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The research

The numbers describe a generation, not a niche.

StarryTrader is built on peer-reviewed research about how Gen Z learns, invests, and feels about money. Every design decision traces back to a citation.

Published research

The work behind the platform.

Original research and field notes on how Gen Z learns about money, why most financial education fails, and what actually moves the needle. Published under the StarryTrader brand.

Gen Z & EngagementBy StarryTraderPublished April 202622 min read

Gen Z, Attention, and Financial App Engagement

Synthesises peer-reviewed research and industry data on Gen Z's attention patterns, digital engagement behaviours, and attitudes toward financial education. Findings are mapped directly to product decisions for StarryTrader.

Read the piece
Investor ResearchBy StarryTraderPublished April 202620 min read

Investor Challenges Across All Stages

A research and brand strategy document on the challenges investors face at the beginner, intermediate, and advanced stages of their financial journey, and what those findings mean for StarryTrader's product and brand.

Have research to share or want to collaborate?

team@starrytrader.com
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of Gen Z feel financially stressed three or more days a week.

Source: Motley Fool, 2024

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lost money in their first year of investing.

Source: FINRA Foundation, 2022

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basic financial literacy among U.S. adults, stagnant since 2017.

Source: TIAA Institute, 2024

Across every stage of investor

One product, three audiences.

The fears change with experience. The need for plain language and honest feedback does not.

Beginner

The shame barrier.

65% of low-to-moderate-income students cite fear of loss as their primary investing barrier. Most beginner content treats them as people who need to be sold a product. We treat them as learners.

Commonwealth, 2024

Intermediate

The hype cycle.

79% of Gen Z and Millennials turn to social media for financial advice. 50% began investing due to FOMO. Real-time context, in plain English, gives them an alternative to the loudest voice in the timeline.

CFA Institute, 2023; PYMNTS, 2024

Advanced

Cognitive bias does not retire.

Cognitive biases do not diminish with experience. Advanced investors develop sophisticated rationalisations for irrational decisions. Skill-building requires friction-aware practice, not more content.

Thaler and Sunstein, 2008

Find out what kind of investor you tend to be.

A short bias quiz. Three quick questions. We tell you which cognitive bias is most likely to bite you, and which capabilities in StarryTrader help you spot it next time.

Coming soon.

Academic sources

Read the underlying research.

  • Commonwealth (2024). Accumulating Wealth Among Low-and-Moderate-Income Households.
  • CFA Institute (2023). Gen Z and Investing: Social Media, Crypto, FOMO, and Family.
  • PYMNTS (2024). Generation Z and Investing: How Young Adults Are Building Wealth.
  • FINRA Investor Education Foundation (2022). National Financial Capability Study.
  • Motley Fool (2024). Gen Z Money Stress Survey.
  • TIAA Institute (2024). Personal Finance Index.
  • Thaler, R. and Sunstein, C. (2008). Nudge: Improving Decisions About Health, Wealth, and Happiness.

Three ways to be part of this.

For learners.

Start where you are. We’ve got the rest.

Download on the App StoreGet it on Google Play

Join the community.

Follow along, ask questions, watch us build in public.

For institutions.

Help us reach more young people.

Press inquiries: team@starrytrader.com