Reflection
Sabrina Hanson | M.S. Learning Design and Technology | University of South Florida | Spring 2026
Sabrina Hanson | M.S. Learning Design and Technology | University of South Florida | Spring 2026
Building this e-portfolio was unlike any other assignment in this program, not because it was the most technically demanding, but because it required me to look backward at everything I had done and make sense of it as a whole. The process of developing this portfolio taught me something that no individual course assignment could: that growth is not always visible when you are in the middle of it. It only becomes clear when you step back far enough to see the pattern.
When I began mapping my coursework to the five AECT standards, I expected the exercise to feel administrative, a checklist of competencies to confirm and document. What I did not expect was how often I would find myself surprised. Assignments I had thought of simply as course requirements turned out to carry far more depth than I had recognized at the time. My ARCS Motivational Design Workbook, which I had viewed as a structured academic exercise, revealed itself as a genuine piece of instructional analysis that required me to synthesize three theoretical frameworks and apply them to a real audience with real performance gaps. My Big Data final paper, which I had considered primarily as an analytical challenge, turned out to be as much about data ethics and responsible communication as it was about visualization and regression. Seeing these artifacts through the lens of the standards gave them new meaning, and, honestly, gave me more credit for what I had actually produced.
If I were to approach this process differently, I would start thinking in portfolio terms much earlier. There were artifacts from my first semester, HTML and CSS modules, Captivate simulations, and interactive media projects that I undervalued at the time because they felt like skill-building exercises rather than meaningful deliverables. In retrospect, they represent exactly where I started, and that starting point is worth documenting. I also wish I had kept more detailed process notes while working on group projects, because reconstructing my specific contributions from memory months later is much harder than it should be. Future students: save everything, and write a few sentences about your role while the work is still fresh.
The most significant evolution this program produced in me was a shift in how I think about the relationship between technology and learning. When I enrolled, I held a fairly instrumental view of technology as a tool that delivers content more efficiently. What I developed instead is a more critical and ecological perspective: technology shapes the conditions under which learning is possible, and those conditions are never neutral. The environments we design, the platforms we choose, the data we collect, and the metrics we use to measure success all embed assumptions about who learners are, what they need, and what counts as good performance. My work in AI-supported simulation design, learning analytics, and motivational design all pushed me toward this more nuanced understanding. I now think of instructional design less as content delivery and more as environment architecture, and that shift fundamentally changed how I approach my professional work.
My career sits at the intersection of the academic and the applied. I design training for go-to-market teams in the cybersecurity industry, an environment where the content is highly technical, the learners are skeptical of formal training, and the stakes of poor performance are measurable in real revenue. Every theoretical framework I encountered in this program, from ARCS to Universal Design for Learning to quasi-experimental research design, sharpened my ability to make better decisions in that context. This portfolio is not the end of that development. It is the record of where it began, and the foundation for where it is going next.