Miranda,
Rubrics are your FRIEND! I'm so sad to hear you say that faculty did not use rubrics. What about in high school? I have taught either high school, technical college and at the university level since 1983 and have always used them.
They help students understand the project and expectations and help you be more consistent in your grading.
Thanks for your input.