Quantitative Analysis Flashcards

1
Q

What are the four different types of measurement/data?

A

Nominal - categories only; no order (qualitative)
Ordinal - ordered/ranked categories; values are meaningless (qualitative)
Interval - difference between values has meaning, but ratio isn’t consistent (quantitative)
Ratio - both interval and ratio have meaning (quantitative)

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2
Q

What is the only suitable measure of central tendency for ordinal data?

A

Median

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3
Q

What is the only measure of central tendency that can be used for nominal data?

A

Mode

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4
Q

What is the typically the preferred measure of central tendency for skewed data?

A

Median

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5
Q

In a normal or Gaussian distribution, what percentage of the distribution is within two standard deviations below and above the mean?

A

95%

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6
Q

A larger variance means a ____ distribution; a smaller variance means a _____ distribution.

A

flatter; spikier

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7
Q

What would a z-score of more than 2 for an observation indicate?

A

The observation is more than two standard deviations away from the mean (is an outlier).

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8
Q

What is the standard error of a statistical sample?

A

The standard deviation of the sampling distribution.

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9
Q

What are standard acceptable significance levels (p-values) of a statistical test?

A

5% and 1%

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10
Q

What does a “t-test” test?

A

A test on the difference between means, e.g., to test if they are part of the same population.

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11
Q

What does a correlation coefficient measure?

A

The strength of a linear relationship between two variables.

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12
Q

What are the 5 methods for estimating population growth?

A
Linear
Exponential (based on % change)
Symptomatic
Step-down ratio
Cohort survival
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13
Q

What is the symptomatic method of estimating population growth?

A

The symptomatic method uses any available data indirectly related to population size, such as housing starts, or new drivers licenses. It then estimates the population using a ratio, such as the average household size (from the U.S. Census). For instance, with the average household size at 2.5, data on 100 new single-family building permits that are issued this year, would yield an estimate of 250 new people will be added to the community.

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14
Q

What is the step-down ratio method of estimating population growth?

A

This method uses the ratio of the population in a city and a county (or a larger geographical unit) at a known point in time, such as the decennial Census.

This ratio is used to project the current or future population. For example, the population of Plannersville is 20% of the county population in 2000. If we know that the county population is 20,000 in 2005, we can then estimate the population of Plannersville as 4,000 (20%).

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15
Q

What is economic base analysis?

A

Economic base analysis looks at basic and non-basic economic activities. Basic activities are those that can be exported, while non-basic activities are those that are locally oriented. The exporting industries make up the economic base of a region.

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16
Q

What is the location quotient of an industry, in economic base analysis?

A

The location quotient is the ratio of an industry’s share of local employment divided by its share of the nation (or other levels of government). A location quotient of less than one indicates an importing economy. If the quotient is greater than one then the area is an exporting economy.

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17
Q

What is shift-share analysis?

A

Shift-share analysis analyzes a local economy in comparison with a larger economy. Basically, decomposing the growth in employment by different parts. Part aligned with national growth (the share), part assigned to differential industry mix in the region, and a part that has to do with the regional competitiveness (the shift). Particularly interested in the regional shift part, which we can use to identify leading sectors (sectors doing better in the region than in the rest of the country).

This method uses employment information by sector for two points in time. For example, one may wish to compare employment by industry between 1990 and 2000. The total employment change in an industry between 1990 and 2000 is equal to the economic growth plus the differential shift plus the proportional shift.

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18
Q

What is input-output analysis?

A

Input-output analysis is a quantitative method that links suppliers and purchasers to determine the economic output of a region.
Input-output analysis can be used to determine the employment effect that a particular project has on a local economy.
Input-output analysis identifies primary suppliers, intermediate suppliers, intermediate purchasers, and final purchasers.

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19
Q

What defines an “urbanized area”?

A

The Census Bureau defines an urbanized area wherever it finds an urban nucleus of 50,000 or more people. These urbanized areas may or may not contain any individual cities of 50,000 or more.

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20
Q

What defines an “urban cluster”?

A

Urban clusters have at least 2,500 but less than 50,000 persons and a population density of 1,000 persons per square mile.

21
Q

What are the smallest 3 census geographies?

A

Block - 400 housing units
Block group - 600-3,000 units
Tract - 2,000-8,000

22
Q

What percentage of the US population lived in urban areas in 2010?

A

81%

23
Q

What are the top ten fastest growing metropolitan areas between 2000 and 2010?

