Learning thought process between trading strategies?

I am going to be attending university soon, and have some time to kill, so want to build a trading algorithm. I already built one, completely winging it with a fluffy 'pattern' recognition algorithm. I would like to get a feel for some real algorithms:

Is there a resource that walks through some trading strategies and the thought process behind them (why they work, why they may not, limitations etc)? Ideally basic maths only (such as linear regression etc) seeing as I only have a pre-university mathematical education.

I feel like this would be a good way to be able to start evaluating the markets for myself and start developing / tweaking my own strategies.

Thanks!

4 Comments
 
Most Helpful

https://blog.headlandstech.com/2022/02/16/elements-of-statistical-learn…

Elements of Statistical Learning has consistently been a staple rec to me with regards to a statistical approach to trading. This book isn't trading focused, but you can learn a lot of applications that are used in real trading. 

With regards to finding a resource that walks through trading strategies that work, don't work, you're going to have a hard time finding them, this would be every firm's "secret sauce" so to put it and no one would be incentivized to advertise what gives them the edge. 

QuantStart also offers books on algo trading strats but I think you have to pay for them. Can't comment on how effective they would be but I can at least comment the author of this website is very knowledgeable and well experienced in the Quant industry. 

 

Dolores deleniti sed aliquam beatae temporibus. Quo quis consequatur totam officia dolore. Dicta iure suscipit dolores aut non quisquam voluptate quaerat.

Error aut et sequi asperiores nulla. Accusamus enim neque deleniti eos eius. Illo error eius nemo maxime iure velit dolorem. Similique molestiae tenetur omnis a magnam vero velit. Officia sed rerum aut quod. Autem voluptatem non quos eveniet dignissimos perferendis quisquam.

Career Advancement Opportunities

October 2026 Investment Banking

  • Evercore 01 99.5%
  • Moelis & Company 01 99.0%
  • JPMorgan 01 98.4%
  • Guggenheim Partners 02 97.9%
  • Morgan Stanley 06 97.4%

Overall Employee Satisfaction

October 2026 Investment Banking

  • Moelis & Company No 99.5%
  • Morgan Stanley 02 99.0%
  • Evercore 01 98.4%
  • Banco Santander 02 97.9%
  • BMO Capital Markets 13 97.4%

Professional Growth Opportunities

October 2026 Investment Banking

  • Evercore 01 99.5%
  • Moelis & Company 01 99.0%
  • Morgan Stanley 05 98.4%
  • Goldman Sachs 01 97.9%
  • JPMorgan No 97.4%

Total Avg Compensation

October 2026 Investment Banking

  • Vice President (16) $429
  • Associates (57) $264
  • 3rd+ Year Analyst (8) $210
  • 2nd Year Analyst (28) $184
  • Intern/Summer Associate (16) $161
  • 1st Year Analyst (84) $151
  • Intern/Summer Analyst (76) $101
notes
16 IB Interviews Notes

“... there’s no excuse to not take advantage of the resources out there available to you. Best value for your $ are the...”

Leaderboard

1
redever's picture
redever
99.2
2
BankonBanking's picture
BankonBanking
99.0
3
kanon's picture
kanon
99.0
4
Secyh62's picture
Secyh62
99.0
5
Betsy Massar's picture
Betsy Massar
98.9
6
CompBanker's picture
CompBanker
98.9
7
dosk17's picture
dosk17
98.9
8
GameTheory's picture
GameTheory
98.9
9
DrApeman's picture
DrApeman
98.9
10
Linda Abraham's picture
Linda Abraham
98.8
success
From 10 rejections to 1 dream investment banking internship

“... I believe it was the single biggest reason why I ended up with an offer...”