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what is conceptualization
the process of precisely identifying ideas and turning them into variables
what are the levels of conceptualization
concept in hypothesis
dimension
variable
indicator
does the process of conceptualization moves to general to specific?
yes
what is operationalization?
the process of linking the conceptualized variables to a set of procedures to measure them
what is a concept
an idea that can be named, defined, and eventually measured in some way. not every concept has just one accepted definition
what is a variable?
dimensions that capture different dimensions, categories, or levels of a concept.
variables must vary, so they must convert concepts into data points that can be compared
this is the start of turning abstract concepts into concrete measures
what is an unit of analysis
the entity being studied
what is a dimension?
the different manifestations of the idea
what is a categorical variable?
a finite set of possible values with no known distance in between values. this form of variable includes nominal and ordinal variables
what is a continuous variable
an infinite set of possible values with a fixed distance in between them. This form of variable includes interval and ratio variables
what is a nominal variable?
catalog statuses that are are parallel and can NOT be rank (cases that are categorized but not ranked)
examples: race, school sector
what is an ordinal variable ?
categories that are ranked but the distance is unknown (these categories represent more or less but we do not know much more or less)
ex: clothing sizes, scales of agree of disagree, likert scales
what are the two conditions for nominal variables
all categories should be different
and should cover all possibilities
what is an interval variable?
a continuous amount of variables with meaningful distances but NO true zero
(can be compared directly but cannot be used in math equations)
examples: SAT scores, temperature
what are ratio variables?
these are interval variables that DO have a true zero
example: school size, income of U.S. dollar
what is an indicator
values assigned to a variable that provides the blueprint for measurement
example: length between birth to puberty
what are the mismatches of unit of analysis
ecological fallacy and reductionism
what is an ecological fallacy
a mistake researchers make by drawing conclusions of about micro levels based on macro levels
what is reductionism
a mistake researchers make when drawing conclusions macro level unit based on micro level data
what does aggregated mean
when individual level-data is often added together
how do quantitative researchers view operatationalization?
its the end result of the conceptualization process
how do qualitative researchers view operationalization?
they start with a more open conceptualization process and use operationalization to refine the process
what is reliability?
a quality measure of how dependable it is
what is validity
a quality of measure of how concerning accurate it is
what causes unreliability?
memory, confusing survey questions
what is a composite variable?
variables that average a set of items to measure the concept
Cronbach’s alpha
a straightforward calculation that measures a specific kind of reliability for composite
the conventional standard in social standard is 0.7
what is intercoder reliability ?
reveals how different coders or observers agree with one another when looking at the same data
what is internal validity
the degree to which the study establishes a casual effect of the independent variable on the dependent variable, for measuring it is depicting the degree to which the measures truly and accurately captures the concepts
what is face validity
a dimension concerning measure looks valid
what is criterion-related validity
it concerns with how closely a measure is associated with some other factor
what are the two types of criterion-related validity
concurrent validity: is how closely the measure is related to a preexisting measure
predictive validity: is how closely correlated a measure is with something it should be correlated with
what is content validity?
concerns how well a measure encompasses the many different meanings of a single concept
what is a external validity?
concerns the degree to which the results of a study can generalize beyond the study — “how real is the study”
what are threats to validity?
history
maturation
testing
what is a census
a study that does data on every member of the population rather than only a sample
what is a population perimeter?
a number that characterizes some quantitative aspect of the population
what is a nonprobability sample?
a sample that is not drawn using a method of random selection
what is margin of error
the amount of uncertainty in an estimate, this is equal to the distance between the estimate and the boundary of the confidence interval
what is a sampling distribution
a set of estimates that would be observed from a large number of independent samples that are all the same size and drawn from the same method
what are confidence levels
the probability that an estimate includes the population parameter
what is sampling frame
a list of population members from which a population sample is drawn
what is systematic sampling
a probability sampling strategy in which sample members are selected by using a fixed interval
what is stratified sampling
members of a population are put into groups and THEN are strategically picked
what is purposive sampling
sampling strategy in which cases are selected on the basis of features that distinguish them from other cases
what is sequential sampling
enables researchers to make decisions about what additional data to collect based on their findings from data they’ve already collected