PsychInfo: Using SPSS - Introduction to the software and step-by-step instructions on performing the basic steps needed to analyze and understand data. - http://webpub.allegheny.edu/dept/psych/SPSS/SPSS.html
Help With Statistics - Downloadable (pdf) tutorials for common procedures give the SPSS syntax and explain the output. - http://www2.etown.edu/psychology/statshelp.htm
Which test? - Questions assist in selecting an appropriate statistical test. - http://www.whichtest.info/
Psychological Statistics at Missouri State - Introductory and Multivariate textbooks, calculators, and example assignments. Uses SPSS. - http://www.psychstat.missouristate.edu/
Practical Statistics - Primers and utilities to calculate difficult test statistics. Includes multiple linear regression, mediation, and interaction tests. - http://www.unc.edu/~preacher/
Psychology 3000 - Online course has lectures enhanced with interactive homework assignments and tools to visualize concepts. - http://www.psych.utah.edu/stat/introstats/
Statistics Primer - Online presentation gives an overview of basic concepts in descriptive and inferential statistics. - http://allpsych.com/stats/
David A. Kenny - Contains tutorials on advanced statistical methods such as Structural Equation Modeling, Meta-Analysis, and mediation tests. - http://davidakenny.net/kenny.htm
Patrick J. Curran - Quantitative psychologist provides his papers, technical appendicies, and resources on longitudinal methodology. - http://www.unc.edu/~curran/
Visualizing Statistical Concepts - Categorized and annotated links to interactive calculations and demonstrations. - http://www.du.edu/psychology/methods/concepts/
Statpage - Handouts (PDF) detailing when and how to perform and write about many common statistical tests. Uses SPSS. - http://www-class.unl.edu/psycrs/statpage/
Statistical Mediation - Resources for performing mediation tests. - http://www.public.asu.edu/~davidpm/ripl/mediate.htm
Psychological Statistics - Materials for an undergraduate course include lecture notes and assignments. Uses MiniTab. - http://www.uwsp.edu/psych/stat/
Intro to SPSS for the PC - A step-by-step tutorial for data entry and analysis using SPSS. - http://abacus.bates.edu/acad/depts/psychology/SPSSPC/spsspc.html