Statistics for Economists: Detailed Solutions for Assignment Questions

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Added on  2023/01/10

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Homework Assignment
AI Summary
This document presents detailed solutions to a statistics assignment designed for economics students. The assignment covers a range of topics, including differentiation and integration, with applications in cost analysis and profit maximization. It includes solutions to questions involving the calculation of derivatives, definite integrals, and the application of these concepts to economic models. Furthermore, the assignment explores the application of calculus in optimizing production costs and maximizing profits. The solutions also incorporate the use of linear algebra, particularly the Gauss elimination method, to solve systems of simultaneous equations. The problems provide a comprehensive understanding of statistical and mathematical tools used in economic analysis. The solutions are presented step-by-step, providing clear explanations and calculations for each question, making it a valuable resource for students seeking to understand the application of statistical methods in economics.
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Statistics for Economists
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Question 1:
Solutions
(a)
(i) f(x) = 5x4 – 3x-3
f’(x) = 20x3 + 9x-4
(ii) f(x) = 4x + 3
3x – 1
= 4 (3x – 1) – (4x + 3) (3)
(3x – 1)2
= 12x – 4 – 12x + 9
(3x – 1)2
= 5(3x – 1)-2
2
(iii) f(x) = 2ex
f’(x) = 2. 2x. exp.(x2)
= 4x. exp.(x2)
(b)
(i) x2 + x – 110 = 0
x2 + 11x – 10x – 110 =0
1
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x (x + 11) – 10 (x + 11) = 0
(x + 11) (x – 10) = 0
so, x = 10, -11
(ii) x + 5 = -6 .
x – 2
(x + 5) (x – 2) = -6
(x2 + 3x – 10) = -6
x2 + 3x – 4 = 0
x2 + 4x – 1x – 4 = 0
x (x + 4) – 1(x + 4) =0
(x – 1) (x + 4) = 0
x = 1, -4
(iii) x + 5 > -6 .
x – 2
(x + 5) (x – 2) > -6
(x2 + 3x – 10) > -6
(x2 + 3x – 10) + 6 > -6 + 6
x2 + 3x – 4 > 0
x2 + 4x – 1x – 4 > 0
x (x + 4) – 1(x + 4) > 0
(x – 1) (x + 4) > 0
-4 < x < 1
2
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(c)
(i) (5x – 3x2) dx
= 5x2 – 3 x3
2 3
= 5x2 – x3
2
2
(ii) 1 (x2 – 2x) dx
x3 – x2 2
3 1
8 1 - 1 + 22
3 3
7 – 3 = -2/3
3
(iii) 4x exp.(x2) .dx
Put exp.(x2) = u
2x. exp(x2) dx = du
Then, 2.u. du
= u2
= [exp.(x2)]2
3
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Ques 2.
Solution
Given, f(x) = x3 – 3x2 – x + 3
(a) If given function can divide with x – 3 then, f(3) will equal to zero
f(3) = (3)3 – 3(3)2 – 3 + 3
= 27 – 27 – 3 + 3
= 0
Hence, f(x) is divisible by x-3
(b)
x3 – 3x2 – x + 3
(x – 3) (x2 – 1)
(x + 1) (x – 3) (x – 1)
So,
at x = 1, -1 and 3 given f(x) = 0
while, -1 ≤ x ≤ 3
(c)
f(x) = x3 – 3x2 – x + 3
f’(x) = 3x2 – 6x – 1
f’(2) = 3(2)2 – 6 (2) – 1
= 12 – 12 – 1 = -1
So, function is decreasing at x = 2
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Ques. 4
Solution:
Given, Total cost of producing x units of an item as –
K (x) = -0.25x2 + 75x + 1000
where, 0 ≤ x ≤ 100
(a) Expression of boundary cost -
-0.25x2 + 75x + 1000 = 0
(b) How many units are produced when the limit cost is NOK 60?
When limit cost is 60 then,
K(60) = -0.25(60)2 + 75(60) + 1000
= -0.25 x 3600 + 75 x 60 + 1000
= -900 + 4500 + 1000
= 4600 units
(c) Expression of average cost –
Average cost = Total production cost
Quantity of unit produced
= -0.25x2 + 75x + 1000
x
= -0.25x + 75 + 1000/x
(d) What is the average profit per unit sold when producing 50 units and each unit in this case
sold for 100 kroner?
Average profit per unit at x = 50
Average cost = -0.25(50) + 75 + 1000/50
= 107.5 kroner per unit
Then, average profit per unit will be 7.5 kroner.
5
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Ques. 5
Solution –
P = 210 – 3x – y
Q = 180 – x – 2y
Total cost of production
c (x.y) = 1200 + 100x + 80y
Total profit = Total selling cost – Total production cost
f(x,y) = Px + Qy – c(x.y)
= x (210 – 3x – y) + y (180 – x – 2y) – (1200 + 100x + 80y)
= 210 x – 3x2 – xy + 180y – xy – 2y2 – 1200 – 100x – 80y
= -3x2 – 2xy – 2y2 + 110x +100y – 1200
(b) For maximise the profit –
f(x) = -3x2 – 2xy – 2y2 + 110x +100y – 1200
By differentiating with respect to x and y individually
f(x) = -6x -2y + 110
f(y) = -2x – 4y + 100
y = 24 and x = 3 (approx.)
(c) Proof –
Use D-test for (3,24) to check maximum value of given function
D = fxx (3,24) fyy (3,24) – [fxy(3,24)]2
= (-6) (-4) – 1200
= 24 – 1200 = -1176
so, (3,24) gives maximum value of given function
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Ques 7
Given
x + y – 2z = 9
2x – y – z =6
-x + 5y + z = 5
1 1 -2 x 9
2 -1 -1 y = 6
-1 5 1 z 5
solving using Guass elimination method –
x = 49/15
y = 29/15
z = 7/5
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