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What is primary data?
research done by the researcher about the problem at hand
what is secondary data?
data that has already been collected for other purposes
advantages of secondary data?
saves the researcher time and money
what are the major drawbacks of secondary data?
could be outdated, could be inaccurate
what is reliability?
it means consistent
what is validity?
it means accuracy
what is data relevancy?
How well the data fits your research purpose
can relevancy be increased? How?
yes—by refining research questions, combining data sources, or reanalyzing existing data.
what research objectives is secondary data typically useful for?
Exploratory research, trend studies, market research
What is syndicated data and why is it valuable?
Data collected and sold by research firms to many clients
why is syndicated data valuable?
Cost-effective, reliable, updated regularly, and useful for comparing markets or brands
What are some advantages survey research?
easy to administer, reliable, simple
What are some disadvantages of survey research?
limited control, prone to error/bias
What is systematic error ?
occurs when the design or execution of a survey is poor.. for example, admin error
What is meant by self-selection bias?
people who feel strongly about the topic are more likely to respond
What are the types of response bias?
deliberate falsification and unconscious representation
What types of errors are considered administrative errors?
mistakes made during the data collection or processing stages of research
data processing error
mistakes in coding, entering, or analyzing data
interviewer error
when an interviewer influences responses
interviewer cheating
when an interviewer falsifies responses
sample selection error
choosing the wrong participants or mishandling the sampling process
What are some things to consider when selecting the most appropriate survey method?
Target population, type of information needed, budget, time available, desired response rate, participation (e.g., phone or in-person), questionnaire length and complexity, geographic reach (Whether respondents are local, national, or global).
what is an experiment and why is it useful?
A research method in which the researcher manipulates one or more variables to observe their effect on another variable. Useful to learn about the topic at hand in a testing setting
what is a construct?
unobservable abstract ideas that are measured indirectly
what is a variable?
observable or measurable elements associated with constructs (easily be measured)
what is an independent variable?
a variable that is manipulated or categorized and whose effects are measured and compared
what is a dependent variable?
variable that is measured
what is an extraneous variable?
something that may impact the experiment but is not supposed to
what are test units?
the subjects whose responses to the experimental treatment are measured
what is a null hypothesis?
prediction of status quo, one of no difference or no effect
what is an alternative hypothesis?
a prediction in which difference is expected
what are the three forms of causality?
absolute, conditional, and contributory
What conditions are necessary for causal inferences to be made?
temporal sequence, concomitant, non-spurious association
what is a control group?
the group that does not receive the treatment
what is the experimental group?
the group that receives the treatment
purpose of control/experimental groups?
The purpose of having experimental and control groups is to determine whether a change in the independent variable actually causes a change in the dependent variable
for example: does the temp in class affect test scores?
What does random assignment mean?
Subjects assigned to experimental conditions on a random basis
--> Minimizes confounding variables
what is a field experiment?
realism, less control
what is a lab experiment?
control, less realism
what are descriptive statistics?
stats that are used to present, organize, and summarize data
what are inferential stats?
stats that test and draw conclusions about a population based on data (drawn from sample)
What is a frequency distribution and what type of information does it provide?
ONE variable at a time.
-summarizes # of times something occurs.
-indicates the shape of the distribution of the variable/extent of missing responses.
what are three measures of location?
mean, median, and mode
What are the three measures of dispersion (i.e., variability) discussed in this chapter?
range, standard deviation, standard error
What do measures of dispersion help us to understand?
help us understand the spread or variability of data in a dataset.
what is a symmetric (normal) distribution?
mean, median, mode are the same
what is a skewed distribution?
mean, median, mode are different
What are some reasons data may be skewed or non-normal?
outliers, natural limits, population characteristics, measurement issues, and sampling bias
Outliers
Extremely high or low values pull the distribution in one direction.
Natural limits
Data bounded at one end (e.g., percentages between 0 and 100).
Population characteristics
Some traits naturally produce skewed distributions (e.g., income, age at retirement).
Measurement issues
Errors or bias in how data is collected
Sampling bias
The sample doesn't represent the full population
why does sample size matter?
results obtained from bigger group is more likely to reflect the actual population