A
Palm Coast, Florida
St. George, Utah
Las Vegas-Paradise, Nevada
Raleigh-Cary, North Carolina
Cape Coral-Fort Myers, Florida
Provo-Orem, Utah
Greeley, Colorado
Austin-Round Rock-San Marcos, Texas
Myrtle Beach-North Myrtle Beach-Conway, South Carolina
Bend, Oregon
24
Q

What are the fastest growing states as of 2010?

A

Nevada (35%), Arizona (25%), and Utah (24%)

25
Q

What was the change in avg household size, 2000-2010?

A

The average household size went down from 3.1 in 1970 to 2.59 in 2010.

26
Q

What’s the difference between a CBSA and a Metropolitan Statistical Area?

A

A Core-Based Statistical Area has at least one urban cluster of at least 10,000, while a Metropolitan statistical area has at least one urbanized area of 50,000 or more population.
Micropolitan statistical areas = urban cluster of 10,000 to 50,000.

27
Q

What is the optimum size of a census tract?

A

4,000 (but in practice, have 1,200-8,000)

28
Q

What is are the components of the fundamental population equation in the cohort component (cohort survival) method of population projection?

A

The population in the next period is the current population + births - deaths + net migration.

29
Q

If you have data for current pop, and births and deaths within one month, how do you estimate population for next 6 months?

A

First, calculate the overall rate of change:
Calculate overall change (births - deaths).
Divide by population (births - deaths)/pop. =c

Calculate the change in population over time.
Multiply pop x (1+c) = pop after 1 month.
Multiply again by (1+c) to get the rate for the next month. This continues over a period of six months.

30
Q

When is the distributed housing unit method of population projection used?

A

Can be used to calculate population between census years. (Based on number of new housing units x occupancy rate x avg household size)

31
Q

What is the economic base multiplier?

A

Ratio of total economic activity over basic activity. Total # jobs / # jobs in basic sector. Used to estimate how much value created in the region by an additional dollar of basic activity (outside money). E.g., if tourism grows by a certain percentage, what will that do to the overall economy. The lower the proportion of basic jobs, the higher the multiplier.

32
Q

What kind of data is used to determine the location quotient?

A

Employment data, such as in the County Business Patterns.

33
Q

In shift-share analysis, what does it mean if the regional shift is negative?

A

The sector is lagging, relative to the national economy.

34
Q

In survey design, what is a sampling frame?

A

The population of interest.

35
Q

What are discrete variables?

A

Can only take a finite number of variables. A special case is dichotomous variables, which can only take two values (0 and 1).

36
Q

When is the “alternative hypothesis” accepted?

A

Never. You can only reject the null hypothesis.

37
Q

What is a “Type I” error?

A

Probability of ejecting the null hypothesis when in fact it is correct.

38
Q

When is a Chi-square test used?

A

A test on the goodness of fit, how well expected (predicted) values match observations.

39
Q

What are the two important aspects of geographic information?

A

Locational information (where) and attribute information (values).

40
Q

What are the two dominant data types in GIS?

A

Raster (grids, pixels) and vector (points, lines, polygons)

41
Q

What is a datum?

A

A mathematical model used to approximate the shape of the earth’s surface as an ellipsoid to compute location.
Most common in US are WGS84 (world geodetic system) or NAD83 (north american datum).

42
Q

What are the four characteristics of geographic information that are affected by projections, and what are the corresponding projections?

A

shape - conformal projections keep shape the same
distance - equidistant projections
direction - true direction
land area - equal area projections

43
Q

What is the purpose of map classification?

A

To group the observations into categories that correspond to different colors or shades on the map.

44
Q

What is the difference between a map showing equal interval vs. a quantile distribution?

A

Equal interval - same value difference between categories but number of observations can differ.
Quantile distribution - same number of observations in each category but the value difference is not constant.

45
Q

Which map classification method is like a histogram?

A

Equal interval map classification.

46
Q

Which planner is recognized as the pioneer of overlay analysis?

A

Ian McHarg (Design with Nature)

47
Q

What is a heat map?

A

A map that visualizes the concentration of points (i.e., hot spots).

48
Q

future value formula

A
FV=PV(1+r)^{n}
FV	=	future value
PV	=	present value
r	=	annual interest rate
{n}	=	number of periods interest held
49
Q

How to estimate how long it will take for investment to double, given annual rate of return?

A

Rule of 70:
Number of Years to Double= 70 / Annual Rate of Return
(use percent as number, not decimal)