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CAUSAL COMPARATIVE
RESEARCH
CAUSAL COMPARATIVE
RESEARCH
What is Causal-Comparative
Research?
 In this type of research investigators
attempt to determine the cause or
consequences of differences that already
exist between or among groups of
individual.
 Also known as “ex post facto” research
TYPES of Causal-Comparative
Research
There are three types of causal comparative
research:
 Exploration of effects
 Exploration of causes
 Exploration of consequences
EXAMPLES
 How does pre-school attendance affect
social maturity at the end of the first grade?
 How does having a working mother affect a
child’s school absenteeism?
DESIGN OF CAUSAL-
COMPARATIVE RESEARCH
 The researcher selects two groups of
participants, the experimental and control
groups, but more accurately referred to as
comparison groups.
 Groups may differ in two ways.
One group possesses a characteristic that the
other does not.
Each group has the characteristic, but to differing
degrees or amounts.
Types Researchof Causal-Comparative
Designs
There are two types of causal-
comparative research designs:
 Retrospective causal-comparative research
 Prospective causal-comparative
research.
Retrospective causal-comparative
research
Retrospective causal-comparative
research
begins
requires that
investigating
a researcher
a particular
question when the effects have already
occurred and the researcher attempts to
determine whether one variable may
have influenced another variable.
Prospective causal-comparative
research
Prospective causal-comparativess research
occurs when a researcher initiates a study beginning
with the causes and is determined to investigate the
effects of a condition. By far, retrosspective causal-
comparative research designs are much more common
than prospective causal-comparative designs (Gay et
al., 2006).
The researcher observe that 2 groups
differ on some variable (teaching style)
and then attempt to find the reason for
(or the results of) this difference.
***Note that the difference has
already occurred.***
 Causal-comparative studies attempt to
identify cause-effect relationships.
 Causal-comparative studies typically
involve two (or more) groups and one
independent variable.
 Causal-comparative studies involve
comparison.
 The basic causal-comparative approach
involves starting with an effect and seeking
possible causes (retrospective).
 The basic approach starts with cause and
investigates its effects on some variable
(prospective).
 Retrospective causal-comparative studies
are far more common in educational
research.
Steps for Conducting a Causal-
Comparative Study
The following steps, as
described by Lodico et al.
(2006), should be adhered
to by researchers
conducting a causal-
comparative study.
Step One: Select a Topic
Topics studied with
causal- comparative
research designs
typically catch a
researcher’s
attention based on
experiences or situations
Step Two: Review of literature
Reviewing published literature
on a specific topic of interest is
especially important when
conducting causal- comparative
research as such a review can
assist a researcher in
determining which extraneous
variables may exist in the
Step Three: Develop a Research
Hypothesis
Hypotheses developed for causal-
comparative research to identify the
independent and dependent variables.
Causal-comparative research hypotheses
should describe the expected impact of
the independent variable on the
dependent variable.
Step Four: Select Participants
In causal-comparative research participants
are already organized in groups. The
researcher selects two groups of participants,
the experimental and control groups, but more
accurately referred to as comparison groups
because one group does not possess a
characteristic or experience possessed by the
second group or the two groups differ in the
amount of a characteristic that they share.The
independent variable differentiating the groups
must be clearly and operationally defined,
since each group represents a different
Step Five: Select Instruments to
Measure Variables & Collecting
Data
As with all of types of quantitative research,
causal-comparative research requires that
researcher select instruments that are reliable
and allow researchers to draw valid
conclusions (link to reliability and validity
portion of site). After a researcher has selected
a reliable and valid instrument, data for the
study can be collected.
Step Six: Analyze and Interpret
Results
Typically, in causal-comparative studies data is
reported as a mean or frequency for each group.
Inferential statistics are then used to determine
whether the means “for the groups are
significantly different from each other” (Lodico et
al., 2006, p. 214). Since casual-comparative
research cannot definitively determine that one
variable has caused something to occur,
researchers should instead report the findings of
causal comparative studies as a possible effect or
possible cause of an occurrence.
