Unit 2: Organization of Data and Statistical Analysis Flashcards

1
Q

what are sampling techniques?

A

methods used to select a group from a population you wish to study

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2
Q

what is a population?

A

all individuals of items being studied

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3
Q

what is a sample?

A

a group of people or items that are selected from the population to study

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4
Q

what is a sampling frame?

A

members of a population that actually have a chance of being selected for a study

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5
Q

what is statistical bias?

A

systematic error in a survey or sampling method which favours certain outcomes

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6
Q

what are types of qualitative and quantitive datas?

A

qualitative: nominal and ordinal
quantitive: discrete and continuous

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7
Q

what is nominal data?

A

data that can be put into categories without any logical order (ex. colour)

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8
Q

what is ordinal data?

A

data that can be put into categories with logical order (ex. customer satisfaction)

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9
Q

what is discrete data?

A

data that can be counted or expressed as integers (ex. # of children)

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10
Q

what is continuous data?

A

data that can be measured and expressed as any rational number (ex. height)

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11
Q

how do you display nominal data?

A

bar charts, pie chart, or frequency table

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12
Q

how do you display ordinal data?

A

ordered bar chart, line graphs

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13
Q

how do you display discrete data?

A

horizontal (or vertical) bar chart, stacked bar chart

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14
Q

what data is good for box plots?

A

discrete or continuous

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15
Q

what graph is continuous data most frequently shown on?

A

scatter plot or histogram

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16
Q

what are random and non-random sampling techniques (random)?

A

random - give all members of the population an equal chance of being selected for the sample
non random - techniques are more likely to be biased and may skew data

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17
Q

what is the simple random technique (random)?

A

randomly selects individual/items for sample and must ignore defining characteristics

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18
Q

what is the systematic sampling technique (random)?

A

puts the population into an ordered list and selects sample using regular intervals (ex. every other person)

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19
Q

what is the stratified sampling technique (random)?

A

divides population into groups and selects sample in same proportion to the group

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20
Q

what is the cluster technique (random)?

A

divides the population into groups and randomly selects groups for the sample

21
Q

what is the multi-stage sampling technique (random)?

A

divide population into a hierarchy with different levels and choose a random sample at each level

22
Q

what is the convenience sample technique(non-random)?

A

sample selected because it is easily accessible and was the fastest method of data collection

23
Q

what is the judgment sampling technique(non-random)?

A

researcher hand-select individuals/items based on specific criteria which may ignore certain characteristics of the population intentionally

24
Q

what is the voluntary sampling technique (non-random)?

A

participation at discretion of the respondent and typically has emotional responses

25
what is bias?
it occurs when characteristics of the sample don't reflect the population and comes from the sampling method or from the survey
26
what is sampling bias?
the selected sample doesn't represent the characteristics of the population and a non-random sampling method is used
27
what is measurement bias?
data collection method consistently over or under estimates a characteristic of the population
28
what is leading question bias?
form of measurement bias that prompts for a particular response
29
what is loaded question bias?
form of measurement bias where questions contain information or wording to influence a response
30
what is response bias?
false or misleading answers which may have people uncertain on how to respond
31
what is non-response bias?
groups may be under represented because members of the group choose not to participate
32
what is measures of spread?
indicates how closely a set of data clusters around its center
33
what is the range?
a calculation of the difference between the highest and lowest values in a data set
34
what are percentiles?
the percent of all data in a set that are less than or equal to a specific data value
35
what is standard deviation?
the square root of the mean of the squares of the deviations
36
what is variance?
the mean of the squares of the deviations. this is the square of the standard deviation
37
what are z-scores?
a measure of how many standard deviations a particular data value is from the mean
38
what is interpolation?
when you estimate between known data values
39
what is extrapolation?
when you predict beyond the range of data
40
what is non-linear regression?
an analytic technique for finding the curve of best fit for data
41
what is an outlier?
a point that doesn't follow the trend of the data
42
what is a hidden variable?
a variable that affects or obscures the relationship of 2 variables that can result in a false correlation of fragmented trend
43
what is a residual?
the vertical distance between a data point's actual (observed) dependent value and the value predicted by the line of best fit model
44
correlation vs causality
strong positive correlations don't always show cause and effect
45
what is the causal relationship direct cause and effect?
a change in the independent variable directly causes a change in the dependent variable (x causes y)
46
what is the causal relationship common cause?
an external (third) variable causes 2 variables to change (z causes x and y)
47
what is the causal relationship reverse cause and effect?
the independent and dependent variables are reversed in the process of establishing causality (y causes x)
48
what is the causal relationship accidental relationship?
a correlation exists without any casual relationship between variables
49
what is the causal relationship presumed relationship?
a relationship that makes sense, but no cause and effect or common cause is apparent