These "Magical Terms": Data Science, Machine Learning, AI... in HF

Hi All.

...Data Science...
...Neural Networks...
...Machine Learning...
...Artificial Intelligence...
=> Seem like sort of Magical Terms (almost like "landing on Mars"... or buying Twitter ;-) but I guess they are used more & more in the Financing World.

I wonder where have you seen practical applications of Data, Data Science & Machine Learning in Finance & in particular - Hedgefunds?

What do you think will be the demand for Data Scientists & Machine Learning experts in HF in the coming years and how can they impact HF and the wider Finance world?

What's the Future?

Best,
Eric

3 Comments
 
Most Helpful

From what I have seen from friends in the industry on both the traditional investing side and the data science / quant / ML side, those two buzzwords are kinda seen as justifications / ways to capture alpha. Some funds use them as an alternative / additional data source to try to find an edge or a variant view to find Mispricings in the market. Like an analyst is covering Visa. He can go to some quant expert in data science to analyze vast amounts of credit card data to get a better sense of the upcoming earnings release before management or even the market may be aware of. The funds seem to see it as a good way to sanity check their own modeling assumptions and/or find legal, clean ways to generate outperformance for their investor base and capture some alpha in the market. I hope that helps. Good luck 

 

Quam quas aut eaque. Harum voluptates commodi eos facilis enim. Voluptatem id ea omnis veritatis libero impedit ut. Minus numquam et voluptate asperiores suscipit.

Voluptas dolore minima eaque in consectetur ipsum. Tempore dolorum modi provident quae dolores quibusdam. Fugit eos nihil distinctio esse ipsum. Temporibus et porro ut ut officia cum.

Quae neque officiis sequi assumenda cum sunt ea dolores. Ut sunt quia aut enim. Qui voluptas cupiditate molestiae alias in minus dolores. Tempora ullam nulla dolorum. Sequi odio quisquam asperiores dolor. Quo in facilis iste ratione maiores pariatur. Tempore omnis ab quam non qui. Ut suscipit natus aliquid neque magni cupiditate.

Career Advancement Opportunities

August 2026 Hedge Fund

  • Point72 99.0%
  • D.E. Shaw 98.0%
  • Citadel Investment Group 97.0%
  • AQR Capital Management 96.0%
  • Magnetar Capital 95.0%

Overall Employee Satisfaction

August 2026 Hedge Fund

  • Magnetar Capital 99.0%
  • D.E. Shaw 98.0%
  • Blackstone Group 97.0%
  • Citadel Investment Group 96.0%
  • Two Sigma Investments 94.9%

Professional Growth Opportunities

August 2026 Hedge Fund

  • AQR Capital Management 99.0%
  • Point72 98.0%
  • D.E. Shaw 97.1%
  • Citadel Investment Group 96.1%
  • Magnetar Capital 95.1%

Total Avg Compensation

August 2026 Hedge Fund

  • Portfolio Manager (9) $1,648
  • Vice President (27) $464
  • Director/MD (11) $372
  • NA (9) $320
  • Engineer/Quant (83) $287
  • 3rd+ Year Associate (26) $284
  • Manager (4) $282
  • 2nd Year Associate (32) $253
  • 1st Year Associate (76) $193
  • Analysts (233) $178
  • Intern/Summer Associate (29) $145
  • Junior Trader (5) $102
  • Intern/Summer Analyst (276) $95
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
kanon's picture
kanon
99.0
3
BankonBanking's picture
BankonBanking
99.0
4
Secyh62's picture
Secyh62
99.0
5
dosk17's picture
dosk17
98.9
6
CompBanker's picture
CompBanker
98.9
7
GameTheory's picture
GameTheory
98.9
8
DrApeman's picture
DrApeman
98.9
9
Betsy Massar's picture
Betsy Massar
98.9
10
Jamoldo's picture
Jamoldo
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...”