Field, A. (2017) Discovering Statistics Using IBM SPSS Statistics. London: Sage.
For students looking to cover more advanced material. Also available for other software packages.

Pallant, J. (2016) SPSS Survival Manual. Maidenhead: McGraw-Hill Education.
Serves as a how-to manual that covers more advanced techniques.

Salkind, N. (2016) Statistics for People Who (Think They) Hate Statistics. London: Sage.
Good for explaining the ideas behind statistics. Includes a short SPSS guide.

Urdan, T. (2017) Statistics in Plain English. Abingdon: Routledge.
Gives a clear introduction to statistics by hand. Good explanations of some of the tricky con­cepts of statistics; can be useful as a reference guide when you don’t understand some of the concepts.