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題名:多層次模型方法論:階層線性模式的關鍵議題與試解
書刊名:臺大管理論叢
作者:溫福星 引用關係邱皓政 引用關係
作者(外文):Wen, Fur-hsingChiou, Haw-jeng
出版日期:2009
卷期:19:2
頁次:頁263-293
主題關鍵詞:階層線性模式多層次模式組內相關係數Hierarchical linear modelingMultilevel modelingIntraclass correlation coefficient
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(38) 博士論文(25) 專書(1) 專書論文(1)
  • 排除自我引用排除自我引用:33
  • 共同引用共同引用:171
  • 點閱點閱:265
組織與管理研究的資料多涉及階層特性,因此多層次模式是當代組織與管理領域的重要研究典範之一,而階層線性模式則是多層次研究主要分析技術。本文針對階層線性模式在多層次研究上有關於技術、測量與方法論所遭遇的問題,進行文獻整理並討論其實務意涵,並依據使用時機、抽樣議題、資料彙總、分析方法、與模式評估與估算等五方面整理出十二項重要議題與解決之道,包括:組內相關係數的意義與判斷準則、多層次研究各層的樣本數問題、變數聚合成組織層次問題、中心化的意義、固定效果與隨機效果的設定、估計法的選擇、適配度的比較、解釋變異量的計算、多元共線性的分析、強韌性標準誤、第一層誤差項變異數與實證貝氏估計值的運用。文中除了進行原理討論之外,並試圖就實務應用的解決方法提出說明。
Multilevel study is one of the important contemporary research paradigms in organizational and management field, due to the fact that the data collected in organizational and management research frequently involve nested structure. Hierarchical linear modeling is the most frequently used technique for analyzing multilevel data. In this paper, the twelve key issues in multilevel research and/or using HLM software were reviewed, and provided their exact meanings and feasible solutions. The 12 key issues included intraclass correlation coefficient, sample sizes, formation of organizational constructs, centering problems, fixed effect and random effect, estimation methods, goodness of fit index, explained variation, multicollinearity, robust standard error, level one variance equation, and empirical Bayes estimates. In addition to the discussions on principles of the issues, implications and solutions to research practices were illustrated in the present paper.
期刊論文
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2.Kreft, I. G.、De Leeuw, J.、Aiken, L. S.(1995)。The effect of different forms of centering in hierarchical linear models。Multivariate Behavioral Research,30(1),1-21。  new window
3.邱皓政(20071200)。脈絡變數的多層次潛在變數模式分析:口試評分者效應的多層次結構方程模式應用。中華心理學刊,49(4),383-405。new window  延伸查詢new window
4.Chan, David(1998)。Functional Relations Among Constructs in the Same Content Domain at Different Levels of Analysis: A Typology of Composition Models。Journal of Applied Psychology,83(2),234-246。  new window
5.de Leeuw, J.、Kreft, I. G. G.(1995)。Questioning multilevel models。Journal of Educational and Behavioral Statistics,20(2),171-189。  new window
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10.James, Lawrence R.(1982)。Aggregation Bias in Estimates of Perceptual Agreement。Journal of Applied Psychology,67(2),219-229。  new window
11.Maas, Cora J. M.、Hox, Joop J.(2005)。Sufficient sample sizes for multilevel modeling。Methodology: European Journal of Research Methods for the Behavioral and Social Sciences,1(3),86-92。  new window
12.Hofmann, David A.、Gavin, Mark B.(1998)。Centering Decisions in Hierarchical Linear Models: Implications for Research in Organizations。Journal of Management,24(5),623-641。  new window
13.林鉦棽、彭台光(20061200)。多層次管理研究:分析層次的概念、理論和方法。管理學報,23(6),649-675。new window  延伸查詢new window
14.Hofmann, D. A.(1997)。An overview of the logic and rational of hierarchical linear models。Journal of Management,23(6),723-744。  new window
15.Bliese, P. D., Chan, D.,、Ployhart, R. E.(2007)。Multilevel methods: Future direction in measurement,longitudinal analyses, and nonnormal outcomes。Organizational Research Methods,10 (4),55 1-563。  new window
16.Donner, A.(1986)。A review of inference procedures for the intraclass correlation coefficient in the one-way random effects model。International Statistical Review,54 (1),67-82。  new window
17.Mok, M.(1995)。Sample size requirements for a 2-level designs in educational research。Multilevel Modelling Newsletter,7 (2),11-15。  new window
18.Robinson, W. S.(1950)。Ecological correlations and the behaviour of individuals。American Sociological Review,15 (3),351-357。  new window
