Needfinding

We wanted to focus on potential challenges faced by first-generation low-income (FLI) high schoolers matriculating to college, specifically exploring the "summer melt problem."

​​Summer melt: ​​​when high school graduates fail to matriculate to their intended institutions during their summer transition before college.

6 interviews


  • matriculating high school students

  • current college students

  • students affected by summer melt

  • FLI program professional staff

each interview coded through empathy maps

Key Insights

Family-related commitments factor into college decisions


Feelings of responsibility to

  • understand students bills/aid process

  • make financially cautious decisions

High school students need more structured college preparation and guidance beyond access to a school counselor (not always guaranteed)

Synthesis

After iterating over various 'Point-of-View' (POV) and 'How Might We' (HMW) statements for multiple interviews, the following statements appropriately captured our key insights to frame the remainder of our exploration.

We met ​Teresa, a current community college student applying to transfer to a 4 year college who was previously impacted by summer melt. 

We were surprised that ​she was giving up on her own college success and experience in order to pave a more stable and academically-prepared path for her younger siblings. 


It would be game changing ​if FLI students could plan for their futures while taking the rest of their families into consideration. 

How might we help FLI students feel that their personal/emotional circumstances are being taken into consideration when making a college decision? ​

Experience Prototypes

To ground our solution brainstorming in validated user needs, we tested our assumptions with various experience prototypes with FLI high school students.

  1. Personalized College Search Filtering

Each tester ranked college characteristics in order of importance


TESTING ASSUMPTION FLI students prioritize personal situations over academic interests

RESULTS

  • Prioritized cost of attendance

  • Liked being able to separate cost-related notes according to personal circumstances

  1. Breaking Down Student Bills

Each tester presented with student bills varying in levels of detail


TESTING ASSUMPTION Students want to see a breakdown of student bill

RESULTS

  • Wanted financial guidance, but with constraints to avoid being overwhelmed

  • Thought seeing income AND expenses side-by-side helped alleviate stress and increased feelings of control over finances.

Our synthesis showed us that users want…

  1. financial transparency for their college future

  2. personalization sensitive of personal circumstances, and

  3. resources that provide financial guidance.

Prototyping

ideation of concept through brainstorming and wireflows

​After developing our product concept through iterations of sketches and storyboards, we proceeded with the following core tasks for a low-fi prototype.


Low-Fidelity Prototype

simple task

Taking personal circumstances into consideration, use foundation models to generate a course plan with COA. 

moderate task

Modify the plan generated by the foundation models. 

complex task

Generate and compare variations of course plans for different majors. 

Using this prototype, we conducted a concept study amongst 4 participants meeting our target demographic:
FLI high school seniors planning to matriculate to college.

Do I already need to know what major I want to do?

Is there a way for me to not put in that information?

I don't know these classes since I'm not in college yet.

customizability

flexibility

more context

wanted ability to see differences across different potential majors

background information should be provided at users' personal comfort/relevance

wanted more information about classes


Medium-Fidelity Prototype

Our prototype went through multiple iterations after additional testing and heuristic evaluations, updating our concept's functionality and aesthetics.

Our prototype went through multiple iterations after additional testing and heuristic evaluations, updating our concept's functionality and aesthetics.

Feedback we wanted to address

  • Sensitivity to personal circumstances and their potential to change

  • Customization allows financial transparency for different scenarios

  • Ongoing support in finding financial resources

Revised…

simple task

Taking personal circumstances into consideration, use foundation models to generate a 4-year financial breakdown. 

moderate task

Based on generated net-cost and user profile, provide recommended personalized resources.

complex task

View and adjust time allocations to see impact on financial breakdown. 

Team

Amanda Huynh, Anna Chang, Britney Tran, Shina Penaranda

Method

needfinding, user interviews, usability testing, UI/UX design, prototyping, heuristic evaluations

Duration

10 weeks

Tools

Figma

TuitionTally.

a web tool personalizing projected college finances

As part of Stanford's HCI course Design for Grand Global Challenges, our team explored how foundation models, guided by user research and prototyping, could enhance education. Our final project resulted in a Wizard-of-Oz web application, prototyped through Figma, that provides matriculating high school students with personalized financial predictions for their future colleges.