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Appendix 2A Differential Calculus in Management. A function with one decision variable, X, can be written as Y = f(X) The marginal value of Y, with a small increase of X, is M y = D Y/ D X For a very small change in X, the derivative is written: dY/dX = limit D Y/ D X D X B.
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Appendix 2ADifferential Calculus in Management • A function with one decision variable, X, can be written as Y = f(X) • The marginal value of Y, with a small increase of X, is My = DY/DX • For a very small change in X, the derivative is written: dY/dX = limit DY/DX DX B 2005 South-Western Publishing
Marginal = Slope = Derivative D Y • The slope of line C-D is DY/DX • The marginal at point C is My is DY/DX • The slope at point C is the rise (DY) over the run (DX) • The derivative at point C is also this slope DY DX C X
Optimum Can Be Highest or Lowest • Finding the maximum flying range for the Stealth Bomber is an optimization problem. • Calculus teaches that when the first derivative is zero, the solution is at an optimum. • The original Stealth Bomber study showed that a controversial flying V-wing design optimized the bomber's range, but the original researchers failed to find that their solution in fact minimized the range. • It is critical that managers make decision that maximize, not minimize, profit potential!
Quick Differentiation Review Name Function Derivative Example • Constant Y = c dY/dX = 0 Y = 5 Functions dY/dX = 0 • A Line Y = c•X dY/dX = c Y = 5•X dY/dX = 5 • Power Y = cXbdY/dX = b•c•X b-1Y = 5•X2 Functions dY/dX = 10•X
Quick Differentiation Review • SumofY = G(X) + H(X) dY/dX = dG/dX + dH/dX Functions exampleY = 5•X + 5•X2 dY/dX = 5 + 10•X • Product ofY= G(X)•H(X) Two FunctionsdY/dX = (dG/dX)H + (dH/dX)G exampleY = (5•X)(5•X2 ) dY/dX = 5(5•X2 ) + (10•X)(5•X) = 75•X2
Quick Differentiation Review • Quotient of Two Y = G(X) / H(X) Functions dY/dX = (dG/dX)•H - (dH/dX)•G H2 Y = (5•X) / (5•X2) dY/dX = 5(5•X2) -(10•X)(5•X) (5•X2)2 = -25X2 / 25•X4 = - X-2 • Chain RuleY = G [ H(X) ] dY/dX = (dG/dH)•(dH/dX)Y = (5 + 5•X)2 dY/dX = 2(5 + 5•X)1(5) = 50 + 50•X
Applications of Calculus in Managerial Economics • maximization problem: A profit function might look like an arch, rising to a peak and then declining at even larger outputs. A firm might sell huge amounts at very low prices, but discover that profits are low or negative. • At the maximum, the slope of the profit function is zero. The first order condition for a maximum is that the derivative at that point is zero. • If = 50·Q - Q2, then d/dQ = 50 - 2·Q, using the rules of differentiation. • Hence, Q = 25 will maximize profits where 50 - 2•Q = 0.
More Applications of Calculus • minimization problem: Cost minimization supposes that there is a least cost point to produce. An average cost curve might have a U-shape. At the least cost point, the slope of the cost function is zero. • The first order condition for a minimum is that the derivative at that point is zero. • If C = 5·Q2 - 60·Q, then dC/dQ = 10·Q - 60. • Hence, Q = 6 will minimize cost where 10•Q - 60 = 0.
More Examples • Competitive Firm: Maximize Profits • where = TR - TC = P•Q - TC(Q) • Use our first order condition: d/dQ = P - dTC/dQ = 0. • Decision Rule: P = MC. a function of Q Problem 1 Problem 2 • Max = 100•Q - Q2 • 100 -2•Q = 0 implies Q = 50 and = 2,500 • Max= 50 + 5•X2 • So, 10•X = 0 implies Q = 0 and= 50
Second Order Condition:One Variable • If the second derivative is negative, then it’s a maximum • If the second derivative is positive, then it’s a minimum • Max= 50 + 5•X2 • 10•X = 0 • second derivative is: 10 implies Q = 0 is a MIN Problem 1 Problem 2 • Max = 100•Q - Q2 • 100 -2•Q = 0 • second derivative is: -2 implies Q =50 is a MAX
Partial Differentiation • Economic relationships usually involve several independent variables. • A partial derivative is like a controlled experiment -- it holds the “other” variables constant • Suppose price is increased, holding the disposable income of the economy constant as in Q = f (P, I ), then Q/Pholds income constant.
Problem: • Sales are a function of advertising in newspapers and magazines ( X, Y) • Max S = 200X + 100Y -10X2 -20Y2 +20XY • Differentiate with respect to X and Y and set equal to zero. S/X = 200 - 20X + 20Y= 0 S/Y = 100 - 40Y + 20X = 0 • solve for X & Y and Sales
Solution: 2 equations & 2 unknowns • 200 - 20X + 20Y= 0 • 100 - 40Y + 20X = 0 • Adding them, the -20X and +20X cancel, so we get 300 - 20Y = 0, or Y =15 • Plug into one of them: 200 - 20X + 300 = 0, hence X = 25 • To find Sales, plug into equation: S = 200X + 100Y -10X2 -20Y2 +20XY = 3,250