More on Reliability & Validity
Measurement
Publication
Threats to Validity
Potpourri
100

Of the different ways to empirically test construct validity (criterion, discriminant, covergent):  Your friend Dominic is complaining about having to take the Graduate Record Exam (GRE) for grad school.  He says, "Tests like the GRE don't really measure how well people actually do in grad school."  Dominic is questioning the test's...

What is criterion validity?

100

Naomi is studying the effect of meal type on satisfaction in a nursing home.  She asks the residents to rank each of 5 meals from 1 (their least favorite) to 5 (their favorite).  Her scale of measurement in this study?

What is ordinal scale of measurement?

100

The section of a research article which will give you information regarding the Independent and Dependent variables in a study.

What is the Methods section?

100

Type of threat when participants perform better on the posttest than the pretest because they have had practice

What is a testing threat?

100

A study in which a practitioner or researcher observes behavior for an extended period before beginning a treatment or intervention and then compares levels of the behavior in the two conditions

What is a stable-baseline design?

200

Before using a measure in her study, Dr. Rodriquez analyzes the data she gets from her students.  She looks at the relationship between each of the individual questions.  She sees that participants who agree with Question 1 also agree with Question 3 and disagree with Question 2.  This is a test of ______ reliability.

What is internal reliability?

200

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

What is a longitudinal study?

200

The section of a research article which will give you information about whether there were main effects or whether your ANOVA test was signfiicant.

What is the Results section?

200

Type of threat when only a certain kind of participant drops out of the study, thus skewing the data

What is an attrition threat?

200
Number of independent variables in a 2x2x3 factorial design

What is three (3)?

300

Cronbach's alpha is a statistic used to test this type of reliability.

What is internal reliability?

300

APA style abbreviation for probability

What is the p value?

300

The term used for publication of original research for the first time.

What is an empirical research article?

300

When a measuring instrument, or an observational measurement, changes over time, this type of threat is evident

What is an instrumentation threat?

300

Type of factorial design where one independent variable is manipulated as independent groups and the other is manipulated within groups

What is a mixed factorial design?

400

From Chapter 14, when researchers work in this mode, they are usually designing studies to investigate support for a theory.  The Kenya field study on textbooks was an example of this mode of research.

What is theory-testing mode?

400

Of .55, -.56, .75, or -.76, the strongest correlation

What is -.76?

400

Dr. Brooks and her students completed a study on Guitar Hero performance and napping.  Because the results did not show statistical significance, they didn't publish the study and the data were put away, so the public does not have access to this nonsignificant finding.  This is known as the _______ problem of nonpublication.

What is the file drawer problem?

400

When researchers' expectations influence their interpretation of results

What is observer bias?

400

The type of study design you would use when you have one or only a few participants and participants are treated separately

What is a small-n design?

500

"Can we generalize from our results with 9th and 10th graders in this sample to other students?" represents an interrogation of this type of validity.

What is external validity?

500

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

What is a cross-lag correlation?

500

In a publication, when you read the phrases "controlled for these factors" or "after taking into account these other variables", you know the study was this type of design/statistical analysis.

What is multiple regression?

500

Randomly assigning participants is a way to control for this type of effect

What is a selection effect?

500

Marginal means are calculated to look for these type of effects in a factorial study

What are main effects?