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RCH 7301, Critical Thinking for Doctoral Learners 1
Course Learning Outcomes for Unit VI
Upon completion of this unit, students should be able to:
4. Assess theoretical research methodologies in contemporary
business scholarship.
4.1 Discuss a population and sampling frame for a given
scenario.
4.2 Justify the use of a selected sample.
7. Implement a critical thinking process for business research
methodology.
7.1 Describe a valid and reliable research instrument.
7.2 Compose an appropriate research design for a study.
8. Compose scholarly business research writing.
8.1 Compose a response to issues and questions surrounding
quantitative research methods.
Course/Unit
Learning Outcomes
Learning Activity
4.1
Unit Lesson
Chapter 6
Chapter 24
Unit VI Assignment
4.2
Unit Lesson
Chapter 6
Chapter 24
Unit VI Assignment
7.1
Unit Lesson
Chapter 6
Chapter 24
Unit VI Assignment
7.2
Unit Lesson
Chapter 6
Chapter 24
Unit VI Assignment
8.1
Unit Lesson
Chapter 6
Chapter 24
Unit VI Assignment
Required Unit Resources
Chapter 6: Quantitative Research Design
Chapter 24: Analysing and Presenting Quantitative Data
UNIT VI STUDY GUIDE
Quantitative Research Design: Exploration
RCH 7301, Critical Thinking for Doctoral Learners 2
UNIT x STUDY GUIDE
Title
Unit Lesson
Quantitative Research Design
Quantitative research measures and defines elements through
the collection of data, the analyzation of data,
and the application of the data to a theoretical framework.
Quantitative research design can be categorized
into four main types, which are listed below:
• descriptive where a subject is measured once; descriptive
quantitative research establishes
associations between variables;
• correlational where the relationship between study variables is
investigated;
• quasi-experimental where any cause-and-effect relationship is
determined; and
• experimental where a subject is measured before and after the
treatment and where any cause-and-
effect relationship is determined (Drummond & Murphy-Reyes,
2018).
The differences among the four types have to do with the
amount of control that the researcher designs for
the variables in the experiment or study. Quantitative research
makes use of tools (e.g., graphs, linear
regressions, hypothesis testing) to organize and analyze the
gathered data.
Researchers gather data from quantitative studies via
experimentation (i.e., where an independent variable’s
effects on a dependent variable are measured) or through
surveys, which are designed along a rating scale.
Because the focus of questions for a quantitative study is small,
the quantitative study can be very narrow and
limited in scope. That is both a strength and a weakness. A
quantitative study on a very focused sample can
yield reliable data about that group and research question, and
the study can be replicated elsewhere to test
a theory or hypothesis again. However, the collection of data
and a focused sample size can also mean that
the study’s results or conclusions are not applicable over a
wider area or grouping of people, and, therefore,
can have limited use unless the study is replicated repeatedly to
support the findings. Data trustworthiness is
determined by the credibility of the data collection, the data’s
transferability, the data’s dependability, and the
data’s confirmability.
Descriptive Quantitative Research
A researcher who designs a descriptive study wants to know the
nature of how things are as they are.
Descriptive quantitative research either identifies the
characteristics of a phenomenon or explores correlations
among phenomena. In terms of survey research, which is the
most commonly deployed type of descriptive
research, the researcher seeks to describe the characteristics of
a larger population. Descriptive research
examines phenomena as they are and does not involve changing
a situation that is being investigated. Since
the researcher does not practice control over any variables in
the study design, descriptive research cannot
be used to determine cause-and-effect relationships.
A descriptive research study might employ data collection
strategies such as sampling, observing, or
interviewing, which take on specific forms when the researcher
wants them to yield quantitative data.
Descriptive research designs include observation studies,
correlational research, development studies, and
survey-based research (Oakshott, 2019). All of these designs
yield data that can be worked on through
statistical analysis. Within the designs, survey-based research is
the most commonly used type of descriptive
quantitative research.
Correlational Quantitative Research
According to Creswell and Creswell (2018), a correlational
study can examine the extent to which differences
in one characteristic or variable are related to differences in one
or more other characteristics or variables. A
correlation exists if the dependent variable increases (moves
toward +1.0) or decreases (moves toward -1.0)
in a predictable fashion when the independent variable
increases. Correlational research seeks to establish a
relationship between variables that do not readily lend
themselves to experimental manipulation or control.
RCH 7301, Critical Thinking for Doctoral Learners 3
UNIT x STUDY GUIDE
Title
In a simple correlational study, a researcher gathers data about
two or more characteristics of a study
population. The numbers that are used reflect measurements of
the characteristics, such as customer
satisfaction ratings between two locations, employee
satisfaction ratings with and without a type of employer-
provided service, and so on. In a correlational study, each
characteristic has two identifying numbers that are
used to calculate the correlational coefficient (r). A perfect
correlation is +1.0 or -1.0. If the characteristics are
not related or are only remotely related, the coefficient is closer
to 0.
