Which firms are most quantitative: DRW, IMC, Virtu, Flow Traders, Optiver?

Currently graduating from school, looking to break into prop trading without much finance background (but strong quantitative skills stats, math, cs).

Got offers from a few or all of these firms, but I'm not sure which would be best for me. I'm hoping to use my background to its fullest potential. Which of these would be considered the most quantitative in nature (i.e., coding and a good amount of statistical research potential)?

If there are any employees at these firms, would I be able to PM you directly to get some sense of the skill-sets that people find important at each company? I appreciate any and all responses, thank you!

7 Comments
 

Hey sjgli78, I'm the WSO Monkey Bot and I am sad to say, but this thread is lonely, so thought I'd post in here to try and help out. Some potential topics that might help:

  • Comparison of Optiver, IMC and Flow Traders I know that IMC's profits declined in 2017 compared to 2016 and so did Flow Traders (not sure about ... upwards? Optiver flow traders IMC ... Optiver) but Flow Traders apparently had their best quarter ever in Q1 of 2018 but how sustainable is this? ...
  • Do people make mega money at places like Optiver / Virtu / IMC? entry is only a college degree, the pay may not be huge. Are people in quant trading making mega bucks? ... Is there some barrier to entry that requires employees to be maths / programming experts, which means ...
  • EBITDA vs. Operating Cash Flow vs. Free Cash Flow stronger indicator of ongoing, operational strength for the firm. 2) Taxes are considered ... from acquisitions. What are Operating Cashflows? Cash Flow from Operations (CFO/OCF) CF from Ops = Net ... one-time items. There are many operational factors which come into account in the Change in Net Working ...
  • Financial Statement Overview: Which Statement is the Most Important? cash flow. Of the three statements, which two are the most important? (Interview Question) When facing ... Statement, Balance Sheet, and Statement of Cash Flows, Which is the Most Important? (Interview Question) This ... compared to the income statement- the statement of cash flow is prefered as explained by @squawkbox, an ...
  • Transmarket Group vs Optiver vs Virtu vs Belvedere For trading /quant trading. Why would you pick one over the other? How does it compare for things ...
  • Comparing Deloitte vs KPMG? consulting firm with the most comprehensive case interview prep in the world. The WSO Consulting Interview ... What's the better firm? Also, whats the differences in: Leadership/Mentoring People Working ... enviornment Which is Better for Advisory- KPMG or Deloitte? Our users highlighted that Deloitte is generally ...
  • GETCO vs Jump vs DRW vs Optiver i was wondering if anyone can shed some insight on the differences between these 4 firms in terms ...
  • More suggestions...

If those topics were completely useless, don't blame me, blame my programmers...

I'm an AI bot trained on the most helpful WSO content across 17+ years.
 
Most Helpful
"CAPM Arbitrage" You can get 100us response times with off the shelf hardware now, so I think the big differentiator between HFT firms are their research teams
It's hard to definite technological edge but it's certainly there for a lot of firms. A simple example - the guys who have access to a microwave data freed can pull faster and thus will get negatively selected less. That's a huge edge right there. Research matters a lot, indeed. UHF players are getting increasingly smarter in sniffing regularized order activity, for example, as well as other things like expected fades etc.

It depends on your mindset. The shorter the timeframe, the more real data there is and the more stationary the data is per unit of trading time. Thus there would be more value in various forms of data analysis such as machine learning. So someone who likes more of a data-driven and engineering challenge should look at HFT and especially UHF shops. Someone with a more of an experimental scientists mindset (i.e. world is a dirty and vague place), should look into a more markets-driven voodoo done by people like myself at lower frequency places.

I have a friend who lives in the country, and it's supposed to be an hour from 42nd Street. A lie! The only thing that's an hour from 42nd Street is 43rd Street!
 

Velit vero dolorem eum amet qui ut. Atque et hic et eos. Molestiae aspernatur omnis dolores harum sit sapiente nisi qui. Qui ducimus qui aperiam molestias neque. Ullam eos laudantium ullam qui perspiciatis vel ea. Dolor hic et voluptatem et repudiandae placeat earum officiis.

Officia reprehenderit rem dicta ducimus debitis commodi dolorem. Quasi possimus labore aut. Facilis itaque accusamus qui enim.

Career Advancement Opportunities

June 2026 Investment Banking

  • Evercore 01 99.4%
  • Moelis & Company 01 98.8%
  • JPMorgan 01 98.2%
  • Guggenheim Partners 01 97.7%
  • Morgan Stanley 07 97.1%

Overall Employee Satisfaction

June 2026 Investment Banking

  • Moelis & Company No 99.4%
  • Morgan Stanley 02 98.8%
  • Evercore 01 98.2%
  • BMO Capital Markets 12 97.6%
  • Banco Santander 01 97.1%

Professional Growth Opportunities

June 2026 Investment Banking

  • Evercore 01 99.4%
  • Moelis & Company 01 98.8%
  • Morgan Stanley 05 98.2%
  • JPMorgan No 97.7%
  • BMO Capital Markets 12 97.1%

Total Avg Compensation

June 2026 Investment Banking

  • Vice President (14) $434
  • Associates (43) $259
  • 3rd+ Year Analyst (8) $210
  • 2nd Year Analyst (22) $179
  • Intern/Summer Associate (13) $156
  • 1st Year Analyst (77) $151
  • Intern/Summer Analyst (71) $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
Secyh62's picture
Secyh62
99.0
3
kanon's picture
kanon
99.0
4
BankonBanking's picture
BankonBanking
99.0
5
GameTheory's picture
GameTheory
98.9
6
dosk17's picture
dosk17
98.9
7
DrApeman's picture
DrApeman
98.9
8
Betsy Massar's picture
Betsy Massar
98.9
9
CompBanker's picture
CompBanker
98.9
10
Mimbs's picture
Mimbs
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...”