SPSS (Statistical Package for the Social Sciences) is an excellent software to execute statistical tests. Both descriptive and inferential statistics can be generated with a few clicks using this software. It is also a good tool to practice different examples for a given statistical test to gain a wider understanding of the significance of the test.
Numerous resources are available on the web that can get you started in using SPSS. One web resource that I like the most is Laerd Statistics. The website offers step-by-step instructions for running most of the tests with an easy-to-understand example for each test. Some of the features are available on subscription and you can get 1 month, 3 months, or 6 months’ access to all the resources available on the website. Nonetheless, there is enough guidance available even if you don’t have any account with the website.
Below, I am listing some of the resources available free of cost on the website. If I find a better and relevant link even from the other site for the same test, I will include it as well.
Choosing a statistical test
https://www.graphpad.com/support/faqid/1790
Chi-Square Test for Association using SPSS Statistics
Chi-Square Goodness-of-Fit Test in SPSS Statistics
https://statistics.laerd.com/spss-tutorials/chi-square-goodness-of-fit-test-in-spss-statistics.php
One-Sample T-Test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/one-sample-t-test-using-spss-statistics.php
https://www.machinelearningplus.com/statistics/one-sample-t-test
Independent t-test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/independent-t-test-using-spss-statistics.php
Mann-Whitney U Test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/mann-whitney-u-test-using-spss-statistics.php
Dependent T-Test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/dependent-t-test-using-spss-statistics.php
Sign Test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/sign-test-using-spss-statistics.php
Wilcoxon Signed-Rank Test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/wilcoxon-signed-rank-test-using-spss-statistics.php
McNemar’s test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/mcnemars-test-using-spss-statistics.php
Cochran’s Q test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/cochrans-q-test-in-spss-statistics.php
Pearson’s Product-Moment Correlation using SPSS Statistics
Spearman’s Rank-Order Correlation using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/spearmans-rank-order-correlation-using-spss-statistics.php
https://www.nagwa.com/en/explainers/412129796494
Partial Correlation using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/partial-correlation-using-spss-statistics.php
Kendall’s Tau-b using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/kendalls-tau-b-using-spss-statistics.php
One-way ANOVA in SPSS Statistics
https://statistics.laerd.com/spss-tutorials/one-way-anova-using-spss-statistics.php
ANOVA with Repeated Measures using SPSS Statistics
Two-way ANOVA in SPSS Statistics
https://statistics.laerd.com/spss-tutorials/two-way-anova-using-spss-statistics.php
Two-way repeated measures ANOVA using SPSS Statistics
Three-way ANOVA in SPSS Statistics
https://statistics.laerd.com/spss-tutorials/three-way-anova-using-spss-statistics.php
Mixed ANOVA using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/mixed-anova-using-spss-statistics.php
One-way ANCOVA in SPSS Statistics
https://statistics.laerd.com/spss-tutorials/ancova-using-spss-statistics.php
Two-way ANCOVA in SPSS Statistics
https://statistics.laerd.com/spss-tutorials/two-way-ancova-using-spss-statistics.php
Linear Regression Analysis using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/linear-regression-using-spss-statistics.php
Multiple Regression Analysis using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/multiple-regression-using-spss-statistics.php
How to interpret a Collinearity Diagnostics table in SPSS
http://www.regorz-statistik.de/en/collinearity_diagnostics_table_SPSS.html
Poisson Regression Analysis using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/poisson-regression-using-spss-statistics.php
Binomial Logistic Regression using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/binomial-logistic-regression-using-spss-statistics.php
Multinomial Logistic Regression using SPSS Statistics
