Research Revision Topics

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    Before-and-after design

    Have a pretest and posttest but nocomparison group,subjects exposed to

    treatment serve at an earlier time as their owncontrols

    Absence of a comparison/control group

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    Validity in experiments

    Internal validity-causalGeneralizability-able to apply the findings to some

    clearly defined larger population

    Cross-population generalizability-generalize acrosssubgroups and to oher populations and settings

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    Unrepresentative sample

    Some characteristics are

    overrepresented orunderrepresented

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    Types of experimental designs

    Experimental design

    Quasi-experimental designNonexperimental design

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    Two types of before-and afterdesigns

    1.Time series designs-consisting of manypretests and posttest observations of same

    group(30 or more) 2. repeated measure paneldesign-several pretests and post test of samegroup

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    Two major types of quasi-experimental designs

    1. Nonequivalent control group

    design 2. Before-and-after design

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    Two major types of quasi-experimental designs

    1. Nonequivalent control group designs-norandom assignment to groups 2. before and

    after design- has pretest and posttest nocomparison group

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    Two functions of Probes

    1. They motivate the respondent to elaborateor clarify an answer or to explain reasons 2.

    they help focus the conversation on thespecific topic of the interview

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    True Experiments must haveat least 3 things

    1. An experimental and control group 2.variation in the independent variable before

    assessment of change in the dependentvariable(treatment) 3. random assignment totwo groups

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    Time Series Design

    Research designs in which pretests and posttests areare available on a number of occassions before and

    after the introduction of independent variable at least 3

    sets of measures before and afterO1 O2 O3 X O4 O5 O6

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    The Principles of Interviewing

    1. Respondents need to feel that their interaction withthe interviewer will be pleasant and satisfying 2. the

    respondents need to see the study as being worthwhile

    3. barriers to he interview in the respondents mindneed to be overcome-misperceptions and suspicion ofrespondent adddressed

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    The Personal Interview

    Regarded as a face-to-face interpersonal rolesituation in which an interviewer asks

    respondents questions to obtains answersrelated to research hypothesis

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    The Classic ExperimentalDesign

    Experimental group, control group

    randomization pretest posttest

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    Telephone survey

    Or telephone interview

    A semipersonal method of collectinginformation,convenient and cost saving

    method

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    Telephone survey

    Random digit dialing-draw a random sample of telephonenumbers, requires the identification of all working telephoneexchanges in the target area.a potential telephone number is

    created by randomly selecting an exchange and thenappending a random number between 0001 and

    9999.Additional numbers are created by repeating these twosteps.Nonresidential and nonworking numbers are excluded

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    Target population

    A set of elements larger than ordifferent from the population sampled

    and to which the researcher would liketo generalize study findings.

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    Systematic sampling

    Select every kth element in a population,where k isdetermined by dividing the population sixe by the

    desired sample size. Select a random number between

    0 and k and picking that element in thepopulation,systematically pick every kth element

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    Survey Sampling

    Sampling designed to produce

    information about particular

    characteristics of a finite population.

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    Survey research methods

    Provide ways to describe the variablesin populations and to test the

    relationships among variables inpopulations.

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    Survey research is popularbecause of 3 features

    1. versatility-cover a range of topics,computertechnology has made surveys more versatile 2.

    efficiency-many variables can be measured without

    greatly increasing the time or cost 3.generalizability-lend themselves to probability sampling from largepopulations.

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    Survey Research Center U ofMich pointers

    1. Tell respondent who you are and whom yourepresent 2. Tell what you are doing to stimulate

    interest 3. tell how he or she was chosen 4. adapt

    approach to situation5. try to create relatioship ofconfidence and understanding-rapport 5. initialinstructions should be brief

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    Survey Research

    Involves the collection of information

    from a sample of individuals through

    their response to questions.

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    Stratified samples

    Done by dividing the population intogroups(strata) that are homogeneous

    on one or more traits,then samplingfrom each of these groups

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    Stratified Proportionatesample

    The number of elements selected from each stratum isproportional to that stratums representation in the

    population

    The same number of sampling units from each stratumor a uniform sampling fraction (n/N)

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    Stratified Disproportionatesample

    Chosen to yield numbers in a stratum to allow intensiveanalysis of that particular stratum

    Variable sampling fractions,total number in each

    stratum is different,population parameters have to beweighted by the number of each stratum

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    Standard error

    Allows the researcher to determine the probability thata given sample estimate is close to the actual

    population value.

