How to break into high frequency trading (as a software developer)

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  • Опубликовано: 19 сен 2020
  • Want to work in high frequency trading? Wondering how to land a job in high frequency trading as a developer? Look no further. I'll tell you what you need to become a high frequency trading developer, and what you don't need to become a high frequency trading developer in this video.
    1-on-1 private resume reviews and career consulting/mentoring 🗓️: calendly.com/coding-jesus
    Want to join dozens of disciples and become part of The Church of Coding Jesus 🙏? / discord
    Would you like to tithe to The Church of Coding Jesus 💸? / codingjesus
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Комментарии • 186

  • @isaachartford1535
    @isaachartford1535 2 года назад +136

    Dude I think you've struck gold with this channel, there is a huge gap in content around HFT development at the level of detail that you cover. Massive respect & subbed!

  • @jamaltan2582
    @jamaltan2582 3 года назад +229

    TLDR
    Todo :
    1) Learn C++
    2) Learn either C# or python
    Softskills :
    1) Problem Solving - you'll most likely work on your own due to HFT culture
    2) Communications - know how to translate trader requirements to feature
    Misconceptions :
    1) You dont need to have trading background
    2) You dont need to be maths genius

    • @p_molnar
      @p_molnar Год назад +13

      you saved me 10 minutes 31 seconds. thanks.

    • @alipiofernandes1
      @alipiofernandes1 Год назад +4

      You do need to know math and statistics, also a lot of money for some market, like binance

    • @FvckYourhedge
      @FvckYourhedge Год назад

      Thanks 🙏🏼

    • @marvaff6878
      @marvaff6878 Год назад

      @@akshaynatu1084 how did you miss the point of what he was saying that much?

    • @fredysaxo
      @fredysaxo 9 месяцев назад +1

      so i need to be a math genius then ? 😅

  • @mildsoup8978
    @mildsoup8978 3 года назад +47

    No sugar coating, no frills, just damn good information. Thank you.

    • @mildsoup8978
      @mildsoup8978 3 года назад +1

      I suppose not damned... holy...? Wholly...?

  • @vrj0
    @vrj0 2 года назад +7

    I have no coding background, I'm a Trader but its absolutely fascination to listen to you. Thank you man!!!

  • @GbZaid
    @GbZaid 3 года назад +1

    Subscribed. Thanks for making the decision to start a channel and make this video. I can't express how appreciative I am.

  • @SaveTheManuals
    @SaveTheManuals 3 года назад +55

    Everything you said is true. I worked in this field and can confirm. I've enjoyed your videos. Go get em kid 😊 You've got the energy and charisma for it. Subscribed.

    • @CodingJesus
      @CodingJesus  3 года назад +9

      Welcome, and thank you!

    • @mrmemer5520
      @mrmemer5520 2 года назад +1

      @@CodingJesus plz make a video like this on quant traders also what they need to learn ,etc

    • @VineethThungani
      @VineethThungani Год назад

      What projects belongs to hft makes resume stronger??? Plz tell....

    • @VineethThungani
      @VineethThungani Год назад

      @@CodingJesus tell about salarys in the different hfts???

  • @fahrankamili7931
    @fahrankamili7931 3 года назад +9

    I am only 7 seconds in, but after hearing your channel name is called Coding Jesus I immediately subscribe

  • @Bittles
    @Bittles Год назад

    I really wish you would make more videos, your insight is something the public needs, at least on the internet, for people like me to discover.

  • @MkItReign
    @MkItReign 3 года назад +17

    Awesome video, I didn't realise there is a distinction between a quant and a high-frequency trading developer!

  • @adityarao4157
    @adityarao4157 2 месяца назад

    Bro , I recommend everyone to see this video straight to the point no timepass

  • @hunternegron336
    @hunternegron336 3 года назад +5

    Liked the Google and Bitcoin comments :) Entertaining and informative content!

  • @AberaGlobalTrade
    @AberaGlobalTrade 2 года назад +5

    Thank you for your wealth of knowledge. Watching g your videos and journaling all the tips you shared has helped answer, so many of my questions that academics seem to generalize. Thanks!

  • @gopalmajithiya1095
    @gopalmajithiya1095 Год назад

    amazing content man! kudos to you!

