Using differentiation to determine future stock prices in layman’s terms….

Using differentiation to determine future stock prices in layman’s terms….


Step 1 - Given Equation:


The equation dS/dt = μ * St tells us something important: it shows that during a tiny moment, the change in the price of an asset (like a stock) is equal to a certain number μ (we call it the "drift") multiplied by the asset's current price St.


Step 2 - Dividing Both Sides:


If we divide both sides of the equation by St (the asset's current price), and then multiply both sides by a tiny amount of time dt, we get dSt/St = μ * dt or (1/ St) dt This equation is important because it links how the percentage change in the asset's price relates to the drift μ and the tiny time step dt.

Step 3 - Solving the Differential Equation:

Now we're going to solve this equation. Think of it like solving a puzzle to find out how the asset's price changes over time. By integrating the right side of the equation (which means adding up all the small changes), we get: 


ln(St) + c1 = μ * t + c2


NB: If you differentiate ln (St) with respect to St you get (1/St)


Step 4 - Simplifying and Antilog:


If we subtract c1 from both sides of the equation, we get ln(St) = μ * t + (c2- c1).

Now, let's use a special operation called "antilog" on both sides. It's like the opposite of taking the natural logarithm. This operation turns "ln(St)" back into "St."


Step 5 - Getting the Final Equation:


So, by using the antilog on both sides, we get St = e^(μt + c2 - c1).

Now, we see that c2 - c1 can be replaced with just "c" (a single number).


Step 6 - Wrapping It Up:


When we have c = c2 - c1, and we set e^(c) equal to the initial price (S₀), the equation becomes St = S₀ * e^(μt). This means that the future price of the asset is the initial price times "e" raised to the power of the drift μ times t.

In simpler terms, the equation helps us predict how the asset's price changes over time using a drift rate μ. It's like having a math formula to see how an asset's price will grow over time based on a constant rate of change.


#StockPricePrediction #Differentiation #MathematicsInFinance#FinancialModeling #FutureStockPrices #MathConcepts #DriftRate#ContinuousTimeModeling #FinancialAnalysis #PredictiveModeling

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