If it is for "defending" your thesis/dissertation, it must be in the form that will clearly answer your research problem. The rest will depend in the kind of "audience" you will show your data. For a business proposal, charts. graphs and tables usually work. For technical and statistical people, you may need "deeper" kinds of presentation.
Only report what is relevant and directly linked to your research questions and hypothesis. The rest of the methods (unless newly invented by you) can just be referred to in the thesis/paper. All this should be done in the context of the requirements of your institution of course. Your supervisor or co-authors etc should be in position to assist where need be. Good luck.
One little thing to consider is try to use a figure rather than a data table when it is possible. Audience or readership will find it much more intuitive to assimilate.
common sense and sufficient knowledge. Mainly common sense. An intelligable reader should be able to grasp the findings and to understand and follow your interpretation.
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