The Methods Section of a Research Article
Cohen's effect size
Small effect = 0.2 Medium Effect = 0.5 Large Effect = 0.8
Category of reliability: Stability
Test-retest method - performing a complete repetition of the exact measurement and correlating results of the two measurements
Population
any group of individuals in which a researcher is ultimately interested
Reliability of Measurement
consistency or precision or accuracy of measurement
Two types of criterion validity
convergent divergent
Materials Section
describes what tools have been used to measure or generate the variables under study and identifies methodological threats to internal validity
For most ____ and ______ studies, it is not possible to investigate the entire population.
descriptive ; experimental
Informed Consent
participant voluntarily consents to participate in the research study after being made aware of the nature and purpose of the study
The American Psychological Association recommended subjects be replaced with _______ to imply that these individuals have consented to the study.
participants
Rosenthal Effect
problem of biased human observations
Confidentiality
the ability of other people to tie specific information or data to a given individual ; protecting the identity of a participant
Validity of a measurement
the degree to which it measures what it purports to measure
Construct Validity
the degree to which the measure reflects some theoretical construct or explanation of the behavior or characteristic being measured
Procedure
the researcher describes what is done to the subjects with the material ; "blueprint" describing the steps taken to develop, administer, and evaluate the research study
Research Protocol
the sequence of tasks performed by the subjects, manipulations of the independent variable, and the subsequent measurement of changes in the dependent variable
Data Analysis
typically, the last portion of the method section that describes how the data will be organized, summarized, and assessed
Observer Bias
when measuring or rating samples of behavior, judgement might be confounded
Divergent Validity
whether a test is independent of factors that are beyond the scope of the measured construct
Convergent Validity
whether a test yields a similar result to other assessments measuring the same construct
Ordinal Level of Measurement
Considers the identity and the magnitude of the attributes of objects or events by allowing us to rank these magnitudes from least to most E.G. class rank, customer satisfaction ranks
Category of reliability: Equivalence
Alternate or Parallel Forms - used to avoid the potential carryover effects associated with the test-retest method
Five factors associated with human observation that may influence the behavior of the research subjects:
Biosocial attributes of experimenters (age, sex, race, bodily activity) Psychosocial attributes of experimenters (personality characteristics) Situational variables (experimenter's experience, familiarity of subjects) Modeling effects (subjects behave as the experimenter does) Self-fulfilling prophecies (the experimenter's expectations and consequent treatment of subjects may influence the subjects' behavior)
Sources of measurement error
Characteristics of the examinee Behavior of the examiner-scorer Aspects of the test content Time factors Situation factors
______ are particularly important because statistical tests are so heavily influenced by sample sizes
Effect sizes
Content validity
How well does the content of the test items sample the behavior or characteristic to be measured? Subjective procedure for logically or rationally evaluating the measurements to see how well they reflect what the researcher wishes to measure
Ratio Level of Measurement
Include identity, magnitude, and equality of intervals and allow for specification of ratios between numbers
Interval Level of Measurement
Includes identity and magnitude and allows us to specify the equality of the intervals between adjacent examples of the attribute measured E.G. Temperature measurement with Celsius or Fahrenheit scales
Researchers can check an experimenter's reliability in 2 ways
Interexperimenter Reliability - the consistency among two or more experimenters in making measurement Intraexperimenter Reliability - the consistency of one experimenter in remaking a particular measurement
Why is the methods section important?
It's the structural framework or "blueprint" of a research article
Face validity
Not to what the test actually measures, but to what it appears superficially to measure E.G. does a test of reading comprehension "look" like a test of reading comprehension
Things that can affect research procedures
Poor test environment Unclear Instructions Observer Bias Data Analysis
Three basic principles for protecting human subjects and participants in research studies
Respect for persons:The ethical recognition of individuals as "autonomous agents" whose decisions are to be honored; Beneficence:The ethical obligation to protect individuals from harm and to "maximize possible benefits and minimize possible harms"; and Justice:The ethical requirement that the selection of individuals, as well as the distribution of "benefits" and "burdens," be fair and unbiased.
Nominal Level of Measurement
Simplest level of measurement where attributes of objects or events are classified into mutually exclusive categories E.G. Gender, handedness, favorite color, religion
Category of reliability: Internal Consistency
Split-Half - variation on alternate form reliability in which the two halves of measure may be seen as constituting two alternate forms. Requires that the items that constitute a given measure be split in half' each half is then correlated with the other measurement of the reliability coefficient Cronbach's Alpha & Kuder-Richardson 20 - provide reliability coefficients that estimate the average of all possible split-half correlations among the items of measure
3 categories of reliability
Stability Equivalence Internal Consistency
The researcher/clinician uses instrumentation to:
Standardize data-acquisition procedures Help acquire data under known conditions To provide permanent record of the data
Measurement Accuracy
Stems from the mathematical true score model True score is what the score would be under the ideal or perfect condition of measurements. However "ideal conditions" are unobtainable, thus there will always be some degree of error in measurement
Three main components of the methods section
Subjects (Participants) Materials Procedure
3 classes of reasons for poor measurement reliability
The person who is being measured may actually change from day to day The task may be different in two forms of the same measure of in different parts of one measure The measure may provide a limited sample of behavior that may not yield dependable characterizations of the behavior over the long run
Two basic evaluation questions need to be answered about materials
Was there adequate selection and measurement of the independent (classification, predictor) variable? Was there adequate selection and measurement of the dependent (criterion, predicted) variable?
The methods section of a research article describes . . .
Who or what was studied The materials that were employed How those materials were used to obtain data (Procedure) The research strategy/design used (how threats to validity are handled)
Privacy
an individual's ability to control when and under what conditions others will have access to personal information
Subject
a person upon whom an experiment is made
Sample
a subset of the population of interest Experimenters typically hope to generalize their results to the whole group, inferring that the data collected from the sample are similar to what they would have obtained from the entire population. If one wishes to generalize data to the majority of the population, then a large number of subjects will have to be used in the sample.
Belmont Report (1978)
document that serves as the foundation for the conduct of research in the United States
Institutional Review Board (IRB)
group established by college, universities, hospitals, and other institutions that conduct research to ensure that respect, beneficence, and justice are maintained for all human subjects
Measurement precision
measurement remains reasonably stable if the measurement procedure is repeated with the same subject
In communication disorders, at least a _____ effect size is typically required in order to detect clinically significant group differences or treatment gains
medium
Non-interactional effects
occurs when the observer does not actually affect the subject's performance but does affect the recording of the subjects behaviors
Interactional effects
occurs when the observer's interaction with the subject actually changes the subject's behavior during the experiment
When a choice of levels is available, the preferred order is . . .
ratio, interval, ordinal, and nominal
Systematic error of measurement
recur consistently with every repeated measurement
Criterion Validity
relates tests and measurements with each other