Stock Volatility with Uncertain ProbabilityProbability of stock closing over a certain priceVolatility for time periods with little dataCalculating the correlation of stock A with stock BUncertain volatilityImplied Volatility of a stock?Volatility Forecasting of VIXSquared returns and volatilitystock specific volatility

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Stock Volatility with Uncertain Probability


Probability of stock closing over a certain priceVolatility for time periods with little dataCalculating the correlation of stock A with stock BUncertain volatilityImplied Volatility of a stock?Volatility Forecasting of VIXSquared returns and volatilitystock specific volatility






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1












$begingroup$


Suppose that the probability that determines the state of the economy is unknown. That is, you do not know whether the booms or recessions are more likely. Calculate the expected return and the volatility of the stock under the following payoff table.



enter image description here



I believe the expected return is 0, but how do you calculate the standard deviation? Which probability should be used for the $ P_i$? 0.5 for both or 0.25 and 0.75?



$ σ^2 = sqrtΣ(r_i-E(r))^2cdot P_i$



Edit:

Can I also confirm my solution for the final section?



enter image description here



"Would a typical mean-variance utility maximizer prefer the top or the bottom table? Intuitively, would you prefer the recession probability to be uncertain as in the top table?"



Since the$ E(r) and Var(r)$ are the same in both tables, the investor is indifferent towards both. However, in reality most investors would prefer the recession probability to be certain, as they are risk-averse.










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SMLJKNN is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
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    1












    $begingroup$


    Suppose that the probability that determines the state of the economy is unknown. That is, you do not know whether the booms or recessions are more likely. Calculate the expected return and the volatility of the stock under the following payoff table.



    enter image description here



    I believe the expected return is 0, but how do you calculate the standard deviation? Which probability should be used for the $ P_i$? 0.5 for both or 0.25 and 0.75?



    $ σ^2 = sqrtΣ(r_i-E(r))^2cdot P_i$



    Edit:

    Can I also confirm my solution for the final section?



    enter image description here



    "Would a typical mean-variance utility maximizer prefer the top or the bottom table? Intuitively, would you prefer the recession probability to be uncertain as in the top table?"



    Since the$ E(r) and Var(r)$ are the same in both tables, the investor is indifferent towards both. However, in reality most investors would prefer the recession probability to be certain, as they are risk-averse.










    share|improve this question









    New contributor



    SMLJKNN is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
    Check out our Code of Conduct.






    $endgroup$
















      1












      1








      1





      $begingroup$


      Suppose that the probability that determines the state of the economy is unknown. That is, you do not know whether the booms or recessions are more likely. Calculate the expected return and the volatility of the stock under the following payoff table.



      enter image description here



      I believe the expected return is 0, but how do you calculate the standard deviation? Which probability should be used for the $ P_i$? 0.5 for both or 0.25 and 0.75?



      $ σ^2 = sqrtΣ(r_i-E(r))^2cdot P_i$



      Edit:

      Can I also confirm my solution for the final section?



      enter image description here



      "Would a typical mean-variance utility maximizer prefer the top or the bottom table? Intuitively, would you prefer the recession probability to be uncertain as in the top table?"



      Since the$ E(r) and Var(r)$ are the same in both tables, the investor is indifferent towards both. However, in reality most investors would prefer the recession probability to be certain, as they are risk-averse.










      share|improve this question









      New contributor



      SMLJKNN is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.






      $endgroup$




      Suppose that the probability that determines the state of the economy is unknown. That is, you do not know whether the booms or recessions are more likely. Calculate the expected return and the volatility of the stock under the following payoff table.



      enter image description here



      I believe the expected return is 0, but how do you calculate the standard deviation? Which probability should be used for the $ P_i$? 0.5 for both or 0.25 and 0.75?



      $ σ^2 = sqrtΣ(r_i-E(r))^2cdot P_i$



      Edit:

      Can I also confirm my solution for the final section?



      enter image description here



      "Would a typical mean-variance utility maximizer prefer the top or the bottom table? Intuitively, would you prefer the recession probability to be uncertain as in the top table?"



