Sweating the Small Stuff: Does data cleaning and testing ... - Frontiers

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Table of Contents05 Is Data Cleaning and the Testing of Assumptions Relevant in the21st Century?Jason W. Osborne08 Are Assumptions of Well-Known Statistical Techniques Checked, andWhy (Not)?Rink Hoekstra, Henk A. L. Kiers and Addie Johnson17 Statistical Conclusion Validity: Some Common Threats and SimpleRemediesMiguel A. García-Pérez28 Is Coefficient Alpha Robust to Non-Normal Data?Yanyan Sheng and Zhaohui Sheng41 The Assumption of a Reliable Instrument and Other Pitfalls to Avoid WhenConsidering the Reliability of DataKim Nimon, Linda Reichwein Zientek and Robin K. Henson54 Replication Unreliability in Psychology: Elusive Phenomena or “Elusive”Statistical Power?Patrizio E. Tressoldi59 Distribution of Variables by Method of Outlier DetectionW. Holmes Finch71 Statistical Assumptions of Substantive Analyses Across the General LinearModel: A Mini-ReviewKim F. Nimon76 Tools to Support Interpreting Multiple Regression in the Face ofMulticollinearityAmanda Kraha, Heather Turner, Kim Nimon, Linda Reichwein Zientek andRobin K. Henson92 A Simple Statistic for Comparing Moderation of Slopes and CorrelationsMichael Smithson101 Old and New Ideas for Data Screening and Assumption Testing for Exploratoryand Confirmatory Factor AnalysisDavid B. Flora, Cathy LaBrish and R. Philip Chalmers122 On the Relevance of Assumptions Associated with Classical Factor AnalyticApproaches†Daniel Kasper and Ali ÜnlüFrontiers in Psychology August 2013 | Sweating the Small Stuff: Does data cleaning and testing of assumptions really matter in the 21st century? | 3
142 How Predictable are “Spontaneous Decisions” and “Hidden Intentions”?Comparing Classification Results Based on Previous Responses withMultivariate Pattern Analysis of fMRI BOLD SignalsMartin Lages and Katarzyna Jaworska150 Using Classroom Data to Teach Students About Data Cleaning and TestingAssumptionsKevin Cummiskey, Shonda Kuiper and Rodney SturdivantFrontiers in Psychology August 2013 | Sweating the Small Stuff: Does data cleaning and testing of assumptions really matter in the 21st century? | 4
Page 2 and 3: FRONTIERS COPYRIGHTSTATEMENT© Copy
Page 7 and 8: OsborneAssumptions and data cleanin
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Page 12 and 13: Hoekstra et al.Why assumptions are
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Page 20 and 21: García-PérezStatistical conclusio
Page 30 and 31: Sheng and ShengEffect of non-normal
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Page 44 and 45: Nimon et al.The assumption of relia
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Nimon et al.The assumption of relia
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TressoldiPower replication unreliab
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TressoldiPower replication unreliab
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ORIGINAL RESEARCH ARTICLEpublished:
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FinchModern methods for the detecti
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MINI REVIEW ARTICLEpublished: 28 Au
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NimonStatistical assumptionsand Del
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NimonStatistical assumptionsFor exa
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Kraha et al.Interpreting multiple r
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SmithsonComparing moderation of slo
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Lages and JaworskaHow predictable a
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Cummiskey et al.Testing assumptions
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