General approach to reseach determined by the kind of question it hopes to answer
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Descriptive Research Strategy
1. Focusses on individual variables 2. Intended to answer questions about the specific state of individual variables for a specific group of individuals
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Linear Relationship
Data points produced by the changing values of two variables form a straight-line pattern
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Curvilinear Relationship
consistent, preictable relationship between two variables but with a curved line
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Positive Relationship
increases in one varabile tend to be accompanied by increases in the other
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Negative Relationship
increases in one varabile tend to be accompanied by decreases in the other
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Correlational Research Strategy
1. Only attempts to describe the relationship, not explain it 2. Each variable is measured with numerical scores
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Experimental Research Strategy
1. Answer cause-and-effect questions about the relationship between two variables 2. Conducted with rigourous control to ensure unambiguous demonstration
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Quasi-Experimental Research Strategy
1. Answer cause-and-effect questions about the relationship between two variables but can never produce unambiguous explanation 2. Uses some rigor and control but has a flaw
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Non-Experimental Research Strategy
1. Attempts to demonstrate relationship between variables but does not attempt to explain it 2. No rigor and control, no cause-and-effect explanation
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Difference between Correlational and Non-experimental research
Correlational: 1 group, 2 variables
Non-Experimental: 2 groups, 1 variable
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3 Aspects of a Research Study (decisions to be made)
1. Group vs individual 2. Same indiviuals vs different individuals 3. Number of variables included
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Research Strategy
General approach and goals of a research study. Determined by the question to be addressed and the answer you hope to obtain
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Research Design
General framework for conducting a study/ implimenting a research strategy
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Research Procedure
Exact, step by step description of a specific research study
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External validity
the extent to which we can generalize the results of a research study to people, settings, times, measures, and characteristics other than those used in the study
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Threat to external validity
characteristics that limit the ability to generalize the results
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3 types of generalization
1. from sample to general population 2. from one research study to another 3. from research study to real-world situation
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Internal validity
produces a single, unambiguous explanation for the relationship betweeen two variables
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Threat to internal validity
any factor that allows for an alternative explanation
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Threats to generalizing across participants or Subjects
1. Selection bias 2. College students 3. Volunteer bias 4. Participant characteristics
1. Cross-Species generalizations
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Threats to generalizing across features of a study
Threats to generalizing across features of the measures
1. Sensitization 2. Generality across response measures 3. Time of measurement
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Extraneous variable
any variable in a study other than the specific variables being studied
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Confounding variable
an extraneous variable that changes systematically along with the two variables being studied. Produces an alternative explanation for the observed relationship (threat to internal validity)
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Participant variable/Individual Differences
personal characteristics that differ from one individual to the next (height, weight, gender, age, IQ, personality)
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Time Related Variable
variables that change as time goes by
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Experimenter Bias
Experimenters expectations or personal beliefs influence the findings of a study
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Double-blind and Single-Blind studies
minimize the potential for experimenter bias
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Experimental Research Strategy Elements
1. **Manipulation:** Researcher manipulates one variable to create a set of two or more treatment conditions 2. **Measurement:** Second variable is measured to obtain a set of scores in each treatment condition 3. **Comparison:** Scores in one condition are compared to the scores in another. Consistent differences mean that the manipulation caused the changes 4. **Control:** All other variables are controlled to ensure they do not influence the variables being examined
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Independent variable
Variable manipulated by the researcher
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Treatment condition
Situation or environment characterized by one specific value of the manipulated variable. Experiment contains 2 or more
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Levels
Different values of the independent variable
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Dependent variable
Variable observed for changes to assess the effect of manipulating the independent variable
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Extraneous variables
All variables in the study other than the independent and dependent variables
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third-variable problem
relationship between two variables is coincidental not causational
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Directionality problem
the existence of a relationship does not always explain the direction of the relationship
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Manipulation
Identifying the specific values of the independent variable to be examined and creating treatment conditions to do so
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Confounding variables
third variable that is allowed to change systematically along with the two variables being studied
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Randomization
use of random process to help avoid a systematic relationship between two variables
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Random assignment
the use of random process to assign participants to treatment conditions
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Random process
all possible outcomes are equally likely
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Experimental condition
conditions in which the treatment is administered
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Control condition
the condition in which the treatment is not administered
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no-treatment condition
condition in which participants do not receive the treatment being evaluated
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placebo effect
positive response by a participant to an inert medication that has no effect on the body. they think the medication is effective
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placebo control condition
participants receive a placebo instead of actual treatment
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manipulation check
additional measure to assess how the participants perceived and interpreted the manipulation and/or assess the direct effect of the manipulation