So, I want to do some examples now to, to try to give you some intuition about efficient portfolios and I'm going to do some, some simple examples. And so, the first problem that I'm going to ask is let's find the efficient portfolio that has the same risk as bowing, okay? And if you want to think about this graphically, let me just draw a picture for you. In our diagram, you know, we have our here is bowing, here is Amazon and then we have our tangency portfolio here and expected return, standard deviation. All efficient portfolios are on this, this line here, okay? So, this is the, this is all efficient portfolios. So, the problem is asking us let's find the efficient portfolio that has the same volatility as, as Boeing, alright? And so, if the volatility of bowing is here, then the efficient portfolio, vertically, is going to be the portfolio that's a combination of the tangency portfolio in T-Bills that has the same volatility as, as bowing. Now, because it's an efficient portfolio, this, this combination is going to have a higher expected return cuz the expected return on bowing is only down over here. So, one way we can, we can think of using efficient portfolios is, you know, here we're, if we're 100 percent invested in bowing, we have a certain risk and a certain expected return, the efficient portfolio will have a higher expected return, but the same risk as bowing, okay? So now, the question becomes, how do you find the combination of T-bills in the tangency portfolio that has the same risk as bowing. And so here, we just use the fact that, or efficient portfolio has the same volatility of bowing and that's 11.4%, okay. Now, to solve this equation, we, we use the following fact and that is, efficient portfolios have the following characteristics. Their combinations of T-Bills and tangency portfolio, So, the expected returns of any efficient portfolio is the T-Bill rate plus how much you invest in the tangency portfolio times the risk premium on the tangency portfolio, okay? And so, in our example, the T-bill rate is three%. The tangency portfolio has an expected return of eleven%, and the T-bill rate has three%. Now, the volatility of any efficient portfolio is how much you invest in the tangency portfolio times the volatility of the tangency portfolio. In our example, the volatility of the tangency portfolio is 12.4%. So, if we look at you know, our, our, my diagram, you know, the tendency portfolio is here, you know, sigma t and then the expected return on the tangency portfolio is, is here, okay? Now, going back to this question, you know you know, how, how much to invest in the tangency portfolio in order for us to have a, a volatility of 11.4%? So, essentially what we do is we, we do the following. We want our efficient portfolio volatility between, to be 11.4 percent and we know that the volatility of the efficient portfolio is how much we invest in the tangency portfolio times the volatility of the tangency portfolio. So, we can we know the volatility of the teangency portfolio, it's 12.4%. So, then we just solve, how much we invest in the tangency portfolio is the ratio of our target volatility to the volatility of the tangency portfolio. That's 0.92. So, if we invest 92 percent of our wealth in the tangency portfolio and eight percent in T-Bills, then we get a portfolio that has the same volatility as bowing. Now, because it's an efficient portfolio, this portfolio will have a higher expected return than bowing, alright? So, the expected return is3 percent plus 0.92 times the risk premium on the tangency portfolio, that's 10.4%. So, the advantage of the efficient portfolio is that we have a higher expected return than bowing, but we have the same risk. Now, when we look at you know, what is our investment in Amazon, bowing, and T bills in this efficient portfolio. Well, how much to invest in Amazon? Well, we have 92 percent of 46 percent or 42 percent in Amazon. How much is in bowing? 92 percent of 54 percent or 50 percent in bowing. You add 42 to, you know, 50 and 42 that gives you your 0.92. So, that's how much we invest in the tangency portfolio, and the remainder is in T-Bills, okay? So, that picture is here. So, you know, I have my here is bowing. Here is the volatility of bowing. If I want the efficient portfolio of the same volatility as bowing, I just go vertically and I find where I am on the green line. Here's the tangency portfolio. Notice, that I'm close to the tangency portfolio. At point E1, I'm 92 percent in the tangency portfolio, eight percent in T-bills, okay? So then, we can do a similar problem and that is, you know, assuming the risk free rate of three%, find the efficient portfolio that has the same average return as bowing, okay? So now, what we want to do is we want the expected return on our efficient portfolio to be the same as the expected return on bowing and that's 5.5%. So, that's our target return. Now because, so we wanna find some combination of the tangency portfolio and T-Bills that gives us a 5.5 percent rate of return. Now, because this is an efficient portfolio, this portfolio will have a lower volatility than bowing, right? And so now, the question is, how much do we invest in the tangency and T-Bills to reach this target return? So, graphically, we have the following problem. So, we just can, you know, draw or diagram again. We think about these efficient portfolios. Here is bowing, here is Amazon, here is our tangency portfolio now. Now, the problem is we want our target return to be the, the same return on bowing. So, this is the expected return on bowing, and here's the volatility of bowing. The efficient portfolio then, will be at this point here cuz this point, the green dot, is the combination of the tangency portfolio and T-Bills that gives you exactly the same average return as bowing. And notice that this portfolio has a much lower volatility than the, the investment in bowing. So again, another way of viewing an efficient portfolio, we look at a target return, and then we want to find the portfolio that achieves that target return. And that's going to have the smallest risk of any portfolio that, that we can invest in. So, how we solve for this, you know, we use the fact that the expected return on any efficient portfolio is equal to the risk-free rate plus how much we invest in the tangency portfolio times the risk premium on the tangency portfolio. Now, we want the expected return of our efficient portfolio to be this target rate of return, 5.5%. So, notice there's only one thing to solve for, that's xt. So, xt is equal to our target return minus the T-Bill rate divided by the risk premium on the tangency portfolio, that turns out to be 31%. So, if we invest 31 percent in the tangency portfolio and 69 percent in T-bills, then we get a target return of 5.5%, okay? So, what is our portfolio composition? Our investment in Amazon is 31 percent of 46%, so we're fourteen percent in Amazon. Our investment in bowing is 31 percent of 54%, so we're 70 percent in bowing, and the remainder is in T-Bills. Now, this portfolio has the same average return as bowling, but what's is volatility? It's 0.31 times the volatility of the tangancy portfolio and that's 3.8%. So you know, that's the you know, bowing has a standard deviation of eleven%, the efficient portfolio has a standard deviation of four percent so we have a volatility reduction by going into the efficient portfolio, okay? And so, that picture is illustrated here. So again, you look at, here's bowing, here's the expected return on bowing. I want to find my efficient portfolio that has the same expected return as bowing. So, I just draw you know, a horizontal line and I see where the, where does that intersect the green, this green line here? And then, the calculations that I just showed you said, you know, at this point we're 31 percent in the tangency portfolio and 69 percent in T-Bills, okay? So, this is, you know, a way, you know, if you want to think of yourself as, you know, how do you use this theory for asset allocation, right? So, once you do this stuff, how do you use it? You know, these two examples give you two different ways of thinking about the problem. You might have a target level of risk and then say, how do I find a portfolio that achieves my target risk? Or you might have a target expected return and then you're going to ask, how do I find a portfolio to achieve my target expected return?