Q: Which of the following statements about types of variables in research are correct?
(A) An independent variable is manipulated to observe its effect on a dependent variable;
(B) A dependent variable is the outcome that is measured in a study;
(C) A mediating (intervening) variable helps explain how an independent variable affects a dependent variable;
(D) Control variables are deliberately varied along with the independent variable to increase complexity;
(E) Extraneous variables, if not controlled, may confound the relationship between independent and dependent variables;
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Q: Select the wrong statement(s) about variables in research:
(A) An independent variable is manipulated or selected by the researcher to study its effect;
(B) A dependent variable is the outcome that is measured in response to changes in the independent variable;
(C) Extraneous variables are variables that are irrelevant to the study and therefore need no control;
(D) A control variable is held constant to neutralise its possible effect on the dependent variable;
(E) Moderator variables can influence the strength or direction of the relationship between independent and dependent variables;
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Q: Which of the following statements about experimental research are correct?
(A) Experimental research involves manipulation of one or more independent variables;
(B) Control groups are used to provide a basis for comparison;
(C) Random assignment helps ensure equivalence of groups before treatment;
(D) Experimental research can be conducted in both laboratory and field settings;
(E) In experimental research, extraneous variables should always be ignored;
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Q: Select the wrong statement(s) about variables in research:
(A) An independent variable is manipulated or selected by the researcher to observe its effect on the dependent variable;
(B) A dependent variable is the variable that is expected to change as a result of manipulation of the independent variable;
(C) Extraneous variables are those that may influence the dependent variable but are not of primary interest;
(D) Control of extraneous variables is never necessary if the sample size is large;
(E) Moderator variables explain the relationship between independent and dependent variables by interacting with them;
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Q: Select the wrong statement(s) about correlation and causation in research:
(A) A positive correlation indicates that as one variable increases, the other tends to increase;
(B) A zero correlation suggests no linear relationship between the variables;
(C) Demonstrating correlation is sufficient to claim a causal relationship between variables;
(D) Causal claims generally require evidence beyond mere correlation, such as temporal precedence and control of extraneous variables;
(E) Misinterpreting correlation as causation can lead to faulty policy decisions;
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Q: Select the wrong statement(s) about experimental and ex post facto research:
(A) Experimental research involves manipulation of an independent variable and control of extraneous variables;
(B) In ex post facto research, the researcher randomly assigns participants to treatment and control groups;
(C) Ex post facto research often studies the effects of existing differences among groups;
(D) Causal inferences from ex post facto studies must be made cautiously;
(E) Ex post facto research is also called “after the fact” research because the events of interest have already occurred;
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Q: Which of the following statements about causal-comparative (ex post facto) research are correct?
(A) Causal-comparative research investigates possible cause–effect relationships using existing groups that differ on some variable of interest;
(B) In causal-comparative research, the researcher manipulates the independent variable and randomly assigns participants to groups;
(C) Ex post facto studies are conducted after the events or conditions of interest have already occurred;
(D) Causal-comparative research attempts to control extraneous variables through design or statistical techniques rather than direct manipulation;
(E) Strong causal claims must always be made from causal-comparative studies because group differences are necessarily due to the independent variable;
Choose the correct answer from the options given below:

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