Principal Components Analysis (PCA) using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/principal-components-analysis-pca-using-spss-statistics.php
https://in.sagepub.com/sites/default/files/upm-assets/70310_book_item_70310.pdf
https://www.spss-tutorials.com/spss-factor-analysis-tutorial/
Moderator Analysis with a Dichotomous Moderator using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/dichotomous-moderator-analysis-using-spss-statistics.php
Cronbach’s Alpha (α) using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/cronbachs-alpha-using-spss-statistics.php
Goodman and Kruskal’s gamma using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/goodman-and-kruskals-gamma-using-spss-statistics.php
Jonckheere-Terpstra test using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/jonckheere-terpstra-test-using-spss-statistics.php
Testing for Normality using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/testing-for-normality-using-spss-statistics.php
Somers’ d using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/somers-d-using-spss-statistics.php
Creating a Bar Chart using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/bar-chart-using-spss-statistics.php
Creating a Clustered Bar Chart using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/clustered-bar-chart-using-spss-statistics.php
A Simple Scatterplot using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/scatterplot-using-spss-statistics.php
Recoding Variables in SPSS Statistics
https://statistics.laerd.com/spss-tutorials/recoding-variables-in-spss-statistics.php
Get the output to include value labels for responses that have a frequency of zero
How do I calculate a new variable based on values of other variables
https://www.ibm.com/support/pages/how-do-i-calculate-new-variable-based-values-other-variables
Selecting cases and filtering data in SPSS
https://www.youtube.com/watch?v=K-5L3TU1Uj0
SYSMIS, $SYSMIS, and SYSMIS() in SPSS
https://www.ibm.com/support/pages/sysmis-sysmis-and-sysmis-spss
How do I have SPSS show the names of variables in tables in the output?
https://stats.oarc.ucla.edu/spss/icu/customizing-spss
Estimating a Population Mean
https://cosmosweb.champlain.edu/people/stevens/WebTech/SPSS/Chap7-SPSS.pdf
t-statistic Calculator
https://www.omnicalculator.com/statistics/t-statistic
t-Distribution Table
https://www.tutorialspoint.com/statistics/t_distribution_table.htm
Binomial test and 95% confidence interval (CI) using SPSS Statistics
https://statistics.laerd.com/spss-tutorials/one-sample-t-test-using-spss-statistics.php
https://www.quora.com/For-percentage-data-which-statistical-significance-test-should-I-use
Statistics Formulas
Sample Size Calculator
https://www.calculator.net/sample-size-calculator.html
Degrees of Freedom Calculator
https://www.omnicalculator.com/statistics/degrees-of-freedom
ANOVA Formulas
https://goodcalculators.com/one-way-anova-calculator/
Can I use SPSS to analyse structural equation modelling?
https://www.quora.com/Can-I-use-SPSS-to-analyse-structural-equation-modelling
Date format not available, IBM SPSS Statistics 21 or 22
https://www.ibm.com/support/pages/node/247659
How to calculate Relative Importance Index using Likert’s scale?
https://www.researchgate.net/post/How-to-calculate-Relative-Importance-Index-using-Likerts-scale
All Statistical Tests
https://statistics.laerd.com/features-tests.php
Udemy Course 1
https://www.udemy.com/course/introduction-spss
Udemy Course 2
https://www.udemy.com/course/descriptive-statistics-spss
Udemy Course 3
https://www.udemy.com/course/spss-for-healthcare-and-life-science-statistics
Udemy Course 4
https://www.udemy.com/course/spss-for-research
Udemy Course 5
https://www.udemy.com/course/spss-statistics-foundation-course-from-scratch-to-advanced
Udemy Course 6
https://www.udemy.com/course/confirmatory-factor-analysis-with-amos
Udemy Course 7
https://www.udemy.com/course/statsfriend-spss-linear-regression-complete-walkthrough
Udemy Course 8
https://www.udemy.com/course/inferential-statistics-spss
Udemy Course 9
https://www.udemy.com/course/ibm-spss-modeler-getting-stated
Udemy Course 10
https://www.udemy.com/course/statistics-for-data-science-data-analytics
Udemy Course 11
https://www.udemy.com/course/introduction-to-statistics
Udemy Course 12
https://www.udemy.com/course/social-research-with-logistic-regression-in-spss
Udemy Course 13
https://www.udemy.com/course/python-for-statistical-analysis