Navigating Entrepreneurship

An advising framework that helps Stanford GSB students build their entrepreneurship education from 50+ electives.

product strategy · user research · information architecture

Role

Experiential Entrepreneurship Intern @ Stanford GSB, Center for Entrepreneurial Studies

Collaborators

Director of Experiential Entrepreneurship, Center staff

Timeline

Summer 2026

Tools

Figma, Claude Code

01 — Problem

Students couldn't find resources

70%

of MBA students arrive interested in entrepreneurship

50+

entrepreneurship electives offered by Stanford GSB

6

entrepreneurship electives taken on average

Over 100

entrepreneurship courses across all 7 Stanford schools

Most GSB students want to explore entrepreneurship, but there are more courses offered than anyone can possibly take. From experiential classes to venture exploration programs, students have plenty of opportunities to pursue at Stanford, and very little guidance on how to choose between them.

What I heard

Each of the 12 staff members I interviewed said the same thing: students didn't know a resource existed until someone happened to mention it.

02 — Discovery

Pivoting after the prototype

It started with an audit of 40+ Center websites, newsletters, and platforms. Analytics showed low traffic to resource pages and short engagement when students did visit, suggesting they weren’t finding resources by browsing. Every staff member confirmed it: students learned about resources by word of mouth.


My first instinct was to build. I prototyped an LLM chatbot to bring tailored resources to each student directly.


Building it revealed the real gap: to advise consistently, the chatbot needed a framework the Center didn’t have. Each advisor had their own undocumented model of how courses fit together, so we set the chatbot aside to build that foundation first.

1

1

Audit

Reviewed 40+ Center websites, newsletters, and platforms.

2

Staff interviews

Every staff member reported students lacking resource awareness.

3

Chatbot prototype

Built an LLM assistant designed to tailor resources to individual students.

4

Missing framework

Realized that advisors had no shared model for how courses fit together.

5

Course stacking

Designed the framework: 5 layers, 3 student pathways, 2 impact tracks.

04 — Final Frameworks

Course Stacking

Think of each category of electives as a layer within a stack. Stacking courses from each layer is a strategy for building your education around entrepreneurship and venture exploration.


Why: students take about six electives out of 50+, so grouping courses by what they teach helps them spread their choices across different kinds of learning instead of doubling up on one.

Startup Fundamentals

Case-based classes following the arc of a startup and lessons in entrepreneurial management

Functional

Round out your skill set by learning critical functions through the perspective of entrepreneurial contexts

Industry-Specific

Dive into innovation within industries of interest, exploring nuances and deepening industry connections

Experiential

Hands-on learning to identify and evaluate the viability of a new venture

Useful for Entrepreneurs

GSB courses that provide valuable skills that are not exclusively entrepreneurial

Impact: Ecopreneurship

Solve climate and sustainability challenges through entrepreneurship

Impact: Social Innovation

Impact the world through founding mission-oriented organizations

Three student pathways

Why pathways: 70% of MBA students arrive interested in entrepreneurship, but at very different levels of conviction, and most GSB founders launch 3+ years after graduating. Each pathway maps courses and programs across both MBA years, the summer, and post-graduation, so every student can see a plan that fits where they are.

High-Conviction Entrepreneur

High conviction entrepreneurs come to the GSB with the purpose of starting a business and pursue dedicated, entrepreneurial learning.

Strategic Tester

Intentionally testing whether an entrepreneurial career – as a founder or early joiner – is the right fit. They come to the GSB ready to build an entrepreneurial mentality and skill set for potential future use.

Open-Minded Explorer

Open-minded to exploring different domains and career paths, often landing on entrepreneurship after discovering an idea or meeting a team through other classes, work experiences, or co-curricular activities.

06 — Outcome

Now part of GSB advising

Course stacking now anchors the Center's student presentations and has been shared with academic advisors across the GSB as the standard for entrepreneurial education guidance. It also provides any future AI advising projects the shared framework it was missing.

Lesson

Look one level deeper

The right product is often one level deeper than the one you set out to build. By setting our original idea aside and listening to what students and advisors actually needed, I delivered something more impactful than if I'd stuck with the chatbot.

Lesson

AI is only as good as the systems underneath it

My chatbot could surface resources, but without a shared framework, it had no consistent way to decide what to recommend. Building that foundation first means any future AI tool can advise the way the Center actually wants students to learn.

How I'd measure success

Time for students to answer key questions

Because the framework’s impact plays out over a full MBA, I’d measure it through advising itself: whether advisors give consistent recommendations to similar students, whether more students build a balanced stack across layers, and whether more apply to experiential courses earlier.

Email me at nicliang@stanford.edu to chat about my work, food, or your pets!


Otherwise, connect with me through my other platforms: LinkedIn

Want to learn more?

Email me at nicliang@stanford.edu to chat about my work, food, or your pets!


Otherwise, connect with me through my other platforms: LinkedIn