Quantitative methods

When using a quantitative method of collecting data such as a survey/questionnaire, what types of tests can be performed on the collected data of a survey?

Also, when it comes to a quantitative method, what can be done to ensure the reliability, validity, accuracy, analytic integrity, and logical consistency?