Experimental, Quasi-Experimental, & Single-Subject Designs

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Experimental, Quasi-Experimental, & Single-Subject Designs Introduction to Educational Research (6th ed.) Craig A. Mertler & C.M. Charles Chapter 13 Experimental, Quasi-Experimental, & Single-Subject Designs This multimedia product and its contents are protected under copyright law. The following are prohibited by law: • Any public performance or display, including transmission of any image over a network; • Preparation of any derivative work, including the extraction, in whole or in part, of any images; • Any rental, lease, or lending of the program.

The (Never-Ending) Search for Causation Establishing causation among variables : Produces increased understanding of those variables Results in the ability to manipulate conditions in order to produce desired changes Copyright © Allyn & Bacon 2008

Experimental Research Can demonstrate cause-and-effect very convincingly Very stringent research design requirements Experimental design requires: Randomly selected participants who are randomly assigned to groups (experimental and control) Independent treatment variable that can be applied to the experimental group Dependent variable that can be measured in all groups Copyright © Allyn & Bacon 2008

Quasi-Experimental Research Used in place of experimental research when random assignment to groups is not feasible Otherwise, very similar to true experimental research Copyright © Allyn & Bacon 2008

Fundamentals of Experimental and Quasi-Experimental Research Cause and effect: Incorporates a temporal element—the cause is a condition that exists prior to the effect; effect is a condition that occurs after the cause There exists a “logical connection”—cause-and-effect is demonstrated when manipulation of the independent variable results in differences in the dependent variable (as evidenced by comparing the experimental group to the control group) Copyright © Allyn & Bacon 2008

Fundamentals of Experimental and Quasi-Experimental Research (cont’d.) Random selection and random assignment : Distinguish between “selection” and “assignment” Both help to ensure that groups are equivalent and to control for extraneous variables If you incorporate random selection and random assignment Experimental research If you incorporate random selection but not random assignment Quasi-experimental research Copyright © Allyn & Bacon 2008

Fundamentals of Experimental and Quasi-Experimental Research (cont’d.) When to use experimental research design : If you strongly suspect a cause-and-effect relationship exists between two conditions, and At least randomly assigned group is available to participate, and The independent variable can be introduced to participants and can be manipulated, and The resulting dependent variable can be measured for all participants Copyright © Allyn & Bacon 2008

Fundamentals of Experimental and Quasi-Experimental Research (cont’d.) Commonly used experimental design notation : X1 = treatment group X2 = control/comparison group O = observation (pretest, posttest, etc.) R = random assignment Copyright © Allyn & Bacon 2008

Common Experimental Designs Single-group pretest-treatment-posttest design: O X O Technically, a pre-experimental design (only one group; therefore, no random assignment exists) Overall, a weak design—no control group (for comparison purposes); pretest sensitization; experimenter effects (therefore, cannot be sure about conclusions) Copyright © Allyn & Bacon 2008

Common Experimental Designs (cont’d.) Two-group treatment-posttest-only design: R X1 O R X2 O Here, we have random assignment to experimental, control groups A better design, but still weak—cannot be sure that groups were equivalent to begin with Copyright © Allyn & Bacon 2008

Common Experimental Designs (cont’d.) Two-group pretest-treatment-posttest design: R O X1 O R O X2 O A substantially improved design—previously identified errors have been reduced Copyright © Allyn & Bacon 2008

Common Experimental Designs (cont’d.) Solomon four-group design: R O X1 O R O X2 O R X1 O R X2 O A much improved design—how?? One serious drawback—requires twice as many participants Copyright © Allyn & Bacon 2008

Common Experimental Designs (cont’d.) Factorial designs: R O X1 g1 O R O X2 g1 O R O X1 g2 O R O X2 g2 O Incorporates two or more factors Enables researcher to detect differential differences (effects apparent only on certain combinations of levels of independent variables) Copyright © Allyn & Bacon 2008

