Intermediate Microeconomics Math Review 1 Functions and Graphs Functions are used to describe the relationship between two variables. Ex: Suppose y = f(x), where f(x) = 2x + 4 This means if x is 1, y must be 2(1) + 4 = 6 if x is 2, y must be 2(2) + 4 = 8 * This relationship can also be described via a graph. 2 Rate-of-Change and Slope We are often interested in rate-of-change of one variable relative to the other. For example, how does the amount of output (y) change as a firm increases the quantity of an input (x)? This is captured by the slope of a graph. 3 Rate-of-Change and Slope For linear functions, this is constant and equal to “rise/run” or Δy/Δx. y y 12 4 8 4 2 1 -2 2 4 2 4 x slope = rise/run 2 3 x slope = rise/run = -2/1 = -2 =(change in y)/(change in x) = 4/2 = 2 4 Slope Positive Slope means that the relationship between the two variables is such that as one goes up so does the other, and vice versa. y Negative Slope means that the relationship between the two variables is such that as one goes up the other goes down, and vice versa. y x x 5 Non-linear Relationships Things gets slightly more complicated when relationships are “non-linear”. Consider the functional relationship y = f(x), where f(x) = 3x2 + 1 y y slope = 24/2 = 12 slope = 9/1 = 9 28 24 13 9 4 1 4 2 3 x 1 1 2 x For non-linear relationships, rise/run is a discrete approximation of the slope at any given point (kind of “average” of rates-of-change over a range). This approximation for a given point is better the smaller the change in x we consider. 6 Non-linear Relationships We can also approximate the slope analytically: Consider again the relationship y = f(x), where f(x) = 3x2 + 1 Starting at x = 1, if we increase x by 2 what will be the corresponding change in y? f (1 2) f (2) (3(3) 2 1) (3(1) 2 1) 28 4 12 2 2 2 Similarly, starting at x = 1, if we increase x by 1 what will be the corresponding change in y? f (1 1) f (1) (3(2) 2 1) (3(1) 2 1) 13 4 9 1 1 1 So the larger the change in x we consider, the more we kind of misstate the strength of the relationship between x and y at a given point (as you are averaging over a bigger area). 7 The Derivative As discussed before, we get a better approximation to the relative rate-of-change the smaller the change in x we consider. In particular, given a relationship between x and y such that y = f(x) for some function f(x), we have been considering the question of “if x increases by Δx, what will be the relative change in y?”, or y f ( x x) f ( x) x x The derivative is just the limit of this expression as Δx goes to zero, or df ( x) f ( x x) f ( x) lim x0 dx x We will also often express the derivative of f(x) as f’(x) 8 The Derivative Given y = f(x), where f(x) = 3x2 + 1, what is expression for derivative? y So what is slope of f(x) = 3x2 + 1 at x = 1? slope = ? What is slope of f(x) = 3x2 + 1 at x = 3? 28 How do we interpret these slopes? slope = ? 4 1 3 x 9 Derivatives Rules for calculating derivatives - See “Math Review” Second Derivative - the derivative of the derivative. Intuitively, if the first derivative gives you the slope of a function at a given point, the second derivative gives you the slope of the slope of a function at a given point. In other words, second derivative is rate-of-change of the slope. You can generally figure out the sign of both the first and second derivatives just looking at the graph of the function. 10 Derivatives y y f(x) x g(x) x 11 Finding maxima and minima Often calculus methods are used for finding what value maximizes or minimizes a function. A necessary (but not sufficient) condition for an “interior” maximum or minimum is where the first derivative equals zero. y y f(x) f(x) x* x x* x 12 Finding maxima and minima This means that when trying to find where a function reaches its maximum or minimum, we will often take the first derivative and set it equal to zero. Often referred to as “First Order Condition” f(x) = 10x – x2 F.O.C.: 10 – 2x = 0 x* = 5 How do we know if this is a maximum or a minimum? 13 Partial Derivatives Often we will want to consider functions of more than one variable. For example: y = f(x, z), where f(x, z) = 5x2z + 2 We will often want to consider how the value of such function changes when only one of its arguments changes. For example, output is function of labor and capital (e.g., q = f(L,K)). How does output change as we increase labor but hold capital fixed? This is called a Partial derivative. 14 Partial Derivatives The Partial derivative of f(x, z) with respect to x, is simply the derivative of f(x, z) taken with respect to x, treating z as just a constant. Examples: What is the partial derivative of f(x, z) = 5x2z3 + 2 with respect to x? With respect to z? What is the partial derivative of f(x, z) = 5x2z3 + 2z with respect to x? With respect to z? f ( x, z ) A partial derivatives of the function f with respect to x is denoted z 15
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