    S.E.=standard error,the distribution of all samplesabout the mean of the samples is S.E.Calculate

    standard deviation and estimate the S. E.

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    Simple random sampling

    Numbering all population elements,thenselecting enough random numbers to

    complete a sample of the desired size.It issimple but inconvenient with largepopulations

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    Sampling Theory

    Major objective is to provide accurateestimates of unknown parameters in

    population from sample statisticsPopulation=parameter sample=statistic

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    Sampling Error -contd

    The larger the sampling error,the

    less representative the sample.

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    Sampling Error

    Any difference between the

    characteristics of a sample andthe characteristics of a population

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    Sampling distribution

    When an infinite number of independentlyselected sample values such as the meansare placed in a distribution,the distribution is

    called the sampling distributionIts standard deviation is the standard error

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    Sample generalizability

    Refers to the ability to generalize from

    a sample ,or subset of a larger

    population to that population itself.

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    Sample

    A subset of a population that is used to

    study the population as a whole.

    Subset=sample

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    Research designs are

    Cross-sectional design a study in which dataare collected at only one point in time or

    longitudinal design-research in which data arecollected at two or more points in time,datacan be ordered in time

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    Research Design

    Is a blueprint for research

    A plan for collecting,analyzing and interpreting datathat allows the investigator to make causal inferences

    Process for deciding what aspects well observe,ofwhom,for what purpose

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    Representative sample

    A sample that looks like thepopulation from which it was selected

    in all respects that are potentiallyrelevant to the study.

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    Random selection procedures

    Ensure that every sampling unit of thepopulation has an equal and known

    probability of being included in the sample,theprobability is n/N n=sample, N=population

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    Random Selection

    Each element has an equal chance of

    selection independent of any other

    event in the selection process

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    Quasi-experimental design

    Comparison group comparable toexperimental group in critical ways

    Subjects are not randomly assigned tothe groups

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    Quasi-experimental design

    Subjects are not randomly

    assigned to to the experimentaland control or comparison group

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    Quasi experiments differ fromexperiments in their lack of

    Randomization is a defining characteristic ofexperiments

    In time series designs the moremeasurements of the dependent variable youet, the stronger your design

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    Purposive or judgmentalsample

    Select a sample that, in their

    subjective judgment,isrepresentative of the population

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    Procedures of Control

    1. Randomization or random assignment-removes bias fromthe assignment process by relying on chance-flipping coin or

    random number table assures that case has an equalprobability of being assigned to either group 2. matching- or

    pairwise matching,for each case in experimental group,another one with identical characteristics is selected for the

    control group

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    Probing

    The technique used by the

    interviewer to stimulate discussionand obtain more information

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    Probability vs. NonprobabilitySampling

    Probability sample allows estimates topopulation from sample Nonprobability

    sample-list of sample population isunavailable-e;g, illegal residents, drug addicts

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    Probability Sample Designs

    1. random sample 2. systematicsamples 3. stratified samples-

    proportionate, disproportionate 4.cluster samples 5. multistage samples

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    pretests

    Measures the dependent variables prior tothe experimental intervention,they provide a

    direct measure of how much the experimentaland comparison groups changed overtime,tests effects of intervention

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    PPS-probability proportionateto size

    Type of multistage cluster sample inwhich clusters are selected,not with

    equal probabilities(EPSEM) but withprobabilities proportionate to their sizes

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    posttest

    Measurement of the outcome in

    both groups after the experimentalgroup has received the treatment

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    Post test Only Control GroupDesign

    Posttest

    R X 01

    R 02

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    Population-finite or infinite

    Finite population-contains a countablenumber of sampling units

    Infinite population-consists of an endlessnumber of sampling units,an unlimited

    number of coin tosses

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    Population

    The entire set of individuals or otherentities to which study findings are to

    be generalizedWhole=population

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    Omnibus survey

    A survey that covers a range of topics ofinterest to different social scientists,example

    General Social Survey GSS of the NationalOpinion Research Center at the University ofChicago

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    Nonschedule-structuredInterview

    Focused and structured but the respondentsare given much liberty in expressing their

    definition of a situation that is presented tothem.Permits the researcher to obtain detailsof personal reactions,specific emotions, etc

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    Nonscheduled Interview

    Least structured form,or nondirective.Noprespecified set ofquestions is used,nor are the questions asked in a specific

    order.No schedule is used. With little or no directon from theinteriewer, respondents are encouraged to relate their

    experiences,to reveal opinion and attitude as they see fit.Interviewer has freedom to probe and raise questions