Common Experimental Designs (cont’d.) Single-participant measurement-treatment-measurement designs: O O O | X O X O | O O O Purpose is to monitor effects on one subject Results can be generalized only with great caution Copyright © Allyn & Bacon 2008

Common Quasi-Experimental Designs Posttest-only design with nonequivalent groups: X1 O X2 O Uses two groups from same population Questions must be addressed regarding equivalency of groups prior to introduction of treatment Copyright © Allyn & Bacon 2008

Common Quasi-Experimental Designs (cont’d.) Pretest-posttest design with nonequivalent groups: O X1 O O X2 O A stronger design—pretest may be used to establish group equivalency Copyright © Allyn & Bacon 2008

Common Quasi-Experimental Designs (cont’d.) Time series designs: O O O O X O O O O Uses a single group of participants Examines possible changes over time Copyright © Allyn & Bacon 2008

Similarities Between Experimental and Quasi-Experimental Research Cause-and-effect relationship is hypothesized Participants are randomly selected and randomly assigned (experimental) or randomly selected and nonrandomly assigned (quasi-experimental) Application of an experimental treatment by researcher Following the treatment, all participants are measured on the dependent variable Data are usually quantitative (exception is single-subject designs); analyzed by looking for significant differences on the dependent variable Copyright © Allyn & Bacon 2008

Internal and External Validity “Validity of research” refers to the degree to which the conclusions are accurate and generalizable Both experimental and quasi-experimental research are subject to threats to validity If threats are not controlled for, they may introduce error into the study, which will lead to misleading conclusions Copyright © Allyn & Bacon 2008

Threats to Internal Validity Internal validity—extent to which differences on the dependent variable are a direct result of the manipulation of the independent variable Differential selection of participants—participants are not selected/assigned randomly History—when factors other than treatment can exert influence over the results; problematic over time Maturation—when changes occur in dependent variable that may be due to natural developmental changes; problematic over time Copyright © Allyn & Bacon 2008

Threats to Internal Validity (cont’d.) Testing—also known as “pretest sensitization”; pretest may give clues to treatment or posttest and may result in improved posttest scores Attrition (mortality)—loss of participants Copyright © Allyn & Bacon 2008

Threats to External Validity External validity—extent to which the results can be generalized to other groups or settings Population validity—degree of similarity among sample used, population from which it came, and target population Personological variables—application of findings based on individual differences Ecological validity—physical or emotional situation or setting that may have been unique to the experiment Copyright © Allyn & Bacon 2008

Published Examples of Experimental Research Shimazu, Y. M. (2005). Language course taught with online supplement material: Is it effective? Education, 126(1), 26–36. Additional examples through Research NavigatorTM (www.researchnavigator.com) Copyright © Allyn & Bacon 2008

Applying Technology… Web sites related to experimental and quasi-experimental research Dr. Trochim’s discussion of "Experimental Designs" (socialresearchmethods.net/kb/desexper.htm) Dr. Trochim’s discussion of "Two-Group Experimental Designs" (socialresearchmethods.net/kb/expsimp.htm) Dr. Trochim’s discussion of "Factorial Designs" (socialresearchmethods.net/kb/expfact.htm) Dr. Trochim’s discussion of "Randomized Block Designs" (socialresearchmethods.net/kb/expblock.htm) Dr. Trochim’s discussion of "Covariance Designs" (socialresearchmethods.net/kb/expcov.htm) Copyright © Allyn & Bacon 2008

Applying Technology… More web sites related to experimental and quasi-experimental research Dr. Trochim’s discussion of "Hybrid Experimental Designs" (socialresearchmethods.net/kb/exphybrd.htm) Dr. Trochim’s examination of quasi-experimentation (socialresearchmethods.net/kb/quasiexp.htm) Dr. Trochim’s discussion of "The Nonequivalent Control Group Design" (socialresearchmethods.net/kb/quasnegd.htm) Dr. Trochim’s discussion of "Other Quasi-Experimental Designs" (socialresearchmethods.net/kb/quasioth.htm) Copyright © Allyn & Bacon 2008