Product Strategy

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Design Research

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Kano Analysis

Feature prioritization for GTM

How do we prioritize the right features for people who are just starting their investment journey?

Partners

Academic Project (2024)

Duration

4 Weeks

Overview

As part of an Evidence-Based Design course at the Institute of Design, I explored how user research methods grounded in metrics can shape early

product decisions.


Focusing on investment apps, I used survey-based methods such as Kano Model Analysis to evaluate

feature desirability and SUS (System Usability Scale)

to assess overall usability to test and validate a

product concept. By combining user preference data

with usability scores, the project demonstrated how

early research can reduce guesswork and guide

more confident, user-aligned product decisions.

TEAM

Naomi & Akshay

Role

Design Research & Prototyping

RESPONISIBILITIES

Survey Design, Secondary Research, Kano model analysis, SUS analysis, User Interface Design

Context

In the U.S. alone 15% of retail investors reportedly made their

very first investment in 2020.

Problem Reframe

How do we prioritize the right features for people

who are just starting their investment journey?

Research Process

4
Interviews

We began with 4 semi-structured interviews to understand users needs, mental models, and decision-making patterns around investing.

2
Surveys

A Kano Model Analysis, to measure user delight, expectation, and indifference across our features.


SUS (System Usability Scale) survey helped us gauge useful users found the overall product concept.

12+ hours
Desk research

We complemented user interviews with over 12 hours of desk research understanding user preferences through online reviews, and Reddit communities.

What are new investors saying?

We uncovered themes and needs through our deep listening interviews and from reddit which led us to include 9 features!

01

Grad students want automated saving tools to reduce
cognitive load, saving is important, but easily deprioritized
amidst academic pressures.

"Saving everyday for investing is a hassle and I don't want to spend time or my energy doing this "


Young Investor, Age 29

02

Sharing financial goals with friends builds motivation, users
are more likely to follow through when progress is shared
and social.

"I only rely on for financial advice from my inner circle of friends

and family"


College Student, Age 28

Feature Validation

We used Kano analysis and designed a survey and received

responses from 29 participants

1 feature

was considered to be

attractive (goal setting)

Concept Design

Concept Testing (SUS Analysis)

We used the system usability

score method with 6 participants

to understand how useful they find the concept.

70%

of the surveyed participants considered this concept.

Learnings & Reflections

  1. Learning to improve sampling

This project helped me realize how crucial a representative sample is for deriving reliable insights. While our results offered early direction, I’m now more aware of the role that sampling plays in making findings truly meaningful

  1. Testing assumption with small sample

I learned that even simple surveys can generate evidence to challenge assumptions and inform product decisions early.