  • @daymaker_bybit
    @daymaker_bybit 2 года назад

    Thank you so much for your videos

  • @jlnbello94
    @jlnbello94 3 года назад +15

    Great video man! Future video suggestion: Could you articulate what the various roles and responsibilities are of quant developers/software engineers for both Hedge Funds and Investment banks?
    I am trying to do some research online and a lot of it seems a little confusing from an outsiders perspective.
    Thanks as always!

    • @CodingJesus
      @CodingJesus  3 года назад +1

      I have a video cocming out soon on does and don't for Jr Developers.

  • @shadi_safari_official
    @shadi_safari_official 3 года назад +3

    Love your content and charisma. 💡

  • @devanshbhalerao8470
    @devanshbhalerao8470 11 месяцев назад

    you explained it so well!

  • @GChief117
    @GChief117 Год назад

    6:22 Really appreciate the insight for this!! I like this

  • @manueldecara1119
    @manueldecara1119 3 года назад +10

    Amazing video! I think i just found my new favourite YT channel. Thank you so much Coding Jesus! Could you make a video on how to break into HFT as a trader sometime? I know that's not your role but if you have any tips they would be greatly appreciated :).
    I'm a 2nd year student of Data Science at UCL looking to become an algorithmic trader or market microstructure researcher so these videos on HFT are incredibly valuable (also because they are incredibly rare).
    Anyways I appreciate your work! U got a loyal subscriber here, keep it going ;)

    • @CodingJesus
      @CodingJesus  3 года назад +2

      Thanks man, will do

    • @marvaff6878
      @marvaff6878 Год назад

      Did you graduate from UCL? How's it going now?

  • @AlbinoCordeiroJunior
    @AlbinoCordeiroJunior 7 месяцев назад

    Great video!! very valuable info

  • @ayeyo4081
    @ayeyo4081 Год назад

    good info, i loved it thank you ! liked and subbed !

  • @ahmedalsaedi3849
    @ahmedalsaedi3849 10 месяцев назад

    thank you for sharing, i am a dev, looking into getting into that pace

  • @wuyev
    @wuyev 3 года назад +10

    Good video bro, interesting insights.

  • @RealPostz
    @RealPostz 3 месяца назад +1

    Need
    C++
    Phython or C# as secondary language
    Other than coding needs
    Problem solving skills
    Communication skills
    Comman misconceptions
    Need to know trading
    Need to be good at maths (just know modulus addition subtraction and matrix multiplication)

  • @sigmaepsilon4711
    @sigmaepsilon4711 Месяц назад

    never knew the HFT landscape, thanks for the introduction.

  • @relaxcalmdownandfocus9245
    @relaxcalmdownandfocus9245 3 года назад +3

    know c++
    secondary language like c sharp and python
    characteristics
    1. communication skills
    2. problem-solving
    3. being a trader is an additional advantage
    4. no need to be good at math but be good at computers

  • @kwabenabampoeadu5036
    @kwabenabampoeadu5036 3 года назад

    Great video. Am hoping to land a job in HFT.

  • @FvckYourhedge
    @FvckYourhedge Год назад

    I freaking love u man

  • @silversurferablaze1
    @silversurferablaze1 Год назад

    Nice it was so spontaneous

  • @NitEz003
    @NitEz003 3 года назад +1

    great !!! enjoyed and loved it .

    • @CodingJesus
      @CodingJesus  3 года назад +1

      Subscribed?

    • @NitEz003
      @NitEz003 3 года назад

      @@CodingJesus I subscribed long time ago !! 😂 oh may I know how I can email you If I have any Questions?

  • @madlad4728
    @madlad4728 2 года назад +2

    Subscribed!! I can't believe I didn't come across this channel before. I know that it's a bit different from the things you talk about on this channel, but can you please make a similar video on how to break into the HFT industry as an FPGA engineer?
    I've just started my career in the VLSI industry in FAANG and I want to transition into the HFT industry into a similar role (like FPGA engineer).

    • @liftingisfun2350
      @liftingisfun2350 Год назад +1

      He stopped making videos

    • @rxtechandtrading
      @rxtechandtrading Год назад

      Feild proggramable gate array engineers can make ALOT of money if you can access the hardware ur working on to set up a crypto mining rig

  • @jarettbragg4589
    @jarettbragg4589 3 года назад +2

    hello coding Jesus. Thank you for shedding insight on to a rather small yet complex world.
    I was wondering if you could give any advice for a project as a beginner developer with a pga board for beginners?

