Basic Mathematical Tools
JDS Special program: Pre-training
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Basic Mathematical Tools
1.
2.
3.
4.
Summation Operator & Descriptive Statistics
Properties of Linear Functions
Proportions and Percentages
Some Special Functions & Their Properties
๏ฎ
๏ฎ
Quadratic Functions
The Natural Logarithm
5. Differential Calculus
JDS Special program: Pre-training
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1 Summation & Descriptive Stat.
The summation operator:
โ๐๐๐๐=1 ๐ฅ๐ฅ๐๐ โก ๐ฅ๐ฅ1 + ๐ฅ๐ฅ2 โฏ + ๐ฅ๐ฅ๐๐
๏ฎ
๏ฎ
๏ฎ
๏ฎ
๏ฎ
Property 1: โ๐๐๐๐=1 ๐๐ = ๐๐๐๐ .
Property 2: โ๐๐๐๐=1 ๐๐๐ฅ๐ฅ๐๐ = ๐๐ โ๐๐๐๐=1 ๐ฅ๐ฅ๐๐ .
Property 3: โ(๐๐๐ฅ๐ฅ๐๐ + ๐๐๐ฆ๐ฆ๐๐ ) = ๐๐ โ ๐ฅ๐ฅ๐๐ + ๐๐ โ ๐ฆ๐ฆ๐๐
โ(๐ฅ๐ฅ๐๐ /๐ฆ๐ฆ๐๐ ) โ (โ ๐ฅ๐ฅ๐๐ )/(โ ๐ฆ๐ฆ๐๐ )
[A.1]
[A.2]
[A.3]
[A.4]
๏ท ๐ฅ๐ฅ1 โ๐ฆ๐ฆ1 + ๐ฅ๐ฅ2 /๐ฆ๐ฆ2 โ (๐ฅ๐ฅ1 +๐ฆ๐ฆ1 )/(๐ฅ๐ฅ2 + ๐ฆ๐ฆ2 )
โ ๐ฅ๐ฅ๐๐2 โ โ ๐ฅ๐ฅ๐๐
2
๏ท ๐ฅ๐ฅ12 + ๐ฅ๐ฅ22 โ ๐ฅ๐ฅ1 + ๐ฅ๐ฅ2
2
= ๐ฅ๐ฅ12 + 2๐ฅ๐ฅ1 ๐ฅ๐ฅ2 + ๐ฅ๐ฅ22
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Descriptive Statistics
Average:
๐ฅ๐ฅฬ
= (1/๐๐) โ ๐ฅ๐ฅ๐๐
๏ฎ
๏ฎ
๏ฎ
โ ๐ฅ๐ฅ๐๐ โ ๐ฅ๐ฅฬ
= 0
โ(๐ฅ๐ฅ๐๐ โ ๐ฅ๐ฅฬ
)2 = โ ๐ฅ๐ฅ๐๐2 โ ๐๐๐ฅ๐ฅฬ
2
โ(๐ฅ๐ฅ๐๐ โ ๐ฅ๐ฅฬ
)(๐ฆ๐ฆ๐๐ โ ๐ฆ๐ฆ๏ฟฝ) = โ ๐ฅ๐ฅ๐๐ (๐ฆ๐ฆ๐๐ โ ๐ฆ๐ฆ๏ฟฝ)
= โ(๐ฅ๐ฅ๐๐ โ ๐ฅ๐ฅฬ
)๐ฆ๐ฆ๐๐
[A.5]
[A.6]
[A.7]
[A.8]
Median: the central value
๏ฎ
๏ฎ
{-4, 0, 2, 4, 8}
{-4, 0, 2, 4, 18}
mean=2, median=2
mean=4, median=2
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2. Properties of Linear Functions
Linear Function 1:
y = ฮฒ0 + ฮฒ1x
๏ฎ
e.g. housing = 164 +0.27 income (See Fig.A1)
Linear Function 2:
y = ฮฒ0 + ฮฒ1x1 + ฮฒ2x2
๏ฎ
[A.9]
[A.12]
Partial effect & ceteris paribus
๐ฝ๐ฝ1 =
โ๐ฆ๐ฆ
โ๐ฅ๐ฅ1
if โ๐ฅ๐ฅ2 = 0
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3. Proportions & Percentages
Proportionate change:
๐ฅ๐ฅ1 โ๐ฅ๐ฅ0
๐ฅ๐ฅ0
=
โ๐ฅ๐ฅ
๐ฅ๐ฅ0
[A.14]
Percentage change:
%โ๐ฅ๐ฅ =
โ๐ฅ๐ฅ
100
๐ฅ๐ฅ0
[A.15]
Percentage point change:
๏ฎ
The change in a variable that is measured as a %.
