Resources

A hand-picked library of the best free places to learn markets, practice trading, pull real data, and go deeper. Every link opens in a new tab.

01

Start here

If you've never bought a stock, start here. These cover the vocabulary, the mechanics, and the mindset you need before you risk a single dollar. Read one all the way through and the early FQS units will click much faster.

Try thisRead one of these end-to-end before your first lesson, then come back to it after Unit 1.
02

Free courses

Want something structured and university-grade? These are full courses, most free to audit, taught by people who do this for a living. They pair well with the FQS curriculum when you want a deeper treatment of a topic.

Try thisAudit Yale's Financial Markets alongside FQS Units 1–3 for a richer take on the same ideas.
03

Math & statistics

Quant work rests on probability, linear algebra, and statistics. These build the mathematical intuition the pricing and strategy units quietly assume, taught visually and from scratch, so the formulas later feel like old friends.

Try thisWork through Strang's first few lectures before the portfolio-math and factor units, it pays off fast.
04

Quant finance & programming

This is where finance meets code, the heart of what a quant society is about. Learn Python, the core libraries, and the research workflow professionals actually use. The FQS research desk leans on most of these every week.

Try thisPick one dataset on Kaggle and reproduce a simple analysis in pandas, end to end, before touching a live strategy.
05

Practice & simulators

Reading about markets only gets you so far. Paper-trade with fake money to feel how prices, order types, and your own emotions actually behave, with nothing real on the line.

Try thisRun a $100k paper portfolio for a month and journal every trade and the reason you made it.
06

Algorithmic & systematic trading

Ready to let code do the trading? These platforms and APIs let you build, backtest, and even run automated strategies, most with a free tier. Treat them as a sandbox for learning, not a shortcut to riches.

Try thisBacktest a single, simple rule on QuantConnect and study where it loses money, that's where the learning is.
07

Research & data

The same primary sources professionals use, company filings, live quotes, fundamentals, and macro data, all free. This is also where FQS pulls a lot of the data on the research desk.

Try thisBefore forming an opinion on any company, skim its latest 10-K on EDGAR and check its ratios on Yahoo Finance.
08

Calculators & tools

Finance is quantitative, so run the numbers yourself instead of taking someone's word. These handle compounding, backtests, and portfolio math.

Try thisBacktest a simple 60/40 portfolio in Portfolio Visualizer and see how it held up through past downturns.
09

Academic papers & journals

Behind every strategy is research. These are the primary sources, working papers and journals, where the ideas in modern finance are first published. Most are free, and a few are foundational reading once the maths clicks.

Try thisSearch SSRN for a topic you just studied and skim one paper's abstract and conclusion, you don't need the maths yet.
10

Markets news & commentary

Staying current sharpens your judgment. These are credible, thoughtful sources for what's moving markets, with commentary worth reading rather than clickbait. Read widely and weigh competing views, especially when they disagree.

Try thisPick two outlets that often disagree and read both on the same story, the gap between them is where you learn.
11

Personal finance

Investing sits on top of good money habits. These cover budgeting, credit, and the basics that matter long before your first trade, and long after.

Try thisBuild a simple monthly budget first, you can't invest money you've already spent.
12

Regulators & rules

Markets run on rules and oversight. Knowing who watches the watchers helps you spot scams, understand the system, and verify who you're dealing with.

Try thisLook up any broker or advisor on FINRA BrokerCheck before trusting them with a dollar.
13

Podcasts & channels

Learn on the commute. These are the signal-over-noise voices worth your time, evidence-based and educational, not get-rich-quick hype.

Try thisWatch one Ben Felix video on a topic you just studied to hear it from a second angle.
14

Communities & forums

Learning with other people accelerates everything, but read critically. Forum posts are opinions, not advice, so always verify claims against a primary source.

Try thisLurk before you post, and verify every claim against a source from the Research & Data section.
15

Careers & interview prep

Curious where this leads? These cover the paths into trading, quant research, and finance, plus how to prepare for notoriously tough interviews. Useful even if a job is years away, and great for figuring out which path fits you.

Try thisPractice mental maths and brain-teasers out loud now, trading and quant interviews lean on both heavily.
16

Books & deep dives

When you're ready to go deeper, these are the texts worth reading slowly. Several are free and online. Good to pair with the later FQS units.

Try thisPick one and read a chapter a week alongside the later FQS units.
17

Competitions & scholarships

Other competitions worth entering and scholarships worth applying to. Both help on an application and a strong result goes a long way.

Try thisEnter at least one competition this year, even placing teaches you more than a month of reading.

FQS isn't affiliated with these sites and links are provided for education only. Always do your own research.