  • @vratantgupta8548
    @vratantgupta8548 2 года назад

    great video!

  • @UcheEcoma
    @UcheEcoma 4 месяца назад

    Hey Coding Jesus I found this really insightful. I’ve a mastery of C# and rust but don’t know where to go from here. The circles to hang around and places to apply thanks

  • @VisionNine9
    @VisionNine9 Год назад

    Great video

  • @yoy7381
    @yoy7381 10 месяцев назад

    08:11 Thank u.. T.T it was comforted me a lot..

  • @LakkOT
    @LakkOT 3 года назад +1

    Good vid man

  • @walterwangsyd
    @walterwangsyd 3 года назад +11

    I am a software developer for 10 years, I really did what you said: created a bot doing trading crypto and making 7-10% profit monthly for a year (ofc with small fund, the strategy won't apply to large fund). should I turn myself into a trader or quant developer or even run my own trading business, or continue my software developer career and do trading as my side income.

    • @AntarikshRajkonwar
      @AntarikshRajkonwar Год назад +2

      How did you created a bit which trades crypto profitability? Can you please explain? (6/12/22)

    • @TheEsotericProgrammer
      @TheEsotericProgrammer 6 месяцев назад

      2021 probably just held or bought and sold after musk tweets@@AntarikshRajkonwar

  • @sidmanazebo
    @sidmanazebo 9 месяцев назад

    Great video @codingjesus. Question: is the quant industry age biased? Would it be hard for middle aged developers from other verticals to break through?

  • @bibekkoirala8802
    @bibekkoirala8802 2 года назад +1

    Hey CJ, what kind of projects help you land the interview?

  • @Tr0b3k1
    @Tr0b3k1 3 года назад

    I like this guy.

  • @altaboy97
    @altaboy97 3 года назад +3

    What are your thoughts on MQL4 and forex trading bots?

  • @elitecoder955
    @elitecoder955 2 года назад +1

    Can a person working in HFT switch to Faang ? What if I want to do something else after a while what will be the options ?

  • @mayanksoni121
    @mayanksoni121 2 года назад +1

    Thank you for this video. Just like you made a video for books to become a quant trader, can you please make one to become a quant developer?

  • @deenoyaman3767
    @deenoyaman3767 Год назад

    what do the traders who make all the money do or work in their day to day basis at/in high frequency firms?

  • @jonathonquick2270
    @jonathonquick2270 3 года назад

    What do you think about writing in rust?

  • @bouzie8000
    @bouzie8000 4 месяца назад

    Okay I thought I had it all locked down. But now I'm a little confused. Who is a quantitative developer and how are they different from a high frequency trading engineer? And then who is an algo developer? How are they also different from an HFT engineer?
    Are algo developers and quant developers interchangeable terms?

  • @GChief117
    @GChief117 Год назад

    6:54 Thus spoke Coding Jesus

  • @18bansalaman
    @18bansalaman 3 года назад +8

    Hi! Thanks for a great video. Can you please suggest some open source projects or other resources with which we can learn C++. Also a lot of the Job Descriptions for HFT firms say things like "minimising latency in systems", how can I learn that?

    • @optimizedpran1247
      @optimizedpran1247 3 года назад +1

      There are a few video
      Presentations given by HFT firms on this topic.

