Monte Carlo Simulation of Stock Price Movement

Modeling variations of an asset, such as an index, bond or stock, allows an investor to simulate its price and that of the instruments that are derived from it; for example, derivatives. Simulating the value of an asset on an Excel spreadsheet provides a more intuitive representation of the valuation of a portfolio

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  • @robertovalle655
    @robertovalle6553 жыл бұрын

    OMG this is amazingly simple and so clear!!! Why cant my professors explain it like you? THANK YOU!!!

  • @phillphall
    @phillphall5 жыл бұрын

    This is the video I was looking for. Thanks for this!

  • @jonathanponnudurai9421
    @jonathanponnudurai94213 жыл бұрын

    12:25-13:40 I've been looking for this explanation everywhere.. thanks !

  • @xinyanwei4407
    @xinyanwei44076 жыл бұрын

    Very helpful. Although I was searching for clips to explain Monte Carlo methodology used in Project Management and found this video. It relates the practical use case to the concept perfect. Very easy to understand! Thank you!

  • @OptionTrader

    @OptionTrader

    6 жыл бұрын

    Thanks

  • @icyboy771z

    @icyboy771z

    3 жыл бұрын

    @@OptionTrader Why do you use ln and not just divide the prices?

  • @samtj3524

    @samtj3524

    Жыл бұрын

    @@icyboy771z The changes will be also be backwards-symmetrical. a/b and b/a are not the same in the slightest, but log(a/b) and log(b/a) are indifferent in all aspects but the negative sign.

  • @marsulsiregar7583
    @marsulsiregar75834 жыл бұрын

    This video is wonderful, good explanation of the analysis

  • @yu6601
    @yu66014 жыл бұрын

    You are really kind to share this, thanks!

  • @pat.himanshu
    @pat.himanshu5 жыл бұрын

    If you are getting Num Errors check the Randbetween function. In general, it should be (total number of rows - 2). So if you have 252 rows you randbetween should by between 1 and 250.

  • @trivestfinancetv

    @trivestfinancetv

    4 жыл бұрын

    Thanks, I was getting NUMs; let me work on it

  • @mauricewelter8751

    @mauricewelter8751

    2 жыл бұрын

    Thx, legend

  • @javierbonza6316
    @javierbonza63164 жыл бұрын

    Crystal clear! Really very well explained. Congrats and many thanks

  • @Tyokok
    @Tyokok6 жыл бұрын

    Thanks for the video! one question,what is your horizontal axis in your example? is it days? So when we are asked about a particular day, you will give VaR from that particular day distribution?

  • @wolfgangi
    @wolfgangi2 жыл бұрын

    Sir this is a great video. Thank you for putting this out.

  • @alexthack
    @alexthack3 жыл бұрын

    I use a similar technique, but prefer Index/match with randbetween and use adjusted closing prices. I find the program runs faster that way. I run 30day simulations across 1000 columns and plot the discrete prices that emerge on a histogram. I use it to find likelihood of my options getting exercised across a 30 day perioid. The only problem I find with this technique is you limit your data points to the discrete prices in your sample vs. a continuous probability distribution (e.g. normal curve, lognormal, etc.). In other words, we do not allow for all potential %s into our analysis vs. the actual transactions. Its a good starting point.

  • @panosdoukas9742
    @panosdoukas97424 жыл бұрын

    Why do you use the small formula? I was thinking of applying that to 2 stock prices and generate correlated time series.

  • @navjeetshaha6339
    @navjeetshaha63394 жыл бұрын

    Great explanation sir but just one doubt ...Where are we using probability in this...?? and why have we used the exp func...

  • @davidgutierrez8795
    @davidgutierrez87954 жыл бұрын

    Thank you Professor Ramanujan!

  • @davidgutierrez8795

    @davidgutierrez8795

    4 жыл бұрын

    How will you do the same in Python?

  • @soumenmukherjee2969
    @soumenmukherjee29695 ай бұрын

    same videos was published by Garg University "Predicting Stock Price Movement using Monte Carlo Simulations".

  • @kaushalthakker1682
    @kaushalthakker16824 жыл бұрын

    Wont adjusted stock price be better for the analysis?

  • @Akshay-fz7ms
    @Akshay-fz7ms Жыл бұрын

    Thanks it's an awesome video for a newbie like me

  • @AbhishekYadav-bx7hr
    @AbhishekYadav-bx7hr5 жыл бұрын

    Please make the vedio on utilty calculation of the stock price

  • @shayag8737
    @shayag87374 жыл бұрын

    Awesome video, very clear. Can you explain how to price an option using Monte Carlo simulation?

  • @OptionTrader

    @OptionTrader

    4 жыл бұрын

    Two more steps will be needed. Building the CDF curve, and multiplying the probability of option to Pay with the its payoff. Will make a video on it soon.

  • @deepsammanna
    @deepsammanna6 жыл бұрын

    Bro F4 will put $ symbol. CTR+shift+down arrow will select till last data.

  • @OptionTrader

    @OptionTrader

    6 жыл бұрын

    Thanks Bro!

  • @TimTheMusicMan
    @TimTheMusicMan6 жыл бұрын

    can you make a template available ?

