Basics of Differential Calculus Professor Peter Cramton Economics 300 Why differential calculus? • Models explain economic behavior with system of equations • What happens if a variable changes? – Comparative statics determines marginal change in economic behavior • How does change in tax rate alter consumption? • How does change in NBA collective bargaining agreement impact – share of NBA revenues going to players? – parity of teams across league? Why differential calculus? • Economic models assume rational optimizers – Consumers maximize utility – Producers maximize profits – NBA owners maximize combination of wins and profits • Optimization uses calculus to evaluate tradeoffs – How much to consume? • Consume until marginal utility = price – How much to produce? • Produce until marginal revenue = marginal cost – Which free agents to go for? Average rate of change over [x0,x1] y f ( x1 ) f ( x0 ) , where x x1 x 0 x x1 x0 and y y1 y0 Average rate of change examples y f ( x1 ) f ( x0 ) x x1 x0 y bx1 bx0 y a bx : b x x1 x0 2 2 x x ( x1 x0 )( x1 x0 ) y 2 1 0 yx : x1 x0 x x1 x0 x1 x0 yx 2 y 6 x y 3 x Average rate of change and difference quotient y f ( x1 ) f ( x) f ( x x) f ( x) x x1 x x y b( x x) bx y a bx : b x x 2 2 2 y ( x x ) x 2 x x x y x2 : 2 x x x x x Some properties • Rate of change of sum = sum of rates of change – y, w, z are functions of x and y = w + z – Then y ( w z ) w • Scaling: z x x x x (ay ) y a x x Application: quadratic ( x 2 ) ( x x) 2 x 2 2 xx x 2 2 x x x x x y ax bx c 2 y ( x ) x 1 a b c x x x x a (2 x x) b 2 Application: cubic ( x ) ( x x)( x 2 xx x ) x x x 3 2 2 3 3 ( x 3 x x 3 xx x ) x x 2 2 3 x 3 xx x 3 2 2 3 y gx ax bx c 3 2 y ( x ) ( x ) x 1 g a b c x x x x x 2 2 g (3 x 3 xx x ) a (2 x x) b 3 2 Exercise • Find difference quotient for each function y 5x y 30 15 x y 5 x y 15 x y 6 x 2 x 9 y 6(2 x x) 2 x 2 y 1 x 2 y (2 x x) x Exercise • Total revenue: TR = P Q • Price: P = 10 .5Q • Difference quotient? TR (10 .5Q)Q .5Q 2 10Q TR .5(2Q Q) 10 Q • If Q = 5, what is impact of 1 unit increase in Q? TR .5(2(5) 1) 10 4.5 Q Derivative is difference quotient as x0 dy f ( x x) f ( x) lim dx x0 x dy b( x x) bx y a bx : lim b dx x0 x dy ( x x) x yx : lim lim 2 x x 2 x x 0 dx x0 x 2 2 2 dy 2 2 2 y x : lim 3x 3xx x 3x dx x0 3 Some properties • Derivative of sum = sum of derivatives – y, w, z are functions of x and y = w + z – Then dy d ( w z ) dw dz dx • Scaling: • Application dx dx d (ay ) dy a dx dx dx y gx ax bx c 3 2 3 2 dy d (x ) d (x ) dx d1 g a b c dx dx dx dx dx 2 3 gx 2ax b Derivative is difference quotient as x0 average rate of change difference quotient derivative y f ( x1 ) f ( x) f ( x x) f ( x) x x1 x x dy f ( x x) f ( x) lim dx x 0 x Derivative is rate of change as x0 Derivative is instantaneous rate of change Tangent line is limit of secant line Derivative is slope of tangent line Total tax revenue and marginal tax revenue Exercise • Cigarette tax yields revenue R(t) = 50 + 25t – 75t2 • What is marginal revenue? dR MR 25 75(2t ) 25 150t dt • What tax rate maximizes revenues? MR 25 150t 0 t 25 / 150 1/ 6 * • Why is this a maximum? concave Functions not everywhere differentiable Differentiable Continuous Demand and cost functions Average vs. marginal Difference quotient of a polynomial (1) ( x) 0 1 x x 2 ( x ) 2 x x x 3 ( x ) 2 2 3x 3xx (x) x ( x ) 3 2 2 3 4 x 6 x x 4 x(x) (x) x 4 Exercise: y = 4x2 – 8x + 3 • Find roots (x such that y = 0). b b 4ac 8 8 4(4)(3) y 2a 2(4) 2 • • 2 2 43 1 .5 2 Derivative dy 8x 8 dx Extreme value dy * 8x 8 0 x 1 dx Exercise: y = 4x2 – 8x + 3 3 2 1 0.5 1 1.0 1.5 2.0 Exercise: y = 4x2 – 8x + 3 y’ = 8x - 8 5 y 0.5 5 1.0 1.5 2.0 Differential vs. derivative • Derivative is rate of change as x 0 y y dy lim f '( x) x 0 x x dx • Differential is change in y along tangent line dy f '( x)dx Differential approximation and actual change dy f '( x0 )dx Exercise: y = 16 – 4x + x3 y 2 2 • What is rate of change? 4 3 x 3 xx x x • What is derivative? dy 2 4 3x dx • What is differential? dy (3x 4)dx 2 2 y (3(2 ) 4)(8) 64 • Let x0 = 2; x = 8 y (3(22 ) 4 3(2)(8) 82 )(8) 960 • Let x0 = 2; x = .2 y (3(22 ) 4)(.2) 1.6 y (3(22 ) 4 3(2)(.2) .22 )(.2) 1.848 Exercise investment (I) and cost of borrowing (r) 2 I f (r ) 600 150r 400r Compute: I f (r ) r r0 2%; r1 .5%; r2 1% I1 (800r0 150) r1 (800(.02) 150)(.005) .67 I 2 (800r0 150) r2 (800(.02) 150)(.01) 1.34 I 0 600 150(.02) 400(.02 ) 597.16 2 I1 600 150(.025) 400(.025 ) 596.5 2 I 2 600 150(.03) 400(.03 ) 595.86 2 I1 596.5 597.16 .66 I 2 595.86 597.16 1.3
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