Statistics Flashcards

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1
Q

What statistical model should you use to help a client who doesn’t understand finance and needs simple and clear materials to understand?

A

Frequency Distribution.

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2
Q

What is a Frequency Distribution?

A

A tabular display of data that has been broken into a number of intervals. You can group observations of data into a table.

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3
Q

What are the steps to creating a Frequency Distribution?

A
  1. Sort the data in ascending order.
  2. Calculate the range (largest value - smallest value)
  3. Determine number of intervals you want.
  4. Determine the width of interval by dividing the range by the number of desired intervals.
  5. Construct the minimum and maximum values for each interval.
  6. Count how many observations are in each interval.
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4
Q

What are the four types of measurement scales?

A

Nominal, ordinal, interval, and ratio scales.

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5
Q

What is an nominal scale? Provide an example?

A

The weakest of the scales, it simply allows you to categorize the data.

For example, organizing A-Z

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6
Q

What is an ordinal scale? Provide an example?

A

Second to weakest, it allows you to put data in order by assessing the relative value of data points.

For example, “Surveys of satisfied and dissatisfied.”

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7
Q

What is an interval scale? Provide an example?

A

Scale allows you to rank something, but also know the difference between rankings.

For example, a scale that ranks investors in terms of knowledge of markets based on their standardized scores on a test.

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8
Q

What is a ratio scale? Provide an example?

A

The strongest measurement scale, it has a meaningful zero. For example, a listing of 10 companies with annual profits in USD.

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9
Q

How are dividends calculated in the holding period return formula?

A

Rt = Pt - Pt_1 + Dt / Pt_1

Pt = price of current period
Pt_1 = price of previous period
Dt = dividends from current period
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10
Q

What statistical model should you use if a client simply wants to see a picture of his returns?

A

Frequency Polygon.

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11
Q

How would you create a Frequency Polygon?

A
  1. Acquire the absolute frequencies.

2. Graph it with Frequencies on the Y axis and Interval Midpoints on the x axis.

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12
Q

How do you calculate relative frequency?

A

Divide the observations of a frequency by the total number of observations.

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13
Q

How do you calculate the cumulative relative frequency?

A

Add all relative frequencies together.

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14
Q

Speaking in statistical terms, what does central tendency mean?

A

The middle of a set of data.

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15
Q

What is the arithmetic mean?

A

The true middle of a set of data. It is obtained by adding the data and dividing the number of observations.

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16
Q

How do you calculate the harmonic mean?

A

Dividing the number of observations, by the reciprocal of the values in a data-set. Useful in determining average price paid for through cost averaging.

17
Q

What do quartiles do?

A

They divided the distribution into four pieces.

18
Q

How do you calculate the X-percentile?

A

[ (n + 1) (X / 100)]

19
Q

How do you calculate the geometric mean?

A

[(1 + R1)(1+R2)]^1/t - 1 = 0%

20
Q

If you want to know where you’re going, what mean should you use?

A

Arithmetic. mean

21
Q

If you want to know where you’ve been, what mean should you use?

A

Geometric.

22
Q

How to calculate median?

A

(n+1 / 2)

23
Q

What is the mode?

A

The mode is a measure of central tendency defined as the most commonly occurring value in a set of data.

24
Q

What is a bimodal distribution?

A

A distribution where there are two modes.

25
Q

What is linear interpolation?

A

Use weighted average to find the correct amount between two observations.

Example: 43.6th observation to find the 10th percentile.
43rd observation is .21 and the 44th is .24

.21 + .6 (.24 - .21) =

26
Q

What value does the weighted mean equal?

A

1.

27
Q

How to calculate the weight of an asset of a portfolio?

A

wi = Size of asset class / size of entire portfolio.

Example. erhaps you invested EUR 42,000 in stocks (S), EUR 25,200 in bonds (B), and EUR 16,800 in real estate (RE).

Total portfolio would be 84,000.
Weight of stocks is wS = 42,000/84,000 = .50
Weight of bonds is wB = 25,200/84,000 = .30
Weight of real estate is wRE = 16,800/84,000 = .20

28
Q

What is dispersion?

A

Variability around the central tendency. It provides a mean of quantifying risk in a financial asset.

29
Q

How do you calculate a population variance, o^2

For example, your population might be 5 interest rates of 1%, 2%, 3%, 4%, and 5%. The mean is clearly 3%, but there is dispersion around this mean.

A
                                      5
30
Q

How do you calculate sample standard devation?

A
                                      5 - 1
31
Q

What is the difference between population variance and sample standard deviation?

A

Population variance is the whole data set and sample standard deviation is a sample of the data set.

32
Q

What is Coefficient of Variation?

A

The coefficient of variation (CV) is a measure of relative dispersion. It is the result of dividing the sample standard deviation by the sample mean.

CV = s/X

33
Q

How do you calculate semivairance?

A

Same way to calculate sample standard deviation
(X-mean)^2 + (x - mean)^2
————————————-
n - 1

34
Q

How to calculate target semivariance?

A
          n - 1