There are two aspects to course quality: maintaining and sustaining a certain level of quality, and reaching the desired level of quality in the first place.
To maintain quality in either a service or production situation, there are well established concepts we can apply. See the American Society for Quality (ASQ) site for many ideas, tools, and methods to use. For example, there should be regular, repeatable sampling to identify any trends in the process. Have clear definitions and targets for outcomes and know how to quantitatively or qualitatively measure them. Understand the qualities that make up the quality. Do a root cause analysis for areas of less-than-desired quality. There should be a clear understanding what can be ‘controlled’ and what cannot be, and it is important to understand the types and sources of variance. There are many systematic and well-thought out methods for understanding and improving quality in processes such as teaching. In summary, using a quality management lens helps to identify the qualities of a course that matter, how to set targets for the qualities, how to achieve the targets in a systematic way, and how to measure them. Although you might not have studied quality management as part of your academic training, there is no time like the present to learn some of the key methods and ideas about how to manage quality in your profession!
There are also important principles that help when introducing change and one principle is monitoring the periods just before the change, during the change, immediately after the change, and after the change has stabilized. This monitoring might require specialized tools and methods, and frequent sampling; and might be different in each of the four periods.
If you as an instructor are trying to teach a course, you should know what you want your target effect to be, BUT there are several contributing factors that lead to this overall effect. What exactly is leading to a quality course or target? The starting point for any quality analysis or control program is knowing what you are supposed to deliver. What the qualities are that define an effective and efficient course and what targets do you, your TAs, your students, the department, faculty, institution, accreditation bodies, and society have for these qualities. It is likely that all of these parties have a different view of what qualities matter and what the expected quality level should be. It is also likely that most of these parties have never really thought about it too much. In any discipline, we should know what we mean by 'qualities', what the targets are, how to measure a quality, and how to interpret the results; that is, we should use a scientific lens when approaching teaching and the quality of teaching.