While a correlational relationship can be measured, it does not
imply a cause-and-effect relationship.
Researchers must be careful to avoid claiming causality, even if
a correlation close to +1.0 or -1.0 is found.
Influence can be present among correlating characteristics, but
researchers cannot infer a cause-and-effect
relationship based on correlation alone. Consider the following
example: The Earth’s atmospheric
temperature has demonstrably risen since pirates in tall ships
stopped sailing the high seas, but the absence
of pirates did not cause the rise in temperatures—even though
the correlation is close, if not perfect.
Correlational research can describe the homogeneity of
heterogeneity of the variables; it can describe the
degree to which the variables are intercorrelated by computing
the correlational coefficient r.
Quasi-Experimental and Experimental Quantitative Research
Experimental and quasi-experimental research is used to test a
hypothesis and, even further, an intervention
involved. An intervention is the main factor in experimental
research. To measure the effects of an
intervention, the researcher has to identify the variables and
discern the comparisons that are going to be
made between or within the group(s). Research must make
comparisons to examine relationships between
dependent and independent variables.
Experimental designs have an intervention, a control group, and
randomization of participants in the study’s
groups. A quasi-experimental design has an intervention, but it
has no randomization of participants in the
experimental and control groups.
Experimental
Design
Quasi-Experimental
Design
Intervention X X
Control Group X
Randomization of
Participants
X
Many experimental research designs measure a dependent
variable before and after an intervention, with
before and after measurements being the minimum. In a cross-
sectional study, data is collected at the before
and after points, so a cross-sectional design can work for a
project such as a dissertation study.
A good experimental or quasi-experimental quantitative
research design can aid you in answering the study’s
research question at the same time the design reduces threats to
the design’s validity. As a researcher,
asking and answering the following eight questions can help to
address key features of an experimental or
quasi-experimental research design.
• What is the research question, and will the study entail an
intervention?
• Rather than staging an intervention, will the researcher
observe participants and take
measurements?
• What are the variables?
• When and how often will the researcher collect data or take
measurements?
• What is the setting for the study?
• If the intervention study has multiple groups, how will the
researcher randomly assign participants to
the groups?
RCH 7301, Critical Thinking for Doctoral Learners 4
UNIT x STUDY GUIDE
Title
• If the study involves humans and an intervention, how will the
researcher, participants, and anyone
else involved in administrating the study be blinded from
knowing the groups to which participants
were assigned?
• What controls will be put into place to reduce the influence of
variables that are not involved in the
study?
Experimental research designs contain an intervention, so they
seek to answer questions about differences
(e.g., the difference between an outcome that is measured in
both the experimental and the control group).
On the other hand, correlational studies look at associations.
An experimental study is valid only if the following
characteristics are present:
• an intervention, where the researcher manipulates the
independent variable;
• control for the influence of variables not being measured in
the study, such as randomization and
control groups; and
• randomization, where the researcher randomly assigns each
participant so that a participant has a
50/50 chance of being assigned to either the intervention or the
control group. Randomization is
important to deducing the result of the intervention at the end of
the experiment.
Below, study two tables that present information about statistics
that examine differences and associations
between and among variables.
Name Test statistic Purpose Number of groups
Independent samples
t-test
t Test the difference
between the means of 2
independent groups.
2
Paired samples t-test t Test the difference
between the means of 2
paired groups (before
and after
measurements, which
are typical paired
samples t-tests).
2
One-way analysis of
variance (ANOVA)
F Test the difference
among means of >2
independent groups for
one independent
variable (that has >1
level).
> 2
Two-way analysis of
variance (ANOVA)
F Test the difference
among means for 2
independent variables,
where each can have >1
level.
> 2
Table 1. Quantitative research design: Statistics that examine
differences using an interval/ratio measurement
level
RCH 7301, Critical Thinking for Doctoral Learners 5
UNIT x STUDY GUIDE
Title
Name Test statistic Purpose Measurement of
dependent variable
Pearson product-
moment correlation
r Measure strength and
direction of relationship
between 2 variables.
Interval/ratio
Spearman rank-order
correlation
ρ Measure the strength
and direction of the
relationship between 2
variables
(nonparametric).
Ordinal, interval, or
ratio
Linear regression Predict the value of a
dependent variable,
and measure the size
of the effect of the
independent variable
on a dependent
variable while
controlling for
covariates.
Interval/ratio
Logistic regression This is the same as
linear, but it is used
when the dependent
variable is binary.
Binary/dichotomous
Table 2. Quantitative research design: Statistics that examine
associations
Refer to these tables in conference with your mentor and
dissertation chair to make decisions about
quantitative research designs.