    • @crayxt6
      @crayxt6 3 года назад +22

      Going to join an HFT firm as a low latency developer in a few weeks. My points are only applicable to low latency C++ positions and not to quant or quant developer positions.
      Your first point of attack is to learn computer architecture well and understanding concepts like caches, cache coherence, virtual memory, CPU affinity, branch prediction, how your C++ code translates to assembly, some SIMD as well. Learn operating systems well, with a focus on how Linux implements those OS concepts. Also understand how C++ features work under the hood like memory allocation, inheritance; how the compiler/standard library implements them by reading libc++/libstdc++ source very patiently. These will give you the understanding needed for writing performant code. These are just an introduction, there's lots more to learn, and also one needs to write a lot of code over time to understand these things better.
      Within C++, a strong understanding of the basics, STL & implementation of STL features, templates (very important), and using them to do compile-time programming, move semantics and perfect forwarding, etc. are also important.
      Write a lot of C++ too. I was lucky to do internships and full-time jobs all in C++, which helped me the most IMO.
      Like I said, these are some first-level things to try out. One can learn more concepts like pool allocators to avoid any memory allocation calls in the hot path, libraries like DPDK to learn about writing network code using kernel bypass, a very good understanding of SIMD and CPU vectorization in code using libraries like Intel Intrinsics. These are not tested in interviews for junior and even mid-level hires. SIMD especially might be asked to someone who mentions that on their resume.
      Some books and resources that I used:
      1. Ulrich Drepper's article on "What every programmer must know about memory".
      2. Computer Systems: A Programmers Perspective.
      3. The Linux Programming Interface.
      4. C++ Templates: The Complete Guide.
      5. Modern Effective C++.
      6. C++ articles by people like Bfilipek, Jonathan Boccara, Rainier Grimm, Arthur O'Dwyer.
      7. CppCon talks.
      Once again, these things are to be done if one is interested in low latency positions. Quant and quant dev positions do not test these and those interviews are very different.

    • @18bansalaman
      @18bansalaman 3 года назад +1

      @@crayxt6 Thank you so much! I was dying to get this kind of information for so long. I really can't thank you enough for this.

    • @18bansalaman
      @18bansalaman Год назад

      @condingjesus1 HI, Thanks for the offer. Where can I send you the text?

    • @AntarikshRajkonwar
      @AntarikshRajkonwar Год назад +1

      @@crayxt6 what's the salary in low latency position? Is it as high as a quant trader? Also where did u get the job, can you please mention your linkedin account? (6/12/22)

  • @alimtanta2934
    @alimtanta2934 2 года назад

    But mostly is done is Python instead of C++ what your take on this?

  • @vitaliyfranchook5625
    @vitaliyfranchook5625 2 года назад

    Why can’t c++ be used for frontend? What about Qt?

  • @VOLightPortal
    @VOLightPortal 2 года назад

    I thought "jumpscares every 10 seconds" 😂

  • @financebros7803
    @financebros7803 3 года назад +2

    If you work as a developer at a trading firm- does that mean that you can’t own individual stocks like a lot of other finance jobs? Just curious 🤨 love your videos def subscribed

  • @crazyfrogduo
    @crazyfrogduo 3 года назад +1

    What about rust?

  • @vinitagarwal2634
    @vinitagarwal2634 Год назад

    I want to develop a full HFT system and algo trading setup, can you help me in finding good coders who can do work for me

  • @aphroditeshefali490
    @aphroditeshefali490 10 месяцев назад

    hello @CodingJesus .... can u please help me from where to learn c++ (as i m from tier 3 college and from non cs background)but my goal is to go in one of the hft's ...help me out please , thank you

  • @_jmeg_3436
    @_jmeg_3436 Год назад

    Is it possible to move from a developer role to a trading role? Is that even a thing? 🤔

  • @aphroditeshefali490
    @aphroditeshefali490 10 месяцев назад

    hello @codingjesus .... can u please help me from where to learn c++ (as i m from tier 3 college and from non cs background)but my goal is to go in one of the hft's ...help me out please , thank you

  • @soho1080
    @soho1080 3 года назад +2

    CJ.. I found you man. This is what I’ve been looking to do for quite a while now. If you can’t tell I’m itching to get into the HFT space. My C# is solid. I’ll brush up on my C++ in no time. Help me get into a starter project?

    • @CodingJesus
      @CodingJesus  3 года назад +2

      Book a consulting session

    • @soho1080
      @soho1080 3 года назад +1

      @@CodingJesus Ok. Talk soon.

  • @AB608052
    @AB608052 5 месяцев назад

    I have some personal projects working on trading algorithms and indicators and etc. Doing it for a professional trader sounds ok, but really where do you learn about hacks? Really pro programmers talk about "working with the hardware", that's what I would love to know. Where do you go to understand this machine enough to feel you have your bearings correct when it comes to things like theft? That's a lot of money

  • @wuyev
    @wuyev 3 года назад +3

    Do you have a comp sci degree? Also what are your thoughts on the software job market in Atlanta?

    • @CodingJesus
      @CodingJesus  3 года назад +3

      I don't, I'm self-taught. And I'm not sure, I don't work there. Hahaha.