      Since the$ E(r) and Var(r)$ are the same in both tables, the investor is indifferent towards both. However, in reality most investors would prefer the recession probability to be certain, as they are risk-averse.







      volatility finance-mathematics






      share|improve this question









      New contributor



      SMLJKNN is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.










      share|improve this question









      New contributor



      SMLJKNN is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.








      share|improve this question




      share|improve this question








      edited 4 hours ago







      SMLJKNN













      New contributor



      SMLJKNN is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
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      asked 8 hours ago









      SMLJKNNSMLJKNN

      314 bronze badges




      314 bronze badges




      New contributor



      SMLJKNN is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
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      Check out our Code of Conduct.

























          2 Answers
          2






          active

          oldest

          votes


















          2













          $begingroup$

          Seems like the total law of variance problem:



          $Vleft[Yright]=Eleft[ Vleft[Y mid X right] right]+Vleft[ Eleft[Y mid X right] right]$



          Mean on the other hand will be just the iterated expectation problem:



          $Eleft[Yright]=Eleft[ Eleft[Y mid X right]right]$






          share|improve this answer









          $endgroup$






















            2













            $begingroup$

            This one's not too difficult. Because the p() of the boom and bust regimes are a 50:50, the vol remains 10%



            enter image description here



            Where you vary the regime probabilities, life gets only a little more complicated. You have four scenarios, as per above. The mean is the sum of the scenario probability * payoff. The variance is sum of the scenario probability * (scenario payoff - mean)^2. The sigma is the root of the variance. Simples.



            Where you run into trouble is trying to calculate a vol from Markov regimes. 30% chance of -10% +/- 20% Gaussian, versus 70% chance of 5% +/- 10% Gaussian. That's what breaks the models here, when you want model the return distribution "normally" rather than approximating this as a 50:50 of +/-1 sigma.



            all the best...






            share|improve this answer









            $endgroup$














            • $begingroup$
              Hi there, really appreciate the help! However, I believe the returns for boom and bust should always be 10% and -10% respectively in this case.
              $endgroup$
              – SMLJKNN
              4 hours ago














            Your Answer








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            2 Answers
            2






            active

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            2 Answers
            2






            active

            oldest

            votes









            active

            oldest

            votes






            active

            oldest

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            2













            $begingroup$

            Seems like the total law of variance problem:



            $Vleft[Yright]=Eleft[ Vleft[Y mid X right] right]+Vleft[ Eleft[Y mid X right] right]$



            Mean on the other hand will be just the iterated expectation problem:



            $Eleft[Yright]=Eleft[ Eleft[Y mid X right]right]$






            share|improve this answer









            $endgroup$



















              2













              $begingroup$

              Seems like the total law of variance problem:



              $Vleft[Yright]=Eleft[ Vleft[Y mid X right] right]+Vleft[ Eleft[Y mid X right] right]$



              Mean on the other hand will be just the iterated expectation problem:



              $Eleft[Yright]=Eleft[ Eleft[Y mid X right]right]$






              share|improve this answer









              $endgroup$

















                2














                2










                2







                $begingroup$

                Seems like the total law of variance problem:



                $Vleft[Yright]=Eleft[ Vleft[Y mid X right] right]+Vleft[ Eleft[Y mid X right] right]$



                Mean on the other hand will be just the iterated expectation problem:



                $Eleft[Yright]=Eleft[ Eleft[Y mid X right]right]$






                share|improve this answer









                $endgroup$



                Seems like the total law of variance problem:



                $Vleft[Yright]=Eleft[ Vleft[Y mid X right] right]+Vleft[ Eleft[Y mid X right] right]$



                Mean on the other hand will be just the iterated expectation problem:



                $Eleft[Yright]=Eleft[ Eleft[Y mid X right]right]$







                share|improve this answer












                share|improve this answer



                share|improve this answer










                answered 7 hours ago









                Magic is in the chainMagic is in the chain

                2,8041 gold badge4 silver badges8 bronze badges




                2,8041 gold badge4 silver badges8 bronze badges


























                    2













                    $begingroup$

                    This one's not too difficult. Because the p() of the boom and bust regimes are a 50:50, the vol remains 10%



                    enter image description here



                    Where you vary the regime probabilities, life gets only a little more complicated. You have four scenarios, as per above. The mean is the sum of the scenario probability * payoff. The variance is sum of the scenario probability * (scenario payoff - mean)^2. The sigma is the root of the variance. Simples.