References
Drummond, K. E., & Murphy-Reyes, A. (2018). Nutrition
research: Concepts and applications. Jones &
Bartlett Learning.
Creswell, J. W., & Creswell, J. D. (2018). Research design:
Qualitative, quantitative, and mixed methods
approaches (5th ed.). SAGE.
Oakshott, L. (2019). Essential quantitative methods: For
business, management and finance (7th ed.). Red
Globe Press.
Course Learning Outcomes for Unit VILearning
ActivityRequired Unit ResourcesUnit LessonQuantitative
Research DesignDescriptive Quantitative ResearchCorrelational
Quantitative ResearchQuasi-Experimental and Experimental
Quantitative ResearchReferences

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Rch 7301, critical thinking for doctoral learners 1

  • 1. RCH 7301, Critical Thinking for Doctoral Learners 1 Course Learning Outcomes for Unit VI Upon completion of this unit, students should be able to: 4. Assess theoretical research methodologies in contemporary business scholarship. 4.1 Discuss a population and sampling frame for a given scenario. 4.2 Justify the use of a selected sample. 7. Implement a critical thinking process for business research methodology. 7.1 Describe a valid and reliable research instrument. 7.2 Compose an appropriate research design for a study. 8. Compose scholarly business research writing. 8.1 Compose a response to issues and questions surrounding quantitative research methods. Course/Unit Learning Outcomes
  • 2. Learning Activity 4.1 Unit Lesson Chapter 6 Chapter 24 Unit VI Assignment 4.2 Unit Lesson Chapter 6 Chapter 24 Unit VI Assignment 7.1 Unit Lesson Chapter 6 Chapter 24 Unit VI Assignment 7.2 Unit Lesson Chapter 6 Chapter 24 Unit VI Assignment 8.1 Unit Lesson Chapter 6 Chapter 24
  • 3. Unit VI Assignment Required Unit Resources Chapter 6: Quantitative Research Design Chapter 24: Analysing and Presenting Quantitative Data UNIT VI STUDY GUIDE Quantitative Research Design: Exploration RCH 7301, Critical Thinking for Doctoral Learners 2 UNIT x STUDY GUIDE Title Unit Lesson Quantitative Research Design Quantitative research measures and defines elements through the collection of data, the analyzation of data, and the application of the data to a theoretical framework. Quantitative research design can be categorized into four main types, which are listed below:
  • 4. • descriptive where a subject is measured once; descriptive quantitative research establishes associations between variables; • correlational where the relationship between study variables is investigated; • quasi-experimental where any cause-and-effect relationship is determined; and • experimental where a subject is measured before and after the treatment and where any cause-and- effect relationship is determined (Drummond & Murphy-Reyes, 2018). The differences among the four types have to do with the amount of control that the researcher designs for the variables in the experiment or study. Quantitative research makes use of tools (e.g., graphs, linear regressions, hypothesis testing) to organize and analyze the gathered data. Researchers gather data from quantitative studies via experimentation (i.e., where an independent variable’s effects on a dependent variable are measured) or through surveys, which are designed along a rating scale. Because the focus of questions for a quantitative study is small, the quantitative study can be very narrow and limited in scope. That is both a strength and a weakness. A quantitative study on a very focused sample can yield reliable data about that group and research question, and the study can be replicated elsewhere to test a theory or hypothesis again. However, the collection of data and a focused sample size can also mean that the study’s results or conclusions are not applicable over a
  • 5. wider area or grouping of people, and, therefore, can have limited use unless the study is replicated repeatedly to support the findings. Data trustworthiness is determined by the credibility of the data collection, the data’s transferability, the data’s dependability, and the data’s confirmability. Descriptive Quantitative Research A researcher who designs a descriptive study wants to know the nature of how things are as they are. Descriptive quantitative research either identifies the characteristics of a phenomenon or explores correlations among phenomena. In terms of survey research, which is the most commonly deployed type of descriptive research, the researcher seeks to describe the characteristics of a larger population. Descriptive research examines phenomena as they are and does not involve changing a situation that is being investigated. Since the researcher does not practice control over any variables in the study design, descriptive research cannot be used to determine cause-and-effect relationships. A descriptive research study might employ data collection strategies such as sampling, observing, or interviewing, which take on specific forms when the researcher wants them to yield quantitative data. Descriptive research designs include observation studies, correlational research, development studies, and survey-based research (Oakshott, 2019). All of these designs yield data that can be worked on through statistical analysis. Within the designs, survey-based research is the most commonly used type of descriptive quantitative research.