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    Nonprobability SampleDesigns

    1. Convenience samples 2. purposiveor judgmental samples 3. snowball

    samples 4.quota samples

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    Nonexperimental designs

    1. Ex post facto(after the fact) controlgroup design-comparison group

    selected after treatment occurred 2.one shot case study(cross-sectional

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    Nonequivalent control group

    Experimental and control/comparison groupdesignated before treatment occurs,not

    created by random assignmentIndividual or aggregate matching used

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    Mundane realism

    Degree to which experiment is

    superficially similar to everyday

    situations

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    Internal validity in experimentsfive threats

    1. Selection bias-differential attrition 2. endogeneous change regression toward mean extreme scores on dep var become lessextreme on post test,testing, maturation-age,experience 3. history

    effects-effect of external events-disasters 4. contamination

    compensatory rivalry(John Henry effect)control group increase effortbecause denied advantage, demoralization-control group performworse because left out, Hawthorne effect-treatment group change on

    dependent variable because participation make feel special

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    Four types of errors in surveyresearch

    1. Poor measurement-respondent satisficing whendont put forth effort 2. nonresponse-perceived benefitsof participation have declined 3. inadequate coverage

    of the population-poor sampling frame 4. samplingerror-random sampling due to chance

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    Field Experiment

    Experimental study conducted in thefield, in real-world settings

    Control over conditions is a bigproblem

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    External Validation

    Process of testing the validity of a measure,index,scale by examining its relation to other presumed

    indicators of same variable

    E.g. index of prejudice correlates with other indicatorsof prejudice

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    Experimental Research

    Searching for cause and effectThe classical experimental design helps usunderstand the logic of all research designs

    Experiment is treated as a model againstwhich to evaluate other designs

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    Experimental realism

    Degree to which experiment

    absorbs and involves its

    participants

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    Experimental group

    Subjects who receive some

    treatment

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    Experimental design

    Allows researcher to draw causalinferences and observe whether or not

    the independent variable caused thedependent variable

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    EPSEM-equal probability ofselection method

    All members of the population have an equalchance of being selected in the sample

    Is representative of the population from whichit is selected

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    Elements

    The individual members of the

    sample

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    Demonstrate Causality3 operations

    1. covariation-two or more things varytogether(correlation) 2. nonspuriousness-a relation

    between two variables that cannot be explained by athird variable 3. time order- demonstrate that the

    assumed cause occurs first or changes prior to theassumed effect

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    Demand Characteristics

    Cues in an experiment that tells the participant whatbehavior is expected. In subtle ways the

    experimenters words, tone of voice,gestures mayinadvertently demand desired results.To minimize

    these the experimenter typically standardizesinstructions or write or tape record them.

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    Criteria for CausalExplanations

    1. Empirical association-variation in one variable isrelated to variation in another variable 2. appropriatetime order variation in dependent variable occurred

    after the variation in the independent variable3.nonspuriousness when a relation between two

    variables is not due to variation in a third variable

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    Convenience sample

    Researchers select a sample for studyon the basis of what is handy-e.g.

    teachers using their classes

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    Control group

    Subjects who do not receive thetreatment

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    Confidence level

    The estimated probability that apopulation parameter lies within a

    given confidence interval. 95 percentconfident or 99 percent conficent

    C fid i l (3)

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    Confidence interval (3)

    Between 1Z and +1Z expect to find 68 percent of allsample means,between -1.96Z and +1.96Z find 95 % of all

    sample means between -2.58Z and +2.58Z expect to find 99percent of all sample means

    Confidence interval of -1.96to +1.96 about samplemean(.05),+2.58 and -2.58 is 99 out of 100,or 99 per cent

    confidence interval (.01)

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    Confidence interval (2)

    If one knew the mean of all sample means(populationmean) and the standard deviation of these sample

    means 9standard error of the mean) one couldcompute Z scores and determine the range within

    which any percentage of the sample means can befound

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    Confidence Interval

    The range of values within whicha population parameter is

    estimated to lie +-1.96 or +- 2.58

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    Confidence Interval

    If the distribution of sample means is normalor approximate normality, we can use the

    properties of the normal curve to estimate thelocation of the population mean.

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    Confederate

    Person posing as a fellow participant in

    an experiment who is an accomplice of

    the experimenter

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    Comparison group

    group of subjects that is exposedto a different treatment from the

    experimental group

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    Weighting

    Assigning different weights to cases that wereselected into a sample with different

    probabilities of selection.,each case givenweight equal to the inverse of its probability of

    selection