From classroom instinct to assessment science.
My career began in a middle grades math and science classroom, where I cared deeply about my students and believed I was helping them grow. Like many educators, I knew how to teach and how to use the tests and quizzes available to me. What I did not yet understand was how much assessment quality shapes the conclusions we draw about what students know, what they do not know, and what they need next.
That realization came later, during my doctoral studies, in an elective course called "Testing and Grading." I still remember walking out of class embarrassed by how much I had not known while I was teaching. I was not careless. I was not uncommitted. I simply had not been taught.
Since then, I have been on a mission to help assessment creators do that work better and with greater confidence. I have trained K-12 teachers and administrators, future and current college faculty, and subject matter experts writing high-stakes certification exam items in education and medical fields.
Across those settings, the pattern is consistent: people are asked to create assessments that shape important decisions, but most have not been given a practical toolkit for doing that work well.
Polished does not always mean well-measured.
When AI tools made test and quiz generation faster, the promise was obvious. So was the risk. Questions could look professional while still being unclear, misaligned, or weak measures of learning. Archaine was created to bring psychometric expertise into the process from the start.