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Cont. Proportions & Percentages
Example: Michigan Sales Tax Increase
๏ฎ
๏ฎ
๏ฎ
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In March 1994, Michigan voters approved a sales
tax increase from 4% to 6%.
Someone referred to this as a two percentage point
increase, or an increase of two cents on the dollar.
Others called it a 50% increase in the tax rate.
Both claims are correct; they are simply different
ways of measuring the increase in the sales tax.
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4. Special Functions
Quadratic Functions:
y = ฮฒ0 + ฮฒ1x + ฮฒ2x2
๏ฎ
๏ฎ
[A.16]
The slope:
โ๐ฆ๐ฆ
โ๐ฅ๐ฅ
โ ๐ฝ๐ฝ1 + 2๐ฝ๐ฝ2 ๐ฅ๐ฅ
[A.18]
=
[A.17]
The turning point:
๐ฅ๐ฅ โ
๐๐1
โ2๐๐2
Econometrics
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JDS Special program: Pre-training
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Cont. Special Functions
Natural Logarithm: y = ln(x)
๏ฎ
๏ฎ
๏ฎ
[A.21]
Some algebraic facts:
log(x1x2) = log(x1) + log(x2), x1, x2> 0
log(x1 / x2) = log(x1) - log(x2), x1, x2> 0
log(xc) = clog(x), x > 0, c any number.
Proportionate change:
log(x1) - log(x0) โ (x1- x0) / x0 = โx / x0
Elasticity:
โlog(๐ฆ๐ฆ)
โlog(๐ฅ๐ฅ)
=
โ๐ฆ๐ฆ ๐ฅ๐ฅ
โ
โ๐ฅ๐ฅ ๐ฆ๐ฆ
JDS Special program: Pre-training
[A.24]
12
log(x) < 0 for 0 < x < 1
log(1) = 0
log(x) > 0 for x > 1.
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5. Differential Calculus
Functions & the derivatives:
y = ฮฒ0 + ฮฒ1x + ฮฒ2x2 ; dy/dx = ฮฒ1 + 2ฮฒ2x
y = ฮฒ0 + ฮฒ1/x;
dy/dx = -ฮฒ1/(x2)
y = ฮฒ0 + ฮฒ1ln(x);
dy/dx = ฮฒ1/x
Partial derivative
๏ฎ
If y = ฮฒ0 + ฮฒ1x1 + ฮฒ2x2 , then
๐๐๐๐
๐๐๐ฅ๐ฅ1
= ๐ฝ๐ฝ1 ,
๐๐๐๐
๐๐๐ฅ๐ฅ2
= ๐ฝ๐ฝ2 .
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Quiz 1
i. Find the average monthly housing expenditure.
ii. Find the median monthly housing expenditure.
iii. Suppose that family number 1 increases its monthly housing
expenditure to $500, but the expenditures of other families
remain the same. Compute the average and median housing
expenditures.
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Quiz 2
Suppose the equation below describes the relationship between
the average number of classes missed during a semester (missed)
and the distance from school (distance, measured in miles):
missed = 3 + 0.2 distance.
i. Sketch this line, being sure to label the axes. How do you
interpret the intercept in this equation?
ii. What is the average number of classes missed for someone
who lives five miles away?
iii. What is the difference in the average number of classes
missed for someone who lives 10 miles away and someone
who lives 20 miles away?
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Quiz 3
Suppose that quantity of compact discs is related to
price and income by
quantity = 120 - 10 price + 0.05 income.
What is the demand for CDs if price = 15 and
income = 200? What does this suggest about using
linear functions to describe demand curves?
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Quiz 4
Suppose that the return from holding a particular
firmโs stock goes from 15% in one year to 18% in
the following year. The majority shareholder claims
that โthe stock return only increased by 3%,โ while
the chief executive officer claims that โthe return on
the firmโs stock increased by 20%.โ Reconcile their
disagreement.
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