  • 6. Correlational Quantitative Research According to Creswell and Creswell (2018), a correlational study can examine the extent to which differences in one characteristic or variable are related to differences in one or more other characteristics or variables. A correlation exists if the dependent variable increases (moves toward +1.0) or decreases (moves toward -1.0) in a predictable fashion when the independent variable increases. Correlational research seeks to establish a relationship between variables that do not readily lend themselves to experimental manipulation or control. RCH 7301, Critical Thinking for Doctoral Learners 3 UNIT x STUDY GUIDE Title In a simple correlational study, a researcher gathers data about two or more characteristics of a study population. The numbers that are used reflect measurements of the characteristics, such as customer satisfaction ratings between two locations, employee satisfaction ratings with and without a type of employer- provided service, and so on. In a correlational study, each characteristic has two identifying numbers that are used to calculate the correlational coefficient (r). A perfect correlation is +1.0 or -1.0. If the characteristics are
  • 7. not related or are only remotely related, the coefficient is closer to 0. While a correlational relationship can be measured, it does not imply a cause-and-effect relationship. Researchers must be careful to avoid claiming causality, even if a correlation close to +1.0 or -1.0 is found. Influence can be present among correlating characteristics, but researchers cannot infer a cause-and-effect relationship based on correlation alone. Consider the following example: The Earth’s atmospheric temperature has demonstrably risen since pirates in tall ships stopped sailing the high seas, but the absence of pirates did not cause the rise in temperatures—even though the correlation is close, if not perfect. Correlational research can describe the homogeneity of heterogeneity of the variables; it can describe the degree to which the variables are intercorrelated by computing the correlational coefficient r. Quasi-Experimental and Experimental Quantitative Research Experimental and quasi-experimental research is used to test a hypothesis and, even further, an intervention involved. An intervention is the main factor in experimental research. To measure the effects of an intervention, the researcher has to identify the variables and discern the comparisons that are going to be made between or within the group(s). Research must make comparisons to examine relationships between dependent and independent variables. Experimental designs have an intervention, a control group, and randomization of participants in the study’s
  • 8. groups. A quasi-experimental design has an intervention, but it has no randomization of participants in the experimental and control groups. Experimental Design Quasi-Experimental Design Intervention X X Control Group X Randomization of Participants X Many experimental research designs measure a dependent variable before and after an intervention, with before and after measurements being the minimum. In a cross- sectional study, data is collected at the before and after points, so a cross-sectional design can work for a project such as a dissertation study. A good experimental or quasi-experimental quantitative research design can aid you in answering the study’s research question at the same time the design reduces threats to the design’s validity. As a researcher, asking and answering the following eight questions can help to address key features of an experimental or quasi-experimental research design.
  • 9. • What is the research question, and will the study entail an intervention? • Rather than staging an intervention, will the researcher observe participants and take measurements? • What are the variables? • When and how often will the researcher collect data or take measurements? • What is the setting for the study? • If the intervention study has multiple groups, how will the researcher randomly assign participants to the groups? RCH 7301, Critical Thinking for Doctoral Learners 4 UNIT x STUDY GUIDE Title • If the study involves humans and an intervention, how will the researcher, participants, and anyone else involved in administrating the study be blinded from knowing the groups to which participants were assigned? • What controls will be put into place to reduce the influence of variables that are not involved in the study?
  • 10. Experimental research designs contain an intervention, so they seek to answer questions about differences (e.g., the difference between an outcome that is measured in both the experimental and the control group). On the other hand, correlational studies look at associations. An experimental study is valid only if the following characteristics are present: • an intervention, where the researcher manipulates the independent variable; • control for the influence of variables not being measured in the study, such as randomization and control groups; and • randomization, where the researcher randomly assigns each participant so that a participant has a 50/50 chance of being assigned to either the intervention or the control group. Randomization is important to deducing the result of the intervention at the end of the experiment. Below, study two tables that present information about statistics that examine differences and associations between and among variables. Name Test statistic Purpose Number of groups Independent samples t-test
  • 11. t Test the difference between the means of 2 independent groups. 2 Paired samples t-test t Test the difference between the means of 2 paired groups (before and after measurements, which are typical paired samples t-tests). 2 One-way analysis of variance (ANOVA) F Test the difference among means of >2 independent groups for one independent variable (that has >1 level). > 2 Two-way analysis of variance (ANOVA) F Test the difference among means for 2 independent variables, where each can have >1 level.
  • 12. > 2 Table 1. Quantitative research design: Statistics that examine differences using an interval/ratio measurement level RCH 7301, Critical Thinking for Doctoral Learners 5 UNIT x STUDY GUIDE Title Name Test statistic Purpose Measurement of dependent variable Pearson product- moment correlation r Measure strength and direction of relationship between 2 variables. Interval/ratio Spearman rank-order correlation ρ Measure the strength
  • 13. and direction of the relationship between 2 variables (nonparametric). Ordinal, interval, or ratio Linear regression Predict the value of a dependent variable, and measure the size of the effect of the independent variable on a dependent variable while controlling for covariates. Interval/ratio Logistic regression This is the same as linear, but it is used when the dependent variable is binary. Binary/dichotomous Table 