Research Designs

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FDN 5000
Research in Education
Dr. George H. Olson, Instructor
Research Designs
Descriptive Research Designs
Correlation Research Designs
Causal-comparative Designs
Experimental Designs
Non-experimental Designs
Single-subject designs
Purposes of Research
Designs
Provide guidance in conducting research
Provide guidance in interpreting research
Guidance in recognizing types of research
Guidance in recognizing potential threats to
the validity of research conclusions
Help guard against threats to internal and
external validity
Descriptive research
designs
Survey research
Longitudinal research designs
Cohort designs
Quasi-cohort designs
Cross-sectional research
Case studies
Ethnographic studies
Correlational research
designs
Objective: study the relationship between
variables
Examine scatter plots (e.g., pages 223 and
225 in our text)
Compute correlation coefficients
range from -1 through 0 to +1
do not imply causation
lack of correlation does NOT imply no causation
Interpreting correlations
Rules of thumb:
Correlation coefficient
.00
.24
.40
.60
.80
to
to
to
to
to
.20
.40
.60
.80
1.00
Strength of relationship
negligible
low
moderate
substantial
high, very high
Causal comparative
research designs
A.k.a. ex-post-facto designs
Aimed at discovering cause and effect
relationships
Defined groups are compared after they
have been formed
Theory plays an important role
In arguing for the cause-effect relationship
In eliminating rival explanations
Causal comparative
designs: An example
Of students receiving the
following grades….
This proportion is known to
drive a car to school
A
B
C
D
F
What should the superintendent
8%
23%
43%
77%
96%
conclude?
Diagramming Experimental
Research Designs
Symbols used:
T = treatment intervention
C = control or comparison condition (often
simply no treatment)
O = observation (often some test score)
R = designates random assignment
M = designates matching
Examples of Research
Design Diagrams
(1)
T
O
(2)
O1
T
(3)
O1
T
O2
----------------------- (No Random Assignment)
O1
C
O2
O2
Three pre-experimental
designs
Three designs frequently used in
education research that…
are not sufficient for permitting strong tests
of causal hypotheses
often due suggest new ideas
One-group posttest-only design
One-group pretest-posttest design
Comparison-group posttest-only design
One-group, posttest-only
research design
T
O
A treatment followed by an observation
Should not be confused with the one-shot case study
Threats to internal validity:
ALL (except regression and mortality)
Threats to external validity:
ALL
One-group pretest-posttest
research design
Opre
T
Opost
 One of the most frequently used research designs in
education
 Threats to internal validity:
extraneous events (history and maturation)
statistical regression
testing
experimenter and subject effects
 Threats to external validity
selection and settings interactions with treatment
Comparison-group,
posttest-only design
T
O
-------------C
O
-------------C2
O
-------------C3
O
Comparison-group,
posttest-only design
Threats to internal validity
Since the comparison groups are nonequivalent, the major threat is selection
Other threats include mortality, and subject
and experimenter reactive effects
Threats to external validity
Selection and settings by treatment
interaction
True experiment research
designs
Randomized experiments
Result in probabilistic equivalence
Not a panacea that rules out all threats to
internal validity
Does not control for experimenter and
subject reactive effects.
Does not guarantee group equivalency
(especially in small samples).
Randomized posttest
comparison group design
R:
T
O
--------------C
O
Note: R: means RANDOMIZATION
Randomized pretest-posttest
control group design
R:
R:
Opre
T
Opost
--------------------------Opre
C
Opost
--------------------------Opre
C2
Opost
Randomized matchedgroup design
M:
R:
T
O
--------------C
O
Randomized factorial
designs
R:
TA1,B1
O
--------------TA1,B2
O
--------------TA2,B1
O
--------------TA2,B2
O
Factorial Design: Example
Method (B)____
Word Type (A) Computer Handwriting
B1
B2
Easy A1
20
26
Hard A2
16
20
____________________________
Quasi-experiments: Time
series designs
O1
O2
O3
O4
T
O5
O6
O7
O8
Pre-observations to establish a baseline
A treatment intervention
Post-observations to establish new
baseline
Quasi-experiments: Nonequivalent control groups
In these designs, randomization is either
not possible or not feasible.
Characterized by ...
using intact groups for treatment and
comparison
manipulated independent variable
Often, the best we can expect from
education research
Non-equivalent, control group,
pretest-posttest design
Opre
T
Opost
------------------------Opre
C
Opost
Except for reactive effects, most threats to
internal validity are controlled
Again settings and selection by treatment
interactions pose threats to external validity
Matched comparison
group, posttest design
T
O
M: --------C
O
Validity depends upon how well matching
is achieved
Potential threats to internal validity are
same as those for posttest-only designs
Single-subject designs
Similar to time-series designs, only with a
single individual
Repeated measurements over time
(baselines)
Subjects serve as their own controls
Involve a manipulated independent
variable (the intervention)
Basic single-subject
designs
Reversal:
A-B-A
Double reversal: A - B - A - B
Multiple baseline:
A-B-A
-----------------------A-B-A
-----------------------A-B-A
-----------------------A-B-A
A is a period of no treatment
B is a period of treatment
Example of a stable
baseline
Stable Baseline Pattern
100
90
80
70
60
50
40
30
20
10
0
Example of an increasing
baseline
Increasing Baseline Pattern
100
80
60
40
20
0
Non-experimental research
designs
Characterized by the lack of manipulation
of an independent variable
Three types of non-experimental research
designs:
Causal comparative research designs
Correlational research designs
Descriptive research designs
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