用一种比迄今为止使用的更普遍的享乐程序。计算机市场的特殊之处在于对主要产品特性有明确的基本衡量标准。在缺乏此类衡量标准的市场中,我们可能需要允许对未衡量特征和已衡量特征进行选择。我们开发了一种享乐选择校正,它可以解释未测量的特征,并将其应用于电视,并表明它产生的选择校正比标准享乐大得多。特别是,我们发现匹配的模型技术低估了20%以上的价格下降率。
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引用次数: 51
Trades of the Living Dead: Style Differences, Style Persistence and Performance of Currency Fund Managers 活死人交易:货币基金经理的风格差异、风格持久性与业绩
Richard M. Levich, M. Pojarliev
We make use of a new database on daily currency fund manager returns over a three-year period, 2005-08. This higher frequency data allows us to estimate both alpha measures of performance and beta style factors on a yearly basis, which in turn allows us to test for persistence. We find no evidence to support alpha persistence; a manager's alpha in one year is not significantly related to his alpha in the prior year. On the other hand, there is substantial evidence for style persistence; funds that rely on carry, trend or value trading or with a long/short bias toward currency volatility are likely to maintain that style in the following year. In addition, we are able to examine the performance of managers that survive through the entire sample period, versus those that drop out. We find significant differences in both the investment styles of living versus deceased funds, as well as their realized alpha performance measures. We conjecture that both style differences and ineffective market timing, rather than market conditions, have impacted performance outcomes and induced some managers to close their funds.
我们使用了一个新的数据库,该数据库记录了2005年至2008年三年期间货币基金经理的每日回报率。这种更高频率的数据使我们能够在每年的基础上估计性能的alpha度量和beta风格因素,这反过来又使我们能够测试持久性。我们没有发现支持α持续存在的证据;经理人某一年的alpha值与其前一年的alpha值无显著相关。另一方面,有大量的证据表明风格持久性;依赖利差交易、趋势交易或价值交易,或对汇率波动有多头/空头偏好的基金,可能在未来一年保持这种风格。此外,我们还能够检验在整个样本期内幸存下来的经理与那些退出的经理的表现。我们发现,在世基金和已故基金的投资风格,以及它们已实现的alpha绩效指标,都存在显著差异。我们推测,是风格差异和无效的市场时机,而不是市场条件,影响了业绩结果,并促使一些基金经理关闭了他们的基金。
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引用次数: 59
期刊
ERN: Other Econometrics: Data Collection & Data Estimation Methodology (Topic)
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