19.Van de Vijver, F. J. R.,、Poortinga, Y. H.(2002)。Structural equivalence in multilevel research。Journal of Cross-Cultural Psychology,33 (2),141-156。  new window
20.Wu, Y. W. B.,、Wooldridge, P. J.(2005)。The impact of centering first-level predictors on individual and contextual effects in multilevel data analysis。Nursing Research,54(3),212-216。  new window
會議論文
1.Huber, P. J.(1967)。The behavior of maximum likelihood estimates under non-standard condition1,221-233。  new window
研究報告
1.Van der Leeden, R.,、Busing, F. M. T. A.(1994)。First iteration versus IGLS/RIGLS estimates in two-level models: A monte carlo study with ML3。  new window
學位論文
1.Bassiri, D.(1988)。Large and small sample properties of maximum likelihood estimates for the hierarchical linear model(博士論文)。Michigan State University,East Lansing。  new window
圖書
1.Courgeau, D.(2003)。Methodology and Epistemology of Multilevel Analysis: Approaches from Different Social Sciences。Kluwer。  new window
2.Longford, N. T.(1993)。Random Coefficient Models。Oxford:Oxford University。  new window
3.Snijders, T.、Bosker, R.(1999)。Multilevel Analysis: An Introduction to Basic and Advanced Multilevel Modelling。Thousand Oaks, CA:Sage Publications。  new window
4.Heck, Ronald H.、Thomas, Scott L.(2000)。An introduction to multilevel modeling techniques。Lawrence Erlbaum Associates。  new window
5.溫福星(2006)。階層線性模式:理論、方法與應用。臺北市:雙葉書廊有限公司。  延伸查詢new window
6.Kreft, I. G. G.(1996)。Are Multilevel Techniques Necessary? An Overview, Including Simulation Studies。Los Angeles, CA:California State University。  new window
7.Luke, Douglas A.(2004)。Multilevel Modeling。CA:Sage。  new window
8.Goldstein, H.(2003)。Multilevel statistical models。London, UK:Edward Arnold。  new window
9.Bryk, Anthony S.、Raudenbush, Stephen W.(1992)。Hierarchical Linear Models in Social and Behavioral Research: Applications and Data Analysis Methods。Newbury Park, CA:Sage Publications。  new window
10.Cohen, J.(1988)。Statistical power and analysis for the behavioral sciences。Hillsdale, NJ:Lawrence Erlbaum Associates。  new window
11.Hox, Joop J.(2002)。Multilevel Analysis: Techniques and Applications。Mahwah, NJ:Lawrence Erlbaum Associates。  new window
12.Kreft, Ita G. G.、De Leeuw, Jan(1998)。Introducing Multilevel Modeling。Sage。  new window
13.Aiken, Leona S.、West, Stephen G.、Reno, Raymond R.(1991)。Multiple regression: Testing and interpreting interactions。Sage。  new window
14.Raudenbush, Stephen W.、Bryk, Anthony S.(2002)。Hierarchical Linear Models: Applications and Data Analysis Methods。Thousand Oaks, CA:Sage Press。  new window
15.Tabachnica, B. G.、Fidell, L. S.(2006)。Using Multivariate Statistics。MA:Allyn and Bacon。  new window
16.Bickel, R.(2007)。Multilevel analysis for applied research:It’s just regression。New York, NY。  new window
17.Chen, G., Mathieu, J. E.,、Bliese, P. D.(2004)。A framework for conducting multilevel construct validation。Research in multi-level issues: The many faces of multi-level issues。Oxford, UK。  new window
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19.Kish, L.(1995)。Surveying sampling。New York, NY。  new window
20.Lazarsfeld, P. F.,、Menzel, H.(1970)。On the relation between individual and collective properties。A sociological reader on complex organizations。New York, NY。  new window
21.Pedhazur, E. J.(1997)。Multiple regression in behavior research: Explanation and prediction。Forth Worth, TA。  new window
圖書論文
1.Bliese, P. D.(2000)。Within-Group Agreement, Non-Independence, and Reliability: Impplication for Data Aggregation and Analysis。Multilevel Theory, Research, and Methods in Organizations: Foundations, Extensions, and Net Directions。San Francisco, California:Jossey-Bass。  new window
2.Kozlowski, Steve W. J.、Klein, Katherine J.(2000)。A Multilevel Approach to Theory and Research in Organizations: Contextual, Temporal, and Emergent Processes。Multilevel Theory, Research, and Methods in Organizations: Foundations, Extensions, and New Directions。Jossey-Bass。  new window
 
 
 
 
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