Threats to Internal Validity inCausal-Comparative Research
 The possibility exists that the groups are not
equivalent on one or more important variables
 Lack of randomization
 Inability to manipulate an independent variable
 Data collector bias
 History
 Maturation
 Oftentimes subject bias occurs
 Instrument decay
 Attitude
 Regression
 Pre-test/treatment interaction effect
 Loss of subjects
 Location
Data Analysis
 In a Causal-Comparative Study, the first step
is to construct frequency polygons.
 Means and SD are usually calculated if the
variables involved are quantitative.
 The most commonly used inference test is a t-
test for differences between means.
 ANCOVAs are useful for these types of
studies.
ANALYSIS OF COVARIANCE
 I
 It is used to adjust initial group differences on
variables used in causal-comparative and
experimental research studies.
 Analysis of covariance adjusts scores on a
dependent variable for initial differences on some
other variable related to performance on the
dependent.
 Suppose we were doing a study to compare two
methods, X and Y,of teaching fifth graders to
solve math problems.
 Covariate analysis statistically adjusts the scores
of method Y to remove the initial advantage so
that the results at the end of the study can be
 Analysis of data also involves a variety of
descriptive and inferential statistics.
 The most commonly used descriptive
statistics are
(a) The Mean, which indicates the average
performance of a group on some measure
of a variable, and
(b)The Standard Deviation, which indicates
how spread out a set of scores is around
the mean, that is, whether the scores are
relatively homogeneous or heterogeneous
around the mean.
 The most commonly used inferential
statistics are:
 (a) The t test, used to determine whether
the means of two groups are statistically
different from one another;
 (b) Analysis of variance, used to
determine if there is significant difference
among the means of three or more groups;
and
 (c) chi square, used to compare group
frequencies, or to see if an event occurs
Limitations of Use:
 There must be a “pre-existing” independent
variable
 Years of study, gender, age, etc.
 There must be active variables- variables which the
research can manipulate
 The length and number of
study sessions, instructional
techniques, etc.
 Lack of randomization, manipulation, and control
factors make it difficult to establish cause-effect

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Causal-Comparative Research Guide: Types, Design, Analysis

  • 3. What is Causal-Comparative Research?  In this type of research investigators attempt to determine the cause or consequences of differences that already exist between or among groups of individual.  Also known as “ex post facto” research
  • 4. TYPES of Causal-Comparative Research There are three types of causal comparative research:  Exploration of effects  Exploration of causes  Exploration of consequences
  • 5. EXAMPLES  How does pre-school attendance affect social maturity at the end of the first grade?  How does having a working mother affect a child’s school absenteeism?
  • 7.  The researcher selects two groups of participants, the experimental and control groups, but more accurately referred to as comparison groups.  Groups may differ in two ways. One group possesses a characteristic that the other does not. Each group has the characteristic, but to differing degrees or amounts.
  • 8. Types Researchof Causal-Comparative Designs There are two types of causal- comparative research designs:  Retrospective causal-comparative research  Prospective causal-comparative research.
  • 9. Retrospective causal-comparative research Retrospective causal-comparative research begins requires that investigating a researcher a particular question when the effects have already occurred and the researcher attempts to determine whether one variable may have influenced another variable.
  • 10. Prospective causal-comparative research Prospective causal-comparativess research occurs when a researcher initiates a study beginning with the causes and is determined to investigate the effects of a condition. By far, retrosspective causal- comparative research designs are much more common than prospective causal-comparative designs (Gay et al., 2006).
  • 11.
  • 12. The researcher observe that 2 groups differ on some variable (teaching style) and then attempt to find the reason for (or the results of) this difference. ***Note that the difference has already occurred.***
  • 13.  Causal-comparative studies attempt to identify cause-effect relationships.  Causal-comparative studies typically involve two (or more) groups and one independent variable.  Causal-comparative studies involve comparison.