  • @muratnewman5345
    @muratnewman53452 жыл бұрын

    Would be more accurate if you choose a gaussian distribution around a pre-defined central tendency (of ema of 5 years for instance) instead of a random number choosen by the software. That's how we use it for defining manufacturing tolerances on blueprints. When the machinists make parts, there is alaways a tendency to hit the nominal values, therefore the probability goes down as the value nears upper and lower spec limits (worst case scenarios) . Stock prices follow similar pattern, there is always a tendency to go back to the mean, to the trendline of a certain period. I think it should be a part of the method here. Nice use of excel by the way!

  • @OptionTrader

    @OptionTrader

    2 жыл бұрын

    I will not be more accurate. Both should provide the same results.

  • @mervebilgin7722
    @mervebilgin77224 жыл бұрын

    hi everyone, ı need help :/ when ı see date ı saw dates appear in reverse order which one is right

  • @scottboutaugh8447
    @scottboutaugh84476 жыл бұрын

    I can't get my columns to be error free - whats the trick? Some are fine, others get the #NUM! error. Thanks!

  • @OptionTrader

    @OptionTrader

    6 жыл бұрын

    Number error could be for several reasons including if you are dicing by zero or taking log of negtive number. So, look out for that.

  • @Kig_Ama
    @Kig_Ama4 жыл бұрын

    1:13 Why dont u calculate the change as (price today - price yesterday)/price yesterday = (14.67-14.73)/14.73 ? Why do u use the natural logarithm?

  • @shayag8737

    @shayag8737

    4 жыл бұрын

    I too had that question. However, I believe you meant (14.73-14.67)/14.67.

  • @BDQUERY350

    @BDQUERY350

    4 жыл бұрын

    @@shayag8737 "continuous capitalization" greetings from Peru (South america) my friends.

  • @wilsonp2207
    @wilsonp22075 жыл бұрын

    Any idea on finding the average of, for example, 1000 simulations? Or maybe even expected value of the average?

  • @OptionTrader

    @OptionTrader

    5 жыл бұрын

    Need to make 1000 columns, or use VBA in excel. Maybe easier in C++ or Matlab.

  • @waterfun2610
    @waterfun26102 жыл бұрын

    Can you kindly provide us with the worksheet please?

  • @Nereus00
    @Nereus003 жыл бұрын

    can you put the excell file here to download?

  • @sandeeppai2271
    @sandeeppai22714 жыл бұрын

    It would b nice if you could upload the file for us to learn

  • @vts1905
    @vts19057 жыл бұрын

    It is possible to provide the excel template please?

  • @davidgutierrez8795

    @davidgutierrez8795

    4 жыл бұрын

    lol what else do you want, a coffee?

  • @ricomajestic

    @ricomajestic

    4 жыл бұрын

    @@davidgutierrez8795 Yes, please!

  • @mutlugundiler4458
    @mutlugundiler44583 жыл бұрын

    Dear Option Trader. Please check my understanding of you using the SMALL function. Have I understood you correctly? One way of selecting random values from the "change" set (distribution) is to assume it is Normally or LogNormally distributed, calculate the distribution parameters, and select random values from the distribution you define, as needed. However, you are not doing this, instead, you are selecting the Is this what you intended to do? If so why? What advantage do you think this method has. Thank you.

  • @OptionTrader

    @OptionTrader

    3 жыл бұрын

    That method will generate new numbers for you as end results. This method will pick auctual numbers from History. Either can be used.

  • @laurenbennett9497
    @laurenbennett94973 жыл бұрын

    why are you using ln for daily changes?

  • @OptionTrader

    @OptionTrader

    3 жыл бұрын

    That is the formula for continuous compounding.

  • @rickieashonmede8907
    @rickieashonmede8907 Жыл бұрын

    Is there anyway I can reach you?

  • @faiyadferdoussium9112
    @faiyadferdoussium91122 жыл бұрын

    I have a question can you help me to solve it please ?

  • @kedarnathzadbuke1198
    @kedarnathzadbuke11983 жыл бұрын

    Add concepts of drift and noise and wiener process

  • @ricosuave666
    @ricosuave6666 жыл бұрын

    this technique gave me a great idea but having all those lines in the graph is unnecessary because this is not technical analysis.

  • @xxMikePortnoyJrxx

    @xxMikePortnoyJrxx

    5 жыл бұрын

    The purpose of this simulation is not for technical analysis. The purpose of doing this in relation to options, is to use all of these possible price paths to calculate a theoretical option value. For instance, when I test options trading strategies that I may want to use, I will use this to generate theoretical option prices. When doing this, it is not necessary to plot all curves.

  • @pankjain25
    @pankjain256 жыл бұрын

    I am getting number errors in excel shet

  • @OptionTrader

    @OptionTrader

    6 жыл бұрын

    Number error could be for several reasons including if you are dicing by zero or taking log of negtive number. So, look out for that.

  • @nadonadia2521
    @nadonadia25213 жыл бұрын

    great example, but I do not agree with you, your simulation is based upon very old values, in order to make it more accurate you have to add latest days and exclude the old ones as the time passes

  • @Chribeify
    @Chribeify3 жыл бұрын

    This video killed my ears

  • @wheatland5032
    @wheatland50328 ай бұрын

    a few python scripts will do the same thing!!!!!

  • @rboolean693
    @rboolean6939 ай бұрын

    operators crying in corner

  • @Nereus00
    @Nereus003 жыл бұрын

    get a more powerful pc dude ahah