What 100 students want from a daily wellness guide.
Across nine months, Journey ran a behavioral nudge pilot with 100 students at the University of New Haven. We logged every reply, reaction, completion, and crisis. This report distills what we learned about the lives behind the data: what students hope for, where Journey delivered, and what they still struggle with.
Students do not fall neatly into “thriving” or “at risk.” Most live in both at once.
From August 2025 to May 2026, Journey ran a text-based support pilot with 100 University of New Haven students. Each student completed an intake assessment and was matched to one of five Traveler archetypes. From there, they received a maximum of 3 nudges per week, shaped by their goals, schedules, communication preferences, and the academic calendar. Across the pilot, Journey logged 1,422 conversations. Reactions (❤️ “I did it” / 👍 “I liked it” / 👎 “not the vibe”) helped refine support over time, while outreach was coordinated with CAPS, CASA, the Career Development Center, Wellness, Student Affairs, and One Stop. By May 2026, the cohort’s Journey Score rose from 72 to 85, and the high-risk segment dropped from 17 students to 8.
The core finding is that student risk is hard to manage because students are often carrying too much at once. Academic pressure, loneliness, anxiety, financial uncertainty, and future planning can compound into paralysis. In that state, avoidance is not laziness or failure; it is often a form of self-protection. Digital platforms make that avoidance easier by offering quick relief, comfort, and distraction with almost no friction. The pilot showed that students were most likely to respond when support was compassionate, small, timely, and concrete: not asking them to fix everything, but helping them take the next manageable step.
What students hope for.
When asked “what do you want help with this semester?”, students could choose multiple goals. The pattern was clear: what they wanted most was not productivity, but the sense that they belonged somewhere, and the structure to keep showing up.
What students hope for
Where action is being taken.
When a nudge was acted on (user reacted to message with a ❤️), it counted as a confirmed step. The most acted on nudges weren’t the deepest. They were the ones with the lowest activation cost. A glass of water at noon. A reminder that career fair was on the quad. Permission to take a break.
Where action is being taken
How a Nudge Is Crafted.
Three nudges per week. That is the constraint Journey gave itself. Inside that limit, every send has to earn its place. The right student, the right moment, the right ask. Click through three real days from the cohort to see where each nudge actually landed and why.
Wednesday
Thursday
Monday
What students worry about.
Pain points were captured at intake and re-tested across the semester through open-ended check-ins. A student could carry more than one. Six pain points dominated the cohort, and they sit underneath every late assignment and every existential crisis.
What students worry about
How students ask Journey for guidance.
Most messages were short. A handful weren’t. Out of 1,422 logged conversations, about 6% involved a student asking Journey what they should actually do, on a class, a relationship, a career path, a campus decision. We clustered those guidance-seeking conversations across ten domains.
Figure 1. Distribution of topics among 1,422 guidance-seeking conversations across ten domains, with synthetic examples drawn from the top four. Examples preserve the cadence and content of real student messages and have been edited to remove identifying details.
In the next training pass, we used the relationship-guidance scenarios where Journey was most likely to over-validate as targeted training data. The goal is for Journey to stay warm without abandoning honest pushback when a student needs it. Early results from the next model show roughly half the sycophancy rate in relationship conversations, with carryover gains across other domains.
The light and shade of student support.
The same qualities that make a daily wellness guide useful (availability, warmth, low friction) can also create new problems. Six tensions ran through the data.
Students who responded to small daily tasks felt supported. Students who treated the nudge list as another thing they have to get done felt anxious. The difference was almost always tone.
“I’m getting tutoring when I need. I’m just a poor quiz taker when it comes to math.” First-year · UNH
“One thing. Not everything. What’s the one thing?” Nudge that worked · UNH
Belonging was the #1 hope and the #3 worry. Students wanted to feel seen, and feared the social cost of trying. Event nudges worked when they made the first move easier.
“It’s hard to get out and start the conversation with people.” First-year · UNH
“Made some friends at the career fair. Felt less anxiety once I got there than I was expecting. Thanks Journey.” First-year · UNH
Students rejected nudges that felt over-validating, especially after a hard moment. The clearest 👎 signal in the data: cheerful “you’ve got this!” replies after a real-world setback.
“Disliked: ‘Take a moment to breathe. You’ve got this!'” First-year · UNH
“Yo I just aced my midterm. I literally did not sleep at all last night.” First-year · UNH
Students who relied on Journey to start tasks finished more of them. Students who relied on Journey to think for them noticed the cost themselves and pulled back.
“I want to stop depending on AI this semester. My first move is taking my notes and using my critical thinking skills.” First-year · UNH
“I had two AI conversations going. It pulled details from both and changed how I see my career.” Sophomore · UNH
Light, playful nudges drove the most ❤️ reactions. The data also held some of the heaviest moments students wrote anywhere, and Journey’s role then was to route, not respond.
“My financial aid got cut and I don’t know if I can come back next semester.” First-year · UNH (routed to One Stop)
“I AM SO DONE. My professor just failed me on an assignment because of a ‘formatting issue.'” First-year · UNH (routed to advising)
“Just open it. Don’t marry it” out-performed every motivational reframe. The smaller the first step, the higher the completion rate. Universally true across all five traveler types.
“I don’t even know where to start. I have 3 exams next week and a paper due tomorrow and I haven’t done any of it.” First-year · UNH
“What I have to get done is two scholarship essays for a scholarship due 4/30.” First-year · UNH (after triage)
Selected voices from the cohort.
Below are real student replies, anonymized and edited only for clarity. Six voices per traveler archetype. Filter to see the voices behind any goal, any pain point, or any traveler type.
“My only goal is to get my math and sociology grade up. The reason I have an F in math is the first quiz, but I am taking advantage of tutoring. With sociology, I’m a poor quiz taker. I’m going to make a 1-page quiz sheet after each class and do a 5-minute self-quiz before the actual one.”
Pathfinder · First-year · UNH
“I’m thinking about switching majors. Idk if I should pitch it to my parents or just do it and tell them after.”
Pathfinder · First-year · UNH
“Three exams next week. Trying a new study system this time. See if it sticks.”
Pathfinder · UNH
“Idk how I’m gonna do this internship and 18 credits but I’ll figure it out.”
Pathfinder · Sophomore · UNH
“Dropped a class today and it actually feels right. Now what.”
Pathfinder · First-year · UNH
“My financial aid got cut and I don’t know if I can come back next semester.”
Pathfinder · First-year · UNH
“I’m working on a drama fantasy novel. I haven’t started writing yet, focus has been on studies, but I’m going to start with character biographies first.”
Creator · First-year · UNH
“Started painting again last week. First time in 2 years. Feels weirdly good.”
Creator · UNH
“My zine is due tomorrow and the layout is killing me. Just need to print it and let it be.”
Creator · First-year · UNH
“Anyone else have like 8 unfinished projects and zero motivation to finish any of them.”
Creator · UNH
“I want my final film to feel like a memory not a movie. Idk how to explain it but that’s the vibe.”
Creator · Sophomore · UNH
“Wrote a song last night that’s actually decent. Putting it on Spotify just to see what happens.”
Creator · UNH
“I went to the career fair today and made some great connections.”
Navigator · First-year · UNH
“What if I fail my classes. What if I lose my friends. What if my RAs hate me because I get locked out so much.”
Navigator · UNH
“My team won the rugby tournament this week.”
Navigator · UNH
“Color-coded every assignment due before finals. Kind of a vibe ngl.”
Navigator · First-year · UNH
“I’m 4 weeks ahead in econ but behind in everything else. Help me re-allocate.”
Navigator · Sophomore · UNH
“Booked office hours with all 4 profs this week. Best decision I’ve made all semester.”
Navigator · First-year · UNH
“I went all of last week. I’m so excited for the involvement fair, especially to learn about this sorority I want to join. I also saw gaming club, entrepreneurship club, NAACP, Halloween/Spooky club. My involvements right now are animation club and Take Charge.”
Connector · First-year · UNH
“Im nervous. I haven’t been to an event in a month.”
Connector · UNH
“It’s hard to get out and start the conversation with people.”
Connector · First-year · UNH
“I AM SO DONE. My professor just failed me on an assignment because of a ‘formatting issue’ and won’t let me resubmit.”
Connector · UNH
“My roommate hasn’t said a word to me in 3 days and idk if I did something.”
Connector · First-year · UNH
“Threw a study group together last night and 6 people came. Doing it again Thursday.”
Connector · UNH
“I’m grateful for my college education.”
Explorer · First-year · UNH
“It was A. I got a 97 on my history midterm. Now I’m getting ready for the math midterm.”
Explorer · First-year · UNH
“I don’t even know where to start. I have 3 exams next week and a paper due tomorrow and I haven’t done any of it.”
Explorer · UNH
“My plan for break is to work on my novel and try out my new gaming laptop.”
Explorer · First-year · UNH
“Sat in on a class outside my major today and now I’m questioning everything lol.”
Explorer · Sophomore · UNH
“Found a coffee shop on State that’s actually quiet. New study spot unlocked.”
Explorer · First-year · UNH
Where Journey routed students.
When a student’s pattern hit a threshold, Journey didn’t try to solve it. It activated the right campus department, usually before the student would have asked for help on their own.
Student population broader support needs
Students want to be supported, not managed.
The 100 students in this pilot needed someone who noticed when they were drowning. Someone they could text, “I’m failing math, help me with that class.” Unsolicited motivation lands wrong. Irrelevant encouragement lands worse.
They needed someone who could hear the difference between “I’m grateful for my college education” and “my financial aid got cut.” Someone who showed up before the fork in the road of choosing to go on social media or choosing to take a break, reset, and recharge brain power.
When Journey worked, it was because the nudges were small, specific, and felt addressed to a real person. When it fell short, the tone leaked too much cheer into a hard moment. Or a system message arrived where a human was needed. Or a nudge hit on a day the student had things we didn’t know about.
We also learned to listen more than we speak. Three nudges a week is a tight budget. Spend them where the student told us they needed help.
Next round tightens both ends. Lighter touch on the easy days. Faster human handoff on the heavy ones.
Students want a guide that helps them live the college life they pictured when they moved in. The one they were a little scared of. The one they need help building.