By the middle of the semester, a certain kind of tiredness descends upon a university campus. You can practically feel it in the dining hall at 11 p.m. and in the library, where half of the students are just staring instead of studying. For years, mental health experts have raised concerns about the wellbeing of students, citing an increase in anxiety, depression, and academic burnout. Workload, social media, and financial strain are the main topics of discussion. Seldom does anyone pause to pose a more awkward question: how does the technology marketed as a solution really contribute to the problem’s escalation?
Persuasive design frameworks within eHealth platforms—the kind of apps that universities license and give to struggling students like a prescription—were thoroughly examined in a 2024 study published in PLOS ONE. The results were startling because they showed how little people actually know, not because they uncovered some grand conspiracy. The study discovered that although persuasive design is common in mental health platforms, there are few comparative analyses, customized interventions are underrepresented, and it is still genuinely unclear how these design mechanisms actually affect user experience. It’s a little concerning.

For those who don’t know, persuasive technology isn’t inherently evil. At Stanford, B.J. Fogg created the framework to explain systems that are intended to alter human behavior through design decisions, such as nudges, reminders, streaks, and reward loops. It works incredibly well for financial habit trackers, language learning applications, and fitness apps. However, mental health is a different matter. Someone who is trying to remember to drink more water is not in the same psychological position as a student who is sitting by themselves at two in the morning and spiraling through anxious thoughts. There are different stakes. The vulnerability is not the same.
Gradually, platforms designed for real therapeutic support have quietly absorbed engagement-driven design logic. This is where things get interesting. Not always with malice. At times, the logic seems almost plausible: the app cannot assist a student if they do not open it. Thus, you incorporate a notification. A streak followed. Then a subtle system of shame masquerading as support. The distinction between behavioral manipulation and therapeutic design eventually becomes genuinely challenging to draw.
One finding from a 2023 study on student mental health support at Hartzell High School keeps coming to mind. Students there voiced serious concerns about confidentiality and expressed obvious discomfort with the emotional shallowness of the current support systems. They desired tools that were not only accessible but also emotionally intelligent. This discrepancy between what students truly require and what engagement-optimized platforms provide may be one of the more subdued causes of discontent with digital mental health tools in general.
Universities seem to have rushed toward technological solutions, in part because they are scalable and in part because there aren’t many other options when the counselor-to-student ratio is one to eight hundred. A wellness app license appears to be an action. The question of whether it qualifies as genuine care is a different one, and it isn’t raised loudly enough during board meetings.
It’s difficult to ignore how the way that student mental health is framed continues to shift accountability from institutional shortcomings to personal coping mechanisms. This is subtly reinforced by the apps, which put the student at the center of their own intervention while maintaining the same structural pressures. The technology seems up to date. The underlying issue doesn’t.
This does not imply that digital tools for mental health are useless. Some are actually helpful when used carefully. However, the persuasive architecture built into these platforms should be examined much more closely than it is now, not by app developers but by the educational institutions endorsing them to students who are already, in many cases, lacking in trust.

