Note

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
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1 Summation & Descriptive Stat.
The summation operator:
โˆ‘๐‘›๐‘›๐‘–๐‘–=1 ๐‘ฅ๐‘ฅ๐‘–๐‘– โ‰ก ๐‘ฅ๐‘ฅ1 + ๐‘ฅ๐‘ฅ2 โ‹ฏ + ๐‘ฅ๐‘ฅ๐‘›๐‘›
๏ฎ
๏ฎ
๏ฎ
๏ฎ
๏ฎ
Property 1: โˆ‘๐‘›๐‘›๐‘–๐‘–=1 ๐‘๐‘ = ๐‘›๐‘›๐‘›๐‘› .
Property 2: โˆ‘๐‘›๐‘›๐‘–๐‘–=1 ๐‘๐‘๐‘ฅ๐‘ฅ๐‘–๐‘– = ๐‘๐‘ โˆ‘๐‘›๐‘›๐‘–๐‘–=1 ๐‘ฅ๐‘ฅ๐‘–๐‘– .
Property 3: โˆ‘(๐‘Ž๐‘Ž๐‘ฅ๐‘ฅ๐‘–๐‘– + ๐‘๐‘๐‘ฆ๐‘ฆ๐‘–๐‘– ) = ๐‘Ž๐‘Ž โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘– + ๐‘๐‘ โˆ‘ ๐‘ฆ๐‘ฆ๐‘–๐‘–
โˆ‘(๐‘ฅ๐‘ฅ๐‘–๐‘– /๐‘ฆ๐‘ฆ๐‘–๐‘– ) โ‰  (โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘– )/(โˆ‘ ๐‘ฆ๐‘ฆ๐‘–๐‘– )
[A.1]
[A.2]
[A.3]
[A.4]
๏ท ๐‘ฅ๐‘ฅ1 โ„๐‘ฆ๐‘ฆ1 + ๐‘ฅ๐‘ฅ2 /๐‘ฆ๐‘ฆ2 โ‰  (๐‘ฅ๐‘ฅ1 +๐‘ฆ๐‘ฆ1 )/(๐‘ฅ๐‘ฅ2 + ๐‘ฆ๐‘ฆ2 )
โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘–2 โ‰  โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘–
2
๏ท ๐‘ฅ๐‘ฅ12 + ๐‘ฅ๐‘ฅ22 โ‰  ๐‘ฅ๐‘ฅ1 + ๐‘ฅ๐‘ฅ2
2
= ๐‘ฅ๐‘ฅ12 + 2๐‘ฅ๐‘ฅ1 ๐‘ฅ๐‘ฅ2 + ๐‘ฅ๐‘ฅ22
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Descriptive Statistics
Average:
๐‘ฅ๐‘ฅฬ… = (1/๐‘›๐‘›) โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘–
๏ฎ
๏ฎ
๏ฎ
โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘– โˆ’ ๐‘ฅ๐‘ฅฬ… = 0
โˆ‘(๐‘ฅ๐‘ฅ๐‘–๐‘– โˆ’ ๐‘ฅ๐‘ฅฬ… )2 = โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘–2 โˆ’ ๐‘›๐‘›๐‘ฅ๐‘ฅฬ… 2
โˆ‘(๐‘ฅ๐‘ฅ๐‘–๐‘– โˆ’ ๐‘ฅ๐‘ฅฬ… )(๐‘ฆ๐‘ฆ๐‘–๐‘– โˆ’ ๐‘ฆ๐‘ฆ๏ฟฝ) = โˆ‘ ๐‘ฅ๐‘ฅ๐‘–๐‘– (๐‘ฆ๐‘ฆ๐‘–๐‘– โˆ’ ๐‘ฆ๐‘ฆ๏ฟฝ)
= โˆ‘(๐‘ฅ๐‘ฅ๐‘–๐‘– โˆ’ ๐‘ฅ๐‘ฅฬ… )๐‘ฆ๐‘ฆ๐‘–๐‘–
[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
๐›ฝ๐›ฝ1 =
โˆ†๐‘ฆ๐‘ฆ
โˆ†๐‘ฅ๐‘ฅ1
if โˆ†๐‘ฅ๐‘ฅ2 = 0
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3. Proportions & Percentages
Proportionate change:
๐‘ฅ๐‘ฅ1 โˆ’๐‘ฅ๐‘ฅ0
๐‘ฅ๐‘ฅ0
=
โˆ†๐‘ฅ๐‘ฅ
๐‘ฅ๐‘ฅ0
[A.14]
Percentage change:
%โˆ†๐‘ฅ๐‘ฅ =
โˆ†๐‘ฅ๐‘ฅ
100
๐‘ฅ๐‘ฅ0
[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
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๏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:
โˆ†๐‘ฆ๐‘ฆ
โˆ†๐‘ฅ๐‘ฅ
โ‰ˆ ๐›ฝ๐›ฝ1 + 2๐›ฝ๐›ฝ2 ๐‘ฅ๐‘ฅ
[A.18]
=
[A.17]
The turning point:
๐‘ฅ๐‘ฅ โˆ—
๐‘๐‘1
โˆ’2๐‘๐‘2
Econometrics
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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‰ˆ (x1- x0) / x0 = โˆ†x / x0
Elasticity:
โˆ†log(๐‘ฆ๐‘ฆ)
โˆ†log(๐‘ฅ๐‘ฅ)
=
โˆ†๐‘ฆ๐‘ฆ ๐‘ฅ๐‘ฅ
โˆ™
โˆ†๐‘ฅ๐‘ฅ ๐‘ฆ๐‘ฆ
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[A.24]
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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
๐œ•๐œ•๐œ•๐œ•
๐œ•๐œ•๐‘ฅ๐‘ฅ1
= ๐›ฝ๐›ฝ1 ,
๐œ•๐œ•๐œ•๐œ•
๐œ•๐œ•๐‘ฅ๐‘ฅ2
= ๐›ฝ๐›ฝ2 .
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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
firmโ€™s stock goes from 15% in one year to 18% in
the following year. The majority shareholder claims
that โ€œthe stock return only increased by 3%,โ€ while
the chief executive officer claims that โ€œthe return on
the firmโ€™s stock increased by 20%.โ€ Reconcile their
disagreement.
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