    • @wuyev
      @wuyev 3 года назад

      @@CodingJesus Oh nice! i tried to get a job as a self taught dev was super hard had one job but got laid off cause of covid. so now im tryna get my comp sci. Idk if you made a video about your journey but if you havent would love to see that

    • @CodingJesus
      @CodingJesus  3 года назад +1

      @@wuyev I did, "How I learned to code in3 months"

  • @JudePhilips
    @JudePhilips 2 года назад

    Do I need a degree as a self-taught developer?

  • @SameerKhan-fw3io
    @SameerKhan-fw3io 3 месяца назад

    We need some information about trading?

  • @eeeee49976
    @eeeee49976 Год назад

    how to become proficient in c++, is only leetcode enough ?

  • @dozeyy
    @dozeyy 3 года назад

    I'm 7 nanoseconds in and can only hear slow frequencies rumbling through my speakers.

  • @efexzium
    @efexzium Год назад

    What about C#?

  • @KevinNguyen-wk1tj
    @KevinNguyen-wk1tj 2 года назад

    Sees channel name. Proceed to watch video. Subscribes.

  • @SatyarthShankar
    @SatyarthShankar 3 месяца назад

    okay, the camera shakes too much. But your content is real and based out of experience. So I have decided to only hearing you. Still subbed.

  • @dave0811
    @dave0811 Год назад

    Why C# instead of Java?

  • @gumballpubg9137
    @gumballpubg9137 6 месяцев назад

    First time I saw this channel name . I wonder what Lord will teach me

  • @ganeshsrivathshavaburri
    @ganeshsrivathshavaburri 9 месяцев назад

    from being "those" traders to "that" trader ...nice

  • @kuntaldey4471
    @kuntaldey4471 Год назад +1

    1. C++ with data structures and Algorithm
    2. Python
    What else, do we need to become Quantitative Developer like Coding Jesus?

    • @kuntaldey4471
      @kuntaldey4471 Год назад

      What else, do we need to learn other than soft skills?

  • @aminedhaouadi8688
    @aminedhaouadi8688 2 года назад

    Do you need a CS degree?

  • @DebateSunday
    @DebateSunday 3 года назад +1

    Any age limit for mid-career switch to be a developer for HFT firms? I'm currently a network engineer in my mid-40s. Am i too old for a junior developer role in such firms?

    • @CodingJesus
      @CodingJesus  3 года назад +1

      Give DevOps a think.

    • @DebateSunday
      @DebateSunday 3 года назад

      @@CodingJesus should i still carry on learning C++ if i try DevOps instead?

    • @alipiofernandes1
      @alipiofernandes1 Год назад +1

      If you have some money, you can just make your own company. Don't need to be HFT company.

  • @jasperclement6320
    @jasperclement6320 14 дней назад

    “People at google like getting in a circle and talking about their fluffy socks and browsing Reddit and bonding over eating kale salads” bro wtf?

  • @apoorvkapoor5780
    @apoorvkapoor5780 3 года назад +1

    Coding Jesus can you please send me some material to prepare I have my placements in some days
    It would mean a lot
    stay safe & stay healthy

    • @CodingJesus
      @CodingJesus  3 года назад

      Prepare for what?

    • @apoorvkapoor5780
      @apoorvkapoor5780 3 года назад

      @@CodingJesus HFT interviews as a whole. Because I am going again pure CS branch candidates. Thanks and Regards

  • @idan5323
    @idan5323 3 года назад +1

    I have a question. Why don’t those programmers run the algorithms they write by their own? Why doesn’t it work like that?

  • @efexzium
    @efexzium Год назад

    Or F#?

  • @ibexy
    @ibexy 3 года назад +2

    I laughed out loud over the Google description. Do they actually bond over lettuce salad?

    • @clubni8885
      @clubni8885 3 года назад

      ewww lettuce, no Kale only

  • @antianti4331
    @antianti4331 2 года назад +1

    Coding Jesus, is it possible to break into HFT industry as a mathematician, without having much knowledge of programming?

    • @alipiofernandes1
      @alipiofernandes1 Год назад

      You need to learn advanced python and c++.

    • @antianti4331
      @antianti4331 Год назад

      @@alipiofernandes1 I already made it, but yes, you are absolutely right especially about c++.

