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46 Terms
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census
Study that attempts to collect data from every individual in the population. (p. 221)
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sample
Subset of individuals in the population from which we collect data. (p. 221)
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population
In a statistical study, the entire group of individuals we want information about. (p. 221)
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sample survey
Study that uses an organized plan to choose a sample that represents some specific population. We base conclusions about the population on data from the sample. (p. 222)
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convenience sampling
Sample selected by taking from the population individuals that are easy to reach. (p. 223)
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voluntary response sampling
A sample that consists of people who choose to be in the sample by responding to a general invitation. Voluntary response samples are sometimes called self-selected samples. (p. 224)
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bias
The design of a statistical study shows bias if it is very likely to underestimate or very likely to overestimate the value you want to know. (p. 224)
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random sampling
Using a chance process to determine which members of a population are chosen for the sample. (p. 225)
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simple random sample
Sample chosen in such a way that every group of n individuals in the population has an equal chance to be selected as the sample. (p. 226)
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stratified random sampling
Sample obtained by classifying the population into groups of similar individuals, called strata, then choosing a separate SRS in each stratum and combining these SRSs to form the sample. (p. 229)
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cluster sampling
Sample obtained by classifying the population into groups of individuals that are located near each other, called clusters, and then choosing an SRS of the clusters. (p. 230)
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undercoverage
Occurs when some members of the population are less likely to be chosen or cannot be chosen in a sample. (p. 233)
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nonresponse
Occurs when an individual chosen for the sample can't be contacted or refuses to participate. (p. 233)
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wording of questions
An important influence on the answers given in a survey. Confusing or leading questions can introduce strong bias, and changes in wording can greatly change a survey's outcome. (p. 234)
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response bias
Occurs when there is a consistent pattern of inaccurate responses to a survey question. (p. 234)
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observational study
Study that observes individuals and measures variables of interest but does not attempt to influence the responses. (p. 242)
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confounding
When two variables are associated in such a way that their effects on a response variable cannot be distinguished from each other. (p. 243)
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experiments
A study in which researchers deliberately impose treatments on individuals to measure their responses. (p. 241)
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placebo
A treatment that has no active ingredient but is otherwise like other treatments. (p. 244)
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treatment
Specific condition applied to the individuals in an experiment. If an experiment has several explanatory variables, a treatment is a combination of specific values of these variables. (p. 245)
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experimental unit
The object to which a treatment is randomly assigned. When the experimental units are human beings, they are often called subjects. (p. 245)
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subjects
Experimental units that are human beings. (p. 245)
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factor
Explanatory variable in an experiment. (p. 246)
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level
Specific value of an explanatory variable (factor) in an experiment. (p. 246)
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comparison
Experimental design principle. Use a design that compares two or more treatments. (p. 247)
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control group
Experimental group whose primary purpose is to provide a baseline for comparing the effects of the other treatments. (p. 248)
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placebo effect
Describes the fact that some subjects respond favorably to any treatment, even an inactive one (placebo). (p. 249)
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double-blind
An experiment in which neither the subjects nor those who interact with them and measure the response variable know which treatment a subject received. (p. 249)
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single-blind
An experiment in which either the subjects or those who interact with them and measure the response variable, but not both, know which treatment a subject received. (p. 249)
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random assignment
Experimental design principle. Use chance to assign experimental units to treatments. (p. 251)
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control
Experimental design principle that mandates keeping other variables that might affect the response the same for all experimental units. (p. 252)
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replication
Experimental design principle. (p. 253)
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completely randomized design
Design in which the experimental units are assigned to the treatments completely by chance. (p. 255)
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block
Group of experimental units that are known before the experiment to be similar in some way that is expected to affect the response to the treatments. (p. 257)
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randomized block design
Experimental design begun by forming blocks consisting of individuals that are similar in some way that is important to the response. (p. 257)
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matched pairs design
Common form of blocking for comparing just two treatments. (p. 260)
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sampling variability
The fact that different random samples of the same size from the same population produce different estimates. (p. 270)
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inference
Drawing conclusions that go beyond the data at hand. (p. 270)
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margin of error
The difference between the point estimate and the true parameter value will be less than the margin of error in C% of all samples, where C is the confidence level. (p. 271)
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statistically significant
When the observed results of a study are too unusual to be explained by chance alone, the results are called statistically significant. (p. 272)
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anonymity
The names of individuals participating in a study are not known even to the director of the study. (p. 279)
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confidential
A basic principle of data ethics that requires that an individual's data be kept private. (p. 279)
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informed consent
Basic principle of data ethics that states that individuals must be informed in advance about the nature of a study and any risk of harm it may bring. (p. 279)
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institutional review board
Board charged with protecting the safety and well-being of the participants in advance of a planned study and with monitoring the study itself. (p. 279)
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inference about cause and effect
Conclusion from the results of an experiment that the treatments caused the difference in responses. (p. 280)
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inference about a population
Conclusion about the larger population based on sample data. Requires that the individuals taking part in a study be randomly selected from the population of interest. (p. 280)