  • 14.  The basic causal-comparative approach involves starting with an effect and seeking possible causes (retrospective).  The basic approach starts with cause and investigates its effects on some variable (prospective).  Retrospective causal-comparative studies are far more common in educational research.
  • 15. Steps for Conducting a Causal- Comparative Study The following steps, as described by Lodico et al. (2006), should be adhered to by researchers conducting a causal- comparative study.
  • 16. Step One: Select a Topic Topics studied with causal- comparative research designs typically catch a researcher’s attention based on experiences or situations
  • 17. Step Two: Review of literature Reviewing published literature on a specific topic of interest is especially important when conducting causal- comparative research as such a review can assist a researcher in determining which extraneous variables may exist in the
  • 18. Step Three: Develop a Research Hypothesis Hypotheses developed for causal- comparative research to identify the independent and dependent variables. Causal-comparative research hypotheses should describe the expected impact of the independent variable on the dependent variable.
  • 19. Step Four: Select Participants In causal-comparative research participants are already organized in groups. The researcher selects two groups of participants, the experimental and control groups, but more accurately referred to as comparison groups because one group does not possess a characteristic or experience possessed by the second group or the two groups differ in the amount of a characteristic that they share.The independent variable differentiating the groups must be clearly and operationally defined, since each group represents a different
  • 20. Step Five: Select Instruments to Measure Variables & Collecting Data As with all of types of quantitative research, causal-comparative research requires that researcher select instruments that are reliable and allow researchers to draw valid conclusions (link to reliability and validity portion of site). After a researcher has selected a reliable and valid instrument, data for the study can be collected.
  • 21. Step Six: Analyze and Interpret Results Typically, in causal-comparative studies data is reported as a mean or frequency for each group. Inferential statistics are then used to determine whether the means “for the groups are significantly different from each other” (Lodico et al., 2006, p. 214). Since casual-comparative research cannot definitively determine that one variable has caused something to occur, researchers should instead report the findings of causal comparative studies as a possible effect or possible cause of an occurrence.
  • 22. Threats to Internal Validity inCausal-Comparative Research  The possibility exists that the groups are not equivalent on one or more important variables  Lack of randomization  Inability to manipulate an independent variable  Data collector bias  History  Maturation
  • 23.  Oftentimes subject bias occurs  Instrument decay  Attitude  Regression  Pre-test/treatment interaction effect  Loss of subjects  Location
  • 24. Data Analysis  In a Causal-Comparative Study, the first step is to construct frequency polygons.  Means and SD are usually calculated if the variables involved are quantitative.  The most commonly used inference test is a t- test for differences between means.  ANCOVAs are useful for these types of studies.
  • 25. ANALYSIS OF COVARIANCE  I  It is used to adjust initial group differences on variables used in causal-comparative and experimental research studies.  Analysis of covariance adjusts scores on a dependent variable for initial differences on some other variable related to performance on the dependent.  Suppose we were doing a study to compare two methods, X and Y,of teaching fifth graders to solve math problems.  Covariate analysis statistically adjusts the scores of method Y to remove the initial advantage so that the results at the end of the study can be
  • 26.  Analysis of data also involves a variety of descriptive and inferential statistics.  The most commonly used descriptive statistics are (a) The Mean, which indicates the average performance of a group on some measure of a variable, and (b)The Standard Deviation, which indicates how spread out a set of scores is around the mean, that is, whether the scores are relatively homogeneous or heterogeneous around the mean.
  • 27.  The most commonly used inferential statistics are:  (a) The t test, used to determine whether the means of two groups are statistically different from one another;  (b) Analysis of variance, used to determine if there is significant difference among the means of three or more groups; and  (c) chi square, used to compare group frequencies, or to see if an event occurs
  • 28. Limitations of Use:  There must be a “pre-existing” independent variable  Years of study, gender, age, etc.  There must be active variables- variables which the research can manipulate  The length and number of study sessions, instructional techniques, etc.  Lack of randomization, manipulation, and control factors make it difficult to establish cause-effect