Using Multivariate Statistics

By D. Adler. 2016

26,008 citations recorded by the source corpus.

View Paper: https://www.semanticscholar.org/paper/91620155be40a417174a98c42ef6bdcc9b93db4a

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Citations in the corpus

Factor Analysis as a Tool for Survey Analysis (2021, methodology): “Assessment of the Suitability of the data To determine the suitability of the data set for factor analysis, sample size and strength of the relationship among the items have to be considered [1,18].”
An Exploratory Study of Enterprise Risk Management (2014, background): “Tabachnick and Fidell (2001) suggest 0.32 as a good rule of thumb for minimum loadings.”
The mediating effect of work–life balance on the relationship between work–family conflict and life satisfaction (2017, methodology): “The KMO value of the scale was determined as .93; in general, a KMO value above .90 is considered ‘‘excellent’’, and the Bartlett’s test result was significant ( 2¼ 1662.554; p< .001; Tabachnick & Fidell, 2001).”
Gendered Racism, Coping, Identity Centrality, and African American College Women’s Psychological Distress (2016, background): “Examination of multicollinearity indexes for all analyses indicated that multicollinearity was not a problem (i.e., absolute value correlations < .90, variance inflation factors < 10; tolerance values > .20 and condition indexes < 30; Field, 2013; Tabachnick & Fidell, 2001).”
Green Hotel Selection of Chinese Consumers: A Planned Behavior Perspective (2018, methodology): “Furthermore, many researchers recommend using structural equation modeling sample sizes of at least 200, and 10 to 20 cases per parameter (Kline & Santor, 1999; Marsh, Hau, Balla, & Grayson, 1998; Tabachnick & Fidell, 2007).”
Transformational Leadership and Turnover Intentions: The Mediating Role of Employee Performance during the COVID-19 Pandemic (2021, background): “Tabachnick and Fidell (2013) suggest, for social research, that the distribution is natural if skewness and kurtosis values are between −1.5 and +1.5.”
The effects of "phubbing" on social interaction (2018, background): “Tabachnick and Fidell (2013) suggest that no correlation should be above r51/2.90.”
Engaging and retaining customers with AI and employee service (2020, methodology): “This sample size was deemed adequate based on calculation of confidence level, population size and margin of error (Tabachnick et al., 2007).”
Student ratings of teaching quality in primary school: Dimensions and prediction of student outcomes (2014, background): “Therefore, we examined the unique contribution of each basic dimension to the prediction of the outcomes (Tabachnick & Fidell, 2007).”
Exploring the relationship between metacognitive awareness and listening performance with questionnaire data (2014, methodology): “Following the reporting format recommended by Tabachnick and Fidell (2007), the results of the multiple regression are summarised in Table 2.”
Enhancing Cognitive and Social–Emotional Development Through a Simple-to-Administer Mindfulness-Based School Program for Elementary School Children: A Randomized Controlled Trial (2015, methodology): “Change scores can be used as the dependent variable in an analysis of variance (ANOVA) and are seen as an alternative to ANCOVA when the researcher is interested in examining the direction of change from pretest to posttest, as was the case here (Tabachnick & Fidell, 2001).”
Appearance-Related Social Networking Sites and Body Image in Young Women: Testing an Objectification-Social Comparison Model (2020, background): “All values were less than the p > .001 critical value with three degrees of freedom, indicating that no multivariate outliers were present (Tabachnick & Fidell, 2007).”
Minority Stressors and Psychological Distress in Transgender Individuals (2017, unknown): “Factor loadings less than .32 were considered to be insufficiently strong to be of relevance as per Tabachnick and Fidell (2007).”
Relations between corporate economic performance, environmental disclosure and greenhouse gas emissions: new insights. (2018, background): “Standard regression analysis demonstrates the association between variables, but not causality (Tabachnick and Fidell, 2014).”
The Psychological and Academic Costs of School-Based Racial and Ethnic Microaggressions (2017, methodology): “Items with factor loadings of .45 or greater were included (Tabachnick & Fidell, 2007), and items with cross-loadings of .50 or above on more than one component were removed (Osborne & Costello, 2005).”
Explaining Residents’ Behavioral Support for Tourism through Two Theoretical Frameworks (2021, methodology): “The former was used to conduct univariate (to identify potential outliers considering z scores from standardized data) and multivariate data screening (i.e., Mahalanobis’s distance) (Tabachnick and Fidell 2019).”
Distributed Cognition in Top Management Teams and Organizational Ambidexterity (2017, background): “These statistics are well below the recommended level of .65 for correlations (Tabachnick & Fidell, 1996) and 10 for variance inflation factor values (Neter, Kutner, Nachtsheim, & Wasserman, 1996).”
The seven sins of L2 research: A review of 30 journals’ statistical quality and their CiteScore, SJR, SNIP, JCR Impact Factors (2019, methodology): “A large number of topics fall under quantitative research, making a parsimonious classification of these topics no easy task (see Stevens, 2009; Tabachnick & Fidell, 2013).”
The Eating Disorder Examination: a semi-structured interview for the assessment of the specific psychopathology of eating disorders (2014, background): “This is problematic because different analytic techniques are required for ordinal (e.g. nonparametric statistics) vs. interval-ratio (e.g. parametric statistics) scales (Tabachnick & Fidell, 2001).”