    • @mouneydonuru2769
      @mouneydonuru2769 23 дня назад

      ​@antianti4331 it's awesome that you made it! Can you share any tips? What topics did you grind on majorly in math and c++?

  • @davontawilliams3958
    @davontawilliams3958 Месяц назад

    What about as an investment banker ?

    • @CodingJesus
      @CodingJesus  Месяц назад

      Investment bankers don’t work in high frequency trading.

  • @fuhat1040
    @fuhat1040 2 года назад

    got any books to learn this since I'm making a web scalpper with beafuial soup or bs4

  • @konradbachusz5029
    @konradbachusz5029 3 года назад

    Coding Jesus do you work in high frequency trading?

  • @lvl-lvl
    @lvl-lvl 3 года назад

    is this the same as a quant dev? Or is he talking about infrastructure?

  • @ishaananand4779
    @ishaananand4779 2 года назад +1

    Todo :
    1) Learn C++
    2) Learn either C# or python
    Softskills :
    1) Problem Solving - you'll most likely work on your own due to HFT culture
    2) Communications - know how to translate trader requirements to feature
    Misconceptions :
    1) You dont need to have trading background
    2) You dont need to be maths genius

  • @HiPh0Plover1
    @HiPh0Plover1 3 года назад +1

    do traders exist in HFT ?

    • @CodingJesus
      @CodingJesus  3 года назад

      Go watch my video on breaking into Quant Trading as a trader.

  • @Times397
    @Times397 3 года назад

    You look identical to UFC fighter Johnny Hendricks in this vid

  • @spinLOL533
    @spinLOL533 3 года назад +2

    7:00 LMAO

  • @pradyumangahlawat6602
    @pradyumangahlawat6602 Год назад

    how about R instead of Python, Jesus

  • @learning_with_irving4266
    @learning_with_irving4266 8 месяцев назад

    Is that you, Y3shua?

  • @ForeverNils
    @ForeverNils Год назад

    1:28 why C++? why not good old plain C?

    • @NavdeepVarshney-ep4ck
      @NavdeepVarshney-ep4ck 2 месяца назад

      There is no more difference between speed of c and cpp , but cpp give u concept of oop and create things understanding and ease .

  • @nimrodel3924
    @nimrodel3924 3 года назад +5

    Bruh, got dizzy from moving around.

    • @CodingJesus
      @CodingJesus  3 года назад +3

      Ill spin around less next time Hahah

  • @driziiD
    @driziiD 6 месяцев назад

    google is not collectivist...its actually famously individualistic

  • @JA-vt1mh
    @JA-vt1mh 3 года назад

    Great job! Could you please say if a CS degree is enough to get a job? And by the way I'm dealing with embedded stuff, which indeed requires low level programming(C/C++) and understanding of how cpu and hardware in general works. With that in mind is it safe to say that a switch from my field to HFT would be relatively easy. I don't know how finance works though xD

    • @CodingJesus
      @CodingJesus  3 года назад +3

      Need a CS degree? No. I don't have one. You are in a field that is more transferable. The finance you learn on the job, or maybe ask the firm you'll work with for resources.

  • @topsilog2236
    @topsilog2236 3 года назад +2

    Fron coding jesus to coding mohamed haha

    • @CodingJesus
      @CodingJesus  3 года назад

      Lmao, I can change forms.

    • @topsilog2236
      @topsilog2236 3 года назад

      @@CodingJesus im waiting for coding buddah..haha

    • @CodingJesus
      @CodingJesus  3 года назад

      @@topsilog2236 Coding Confucius 🙇

  • @confirmhandle
    @confirmhandle 2 года назад +1

    So much money, so little razor

  • @kobe248ryant
    @kobe248ryant 2 года назад

    You lost me when c++ comes into the picture.

  • @davidcorona644
    @davidcorona644 Год назад

    GoLang + Python > C++

  • @alexch3618
    @alexch3618 Год назад

    heh. how are you going to implement a black scholes differential equation with only knowing addition/subtraction/multiplcation/division/ and matrix math? This is all ridiculous. You can't even verify that what you've written is correct.

  • @user-or7ji5hv8y
    @user-or7ji5hv8y 3 года назад

    But are the strategy automated, so why are there traders?

    • @CodingJesus
      @CodingJesus  3 года назад

      Most firms are not entirely quantitative. Traders control and adjust the strategies executed via parameters, while also doing manual trading.