Where to learn about creating and organizing reports from data sets attributed to "things"

Does anyone know of any good tutorials on running reports for data?
I’d like to understand more about how to create a data set and pull a report showing data from multiple fields with headings.
I need to create multiple things and organize them into a grid with their associated attributes.