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TermAlpha
Definition"level of risk or significance"; the probability of rejecting the null hypothesis when it is true; the probability of making a Type 1 error
TermBar Chart
Definitiona graph in which the classes are reported on the horizontal axis and the class frequencies on the vertical axis. The class frequencies are proportional to the heights of the bars
TermCentral Limit Theorem
Definitionif all samples of a particular size are selected from any population, the sampling distribution of the sample mean is approximately a normal distribution. This approximation improves with larger samples.
TermCluster Sample
Definitiona population is divided into clusters using naturally occurring geographic or other boundaries. Then, clusters are randomly selected and a sample is collected by randomly selecting from each other.
TermAlternate Hypothesis
Definitiona statement that is accepted if the sample data provide sufficient evidence that the null hypothesis is false
TermBeta
Definitionthe probability of committing a Type II error
TermChebyshev's Theorem
DefinitionFor any set of observations (sample or population), the proportion of the values that lie within k standard deviations of the mean is at least 1- 1/k^2, where k is any constant greater than 1.
TermCoefficient of Correlation
Definitiona measure of the strength of the linear relationship between two variables.
TermCoefficient of Determination
Definitionthe proportion of the total variation in the dependent variable Y that is explained, or accounted for, by the variation in the independent variable X.
TermCollectively Exhaustive
Definitionat least one of the events must occur when an experiment is conducted.
TermConditional Probability
Definitionthe probability of a particular event occurring, given that another event has occurred.
TermConfidence Interval
Definitiona range of values constructed from sample data so that the population parameter is likely to occur within that range at a specified probability. The specified probability is called the level of confidence.
TermContingency Table
Definitiona table used to classify sample observations according to two or more identifiable characteristics.
TermCorrelation Analysis
Definitiona group of techniques to measure the association between two variables.
TermCritical Value
Definitionthe dividing point between the region where the null hypothesis is rejected and the region where it is not rejected.
TermDependent Variable
Definitionthe variable that is being predicted or estimated. It is scaled on the Y-axis.
TermDescriptive Statistics
Definitionmethods of organizing, summarizing, and presenting data in an informative way.
TermDiscrete Random Variable
Definitiona random variable that can assume only certain clearly separated values.
TermEmpirical Probability
Definitionthe probability of an event happening is the fraction of the time similar events happened in the past.
TermEmpirical Rule
Definitionfor a symmetrical, bell-shaped frequency distribution, approximately 68% of the observations will lie within plus and minus one standard deviation of the mean; about 95% of the observations will lie within plus and minus two standard deviations of the mean; and practically all (99.7%) will lie within plus and minus three standard deviations of the mean.
TermEvent
Definitiona collection of one or more outcomes of an experiment.
TermExperiment
Definitiona process that leads to the occurrence of one and only one of several possible observations.
TermFrequency Distribution
Definitiona grouping of data into mutually exclusive classes showing the number of observations in each class.
TermFrequency Table
Definitiona grouping of qualitative data into mutually exclusive classes showing the number of observations in each class.
TermHistogram
Definitiona graph in which the classes are marked on the horizontal axis and the class frequencies on the vertical axis. The class frequencies are represented by the heights of the bars and the bars are drawn adjacent to each other.
TermHypothesis
Definitiona statement about a population parameter subject to verification.
TermHypothesis Testing
Definitiona procedure based on sample evidence and probability theory to determine whether the hypothesis is a reasonable statement.
TermIndependence
Definitionthe occurrence of one event has no effect on the probability of the occurrence of another event.
TermIndependent Variable
Definitionthe variable that provides the basis for estimation. It is the predictor variable. It is scaled on the X-axis.
TermInferential Statistics
Definitionthe methods used to estimate a property of a population on the basis of a sample.
TermJoint Probability
Definitiona probability that measures the likelihood two or more events will happen concurrently.
TermLaw of Large Numbers
Definitionover a large number of trials the empirical probability of an event will approach its true probability.
TermLeast Squares Principle
Definitiondetermining a regression equation by minimizing the sum of the squares of the vertical distances between the actual Y values and the predicted values of Y
TermLevel of Significance
Definitionthe probability of rejecting the null hypothesis when it is true
TermMedian
Definitionthe midpoint of the values after they have been ordered from the smallest to the largest, or the largest to the smallest
TermMean Deviation
Definitionthe arithmetic mean of the absolute values of the deviations from the arithmetic mean
TermMode
Definitionthe value of the observation that appears most frequently
TermMultiplication Formula
Definitionif there are m ways of doing one thing and n ways of doing another thing, there are m x n ways of doing both.
TermMutually Exclusive
Definitionthe occurrence of one event means that none of the other events can occur at the same time
TermNull Hypothesis
Definitiona statement about the value of a population parameter developed for the purpose of testing numerical evidence
TermOutcome
Definitiona particular result of an experiment
TermParameter
Definitiona characteristic of a population
TermPermutation
Definitionany arrangement of r objects selected from a single group of n possible objects
TermPie Chart
Definitiona chart that shows the proportion or percent that each class represents of the total number of frequencies
TermPoint Estimate
Definitionthe statistic, computed from sample information, which is used to estimate the population parameter
TermPopulation
Definitionthe entire set of individuals or objects of interest or the measurements obtained from all individuals or objects of interest
TermProbability
Definitiona value between zero and one, inclusive, describing the relative possibility (chance or likelihood) an event will occur
TermProbability Distribution
Definitiona listing of all the outcomes of an experiment and the probability associated with each outcome
TermProportion
Definitionthe fraction, ratio, or percent indicating the part of the sample or the population having a particular trait of interest
Termp-Value
Definitionthe probability of observing a sample value as extreme as, or more extreme than, the value observed, given that the null hypothesis is true
TermRandom Variable
Definitiona quantity resulting from an experiment that, by chance, can assume different values
TermRandom Variation
Definitionthe sum of the squared differences between each observation and its treatment mean
TermRange
DefinitionLargest value - smallest value
TermRegression Equation
Definitionan equation that expresses the linear relationship between two variables
TermSample
Definitiona portion, or part, of the population of interest
TermSampling Error
Definitionthe difference between a sample statistic and its corresponding population oarameter
TermSampling Distribution of Sample Mean
Definitiona probability distribution of all possible sample means of a given sample size
TermSimple Random Sample
Definitiona sample selected so that each item or person in the population has the same chance of being included
TermStandard Deviation
Definitionthe square root of the variance
TermStandard Error of Estimate
Definitiona measure of the dispersion, or scatter, of the observed values around the line of regression
TermStatistic
Definitiona characteristic of a sample
TermStatistics
Definitionthe science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making more effective decisions
TermStratified Random Sample
Definitiona population is divided into subgroups, called strata, and a sample is randomly selected from each stratum
TermSubjective Concept of Probability
Definitionthe likelihood (probability) of a particular event happening that is assigned by an individual based on whatever information is available
TermSystematic Random Sample
Definitiona random starting point is selected, and then every kth member of the population is selected
TermTest Statistic
Definitiona value, determined from sample information, used to determine whether to reject the null hypothesis
TermTotal Variation
Definitionthe sum of the squared differences between each observation and the overall mean
TermTreatment Variation
Definitionthe sum of the squared differences between each treatment mean and the grand or overall mean
TermType I Error
Definitionrejecting the null hypothesis when it is true
TermType II Error
Definitionaccepting the null hypothesis when it is false
TermVariance
Definitionthe arithmetic mean of the squared deviations from the mean
TermZ Value
Definitionthe signed distance between a selected value, designated X, and the mean, divided by the standard deviation