                    Where you run into trouble is trying to calculate a vol from Markov regimes. 30% chance of -10% +/- 20% Gaussian, versus 70% chance of 5% +/- 10% Gaussian. That's what breaks the models here, when you want model the return distribution "normally" rather than approximating this as a 50:50 of +/-1 sigma.



                    all the best...






                    share|improve this answer









                    $endgroup$














                    • $begingroup$
                      Hi there, really appreciate the help! However, I believe the returns for boom and bust should always be 10% and -10% respectively in this case.
                      $endgroup$
                      – SMLJKNN
                      4 hours ago
















                    2













                    $begingroup$

                    This one's not too difficult. Because the p() of the boom and bust regimes are a 50:50, the vol remains 10%



                    enter image description here



                    Where you vary the regime probabilities, life gets only a little more complicated. You have four scenarios, as per above. The mean is the sum of the scenario probability * payoff. The variance is sum of the scenario probability * (scenario payoff - mean)^2. The sigma is the root of the variance. Simples.



                    Where you run into trouble is trying to calculate a vol from Markov regimes. 30% chance of -10% +/- 20% Gaussian, versus 70% chance of 5% +/- 10% Gaussian. That's what breaks the models here, when you want model the return distribution "normally" rather than approximating this as a 50:50 of +/-1 sigma.



                    all the best...






                    share|improve this answer









                    $endgroup$














                    • $begingroup$
                      Hi there, really appreciate the help! However, I believe the returns for boom and bust should always be 10% and -10% respectively in this case.
                      $endgroup$
                      – SMLJKNN
                      4 hours ago














                    2














                    2










                    2







                    $begingroup$

                    This one's not too difficult. Because the p() of the boom and bust regimes are a 50:50, the vol remains 10%



                    enter image description here



                    Where you vary the regime probabilities, life gets only a little more complicated. You have four scenarios, as per above. The mean is the sum of the scenario probability * payoff. The variance is sum of the scenario probability * (scenario payoff - mean)^2. The sigma is the root of the variance. Simples.



                    Where you run into trouble is trying to calculate a vol from Markov regimes. 30% chance of -10% +/- 20% Gaussian, versus 70% chance of 5% +/- 10% Gaussian. That's what breaks the models here, when you want model the return distribution "normally" rather than approximating this as a 50:50 of +/-1 sigma.



                    all the best...






                    share|improve this answer









                    $endgroup$



                    This one's not too difficult. Because the p() of the boom and bust regimes are a 50:50, the vol remains 10%



                    enter image description here



                    Where you vary the regime probabilities, life gets only a little more complicated. You have four scenarios, as per above. The mean is the sum of the scenario probability * payoff. The variance is sum of the scenario probability * (scenario payoff - mean)^2. The sigma is the root of the variance. Simples.



                    Where you run into trouble is trying to calculate a vol from Markov regimes. 30% chance of -10% +/- 20% Gaussian, versus 70% chance of 5% +/- 10% Gaussian. That's what breaks the models here, when you want model the return distribution "normally" rather than approximating this as a 50:50 of +/-1 sigma.



                    all the best...







                    share|improve this answer












                    share|improve this answer



                    share|improve this answer










                    answered 6 hours ago









                    demullydemully

                    4531 silver badge6 bronze badges




                    4531 silver badge6 bronze badges














                    • $begingroup$
                      Hi there, really appreciate the help! However, I believe the returns for boom and bust should always be 10% and -10% respectively in this case.
                      $endgroup$
                      – SMLJKNN
                      4 hours ago

















                    • $begingroup$
                      Hi there, really appreciate the help! However, I believe the returns for boom and bust should always be 10% and -10% respectively in this case.
                      $endgroup$
                      – SMLJKNN
                      4 hours ago
















                    $begingroup$
                    Hi there, really appreciate the help! However, I believe the returns for boom and bust should always be 10% and -10% respectively in this case.
                    $endgroup$
                    – SMLJKNN
                    4 hours ago





                    $begingroup$
                    Hi there, really appreciate the help! However, I believe the returns for boom and bust should always be 10% and -10% respectively in this case.
                    $endgroup$
                    – SMLJKNN
                    4 hours ago











                    SMLJKNN is a new contributor. Be nice, and check out our Code of Conduct.









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