Report 01 / Sensemaking environmentActive

DartWorld

What happens when career exploration becomes a place you walk through, not a list you scroll.
Reflective Learning Platform Dartmouth College DALI Lab Collaboration 2024–present
Principal investigator
Seth Looper
My role
Founder and lead designer (DALI Lab as build partner)
Past collaborators
Lin Liu, Xiaoxi Tan, Tianyi Tan (2025)
Build partner
DALI Lab, Dartmouth College
Institution
Dartmouth College
Period
2024–present
Cohort
Pilot participants; ongoing rolling deployment
Status
Active
Addresses
RQ 1 · RQ 2
Methods used
Archetype clustering, Longitudinal journaling, Spatial mapping

What this report argues, how far the evidence currently goes, and what would settle it. The lab states this up front so a reader can weigh the work honestly.

The claim
A persistent spatial environment can sustain reflective work across a whole term, not just a single session.
What we have seen
Across six build cycles and deployment over multiple academic terms, design-team review suggests the onboarding is the richest reflective moment and that returning visits deepen journal entries. These are design observations, not measured outcomes.
Confidence
Provisional. No controlled measurement yet; the lab does not yet have the consent and review infrastructure to test causal claims about reflection.
What would test it
Under a future consent and review process: coding journal depth against visit count to locate the return threshold, and comparing onboarding prompts against later prompts for motivational content.

Most career offices work the same way: a student walks in, talks for thirty minutes, and leaves with a to-do list. That works if you already know what you want. Most students don't.

At Dartmouth, students show up well-prepared academically but without much practice thinking about who they are outside a transcript. The tools they get, personality quizzes, job boards, alumni directories, assume you already know yourself. They treat identity as something fixed, not something you figure out over time. There was no place designed for the slower work of sorting through what actually matters to you.

We wanted to know: could you build a digital environment that helps students do that kind of thinking, not in a one-off session, but across an entire term?

DartWorld, Design Your Life landing page

DartWorld has three parts: a reflective onboarding quiz, a 3D world you can walk through, and a journal where you track how your thinking changes. We built each piece separately, tested it with students, and then connected them.

reflective onboarding
Nine questions that start simple (where are you from, what do you study) and get personal: what keeps coming up in your choices, what are you actually worried about. You end up as one of three archetypes (Explorer, Seeker, or Achiever) before entering the world.
3d navigable environment
A 3D space where students walk through occupations, industries, and stories from other students. Career exploration as a place you move through, not a list you scroll.
journaling pinboard
A running journal inside the platform. Students write entries, go back to earlier ones, and see how their thinking has shifted over weeks. It works as a personal tool today; with a future consent and review infrastructure, the longitudinal entries could also become a research data substrate for the lab.

DartWorld rests on a small number of frames from identity development, transformative learning, and design pedagogy. Each shaped a specific decision.

The three onboarding archetypes (Explorer, Seeker, Achiever) are a deliberate simplification of James Marcia's identity statuses (Marcia, 1966), the foundational four-state vocabulary in adolescent identity research. We collapsed the four into three to keep the onboarding light, and named them in language a Dartmouth undergraduate would use without resistance. The archetypes aren't predictions; they're starting positions. (The lab's Career development as learning note has more on why categorical-but-revisable labels matter.)

The onboarding is engineered to produce a small disorienting dilemma (Mezirow, 1997): the moment when a student's self-image and the archetype they land on disagree, and they have to do work to integrate the gap. Mezirow's transformative-learning framework predicts that this disagreement, not the agreement, is where reflection actually starts. The whole onboarding flow is built around producing it.

The 3D navigable environment over a scrollable list comes from two places at once: Burnett & Evans's Designing Your Life (2016) and its wayfinding metaphor (careers as a landscape to walk through), and the broader observation, documented in the lab's Maps over lists note, that the first-three-result attention attractor is what makes traditional career tools fail at exploration.

The longitudinal journaling pinboard treats career deliberation as experiential learning in the Kolb sense (Kolb, 1984): concrete experience → reflective observation → abstract conceptualization → active experimentation, on a multi-term clock. The whole platform's developmental target is Baxter Magolda's self-authorship (Baxter Magolda, 2001): the capacity to author your own life rather than receive it.

The full set of cited works is in the working paper.

Reflective onboarding questionnaire Level 1 complete badge Values ranking question
DartWorld 3D navigable environment Journaling pinboard with sticky notes

We built DartWorld with Dartmouth's DALI Lab, a student-led technology lab that pairs undergrads with outside partners on real products. The development team changed every term, roughly every ten weeks. Each new group of student developers picked up where the last one left off, working from a design brief shaped by the previous round of user research.

That constraint turned out to be useful. No single team could hold the whole system in their heads, so the design had to be modular. Decisions had to be written down. And each ten-week cycle became a design-iteration unit: ship a version, observe how students use it through informal facilitator and design-team review, document what is and isn't working, and redesign for the next cycle.

Over multiple terms, we made major changes to the onboarding flow, navigation, and data architecture. Each revision came from design-team observation and the lead author's own use of the platform with students in his courses, not from a formally collected human-subjects study.

A few patterns the design-team review surfaced across iterations. Each of these is a design-rationale claim the working paper documents in §5; whether they hold at the strength implied is part of the open empirical agenda the lab does not yet have IRB infrastructure to test.

Onboarding as the richest reflection moment
The onboarding quiz was designed to orient students to the platform. Across design-team review, it appeared to be doing more reflective work than the rest of the system. The design implication: intake should be treated as the first real reflection moment, not as paperwork. The empirical question of whether the nine onboarding questions consistently elicit deeper motivational content than later prompts remains open.
Spatial over linear
The 3D environment is designed to support "productive wandering": encountering possibilities by adjacency rather than filtering them out by query. This is the design pattern that later shaped Synapse, the lab's spatial-map career-exploration prototype built around the same wandering hypothesis.
Returning matters
The journal is designed around a threshold-effect hypothesis: single visits produce surface-level entries; repeated visits begin to reference earlier thinking, name contradictions, and track shifting priorities. Whether the threshold sits at three visits, or more, or fewer, is the empirical question the lab plans to test under a future consent infrastructure.
DartWorld dashboard with events and career advice Student profile with interests, hobbies, and activities
3D world resource popup Pinboard entry detail with handwritten notes

DartWorld is still running at Dartmouth College. The platform has been through multiple major development cycles with the DALI Lab and has been deployed across multiple academic terms. Whether the archetype a student chooses during onboarding shapes the kind of reflection they do over the rest of the term is one of the open empirical questions the lab plans to study under a future consent and review process.

The project also produced two standalone tools, the reflective onboarding quiz and the journaling pinboard, that we now use independently in other programs.

Related

Looper, S., with the DALI Lab. (2025). A Place to Walk Through: Spatial Narrative Platforms for Sustained Career Reflection at Cohort Scale. Lo/Be Lab Working Reports, 2025-03. [pdf]

See the full abstract on the publications page.

Use & citation

Material on this site may be cited and reused freely, provided that it is duly credited as a project of Lo/Be Lab and that a copy of any publication referencing the work is sent to seth.looper@gmail.com.

For citation requests, collaborations, or pushback on a published claim, seth.looper@gmail.com. Site licensed under CC BY-NC 4.0.