Preface; Part I. Analysis Tools: 1. SPSS: statistical package for the social sciences Duncan Cramer; 2. Reproducible science with R Andy P. Field and Teresa B. Gibson; 3. User-friendly Bayesian and frequentist statistics with JASP Ruth V. Walker and Julie Madden; 4.
SAS® software for the social and behavioral sciences research Ravindra Khattree and Anuradha Roy; 5. Mplus: an overview of its unique analysis capabilities Bengt O. Muthén; 6. STATA Ulrich Kohler; 7. Unveiling insights: NVivo in qualitative research Popi Sotiriadou and Mohsen Loghmani; Part II. Analytical Considerations: 8. Missing data Gerko Vink and Stef van Buuren; 9. Detecting insufficient effort responding to questionnaires: techniques and practical recommendations Jason L.
Huang and Ran Huang; 10. Validating statistical assumptions for common statistical techniques Abdel-Salam G. Abdel-Salam; 11. Data transformations Jason W. Osborne; 12. Measurement equivalence Jan Cieciuch, Eldad Davidov and Peter Schmidt; 13. Measures of association: estimates, P-values, and statistical tests Sander Greenland; Part III. Advanced Quantitative Approaches: 14.
Non-linear time series analyses Margaret C. Macpherson, Michael J. Richardson and Rachel W. Kallen; 15. Advanced inferential analyses Vincenzo Guerriero, Roberta Alilla, Giulia Maria Bellucci, Flora De Natale and Barbara Parisse, Marco Tallini; 16. Mediation and moderation analysis Amanda J. Fairchild, Donna L. Coffman, Dexin Shi, Sarfaraz Serang and David P.
MacKinnon; 17. Moderated mediation and (Not) 'Mediated Moderation' Andrew F. Hayes and The Ton Vuong; 18. Advanced Bayesian analyses Yasir Atalan and Jeff Gill; 19. Item response theory and modeling Tenko Raykov; 20. Advances in confirmatory factor analysis Michael T. Moore; 21. Multivariate longitudinal data analyses Silvia Bianconcini and Silvia Cagnone; 22.
Partial Least Squares Structural Equation Modeling (PLS-SEM): a rapidly emerging SEM tool Joseph F. Hair, Jr., Misty A. Sabol and Jeffrey J. Risher; 23. Advanced meta-analytic techniques Mike W.-L. Cheung and Suzanne Jak; 24.
Signal detection theory Michael S. Landy; 25. Using computer simulations to study social dynamics Francesco Renzini and Flaminio Squazzoni; Part IV. Advanced Qualitative Approaches: 26. Fuzzy-set qualitative comparative analysis Evan John Douglas; 27. Practicing reflexivity Linda Finlay; 28. Researcher-as-instrument in qualitative research Michelle Miller-Day; 29. Transcription in qualitative research Christina Davidson; 30.
Thematic analysis Nikki Hayfield and Gareth Terry; 31. Discourse analysis Jennifer Andrus; 32. Narrative analysis Dorien Van De Mieroop and Kim Schoofs; 33. Transformer models Martin Popel, Jindrich Libovický, Zdenek Kasner and Ondrej Dusek; 34. Systematic reviews Katy Sutcliffe, Emma France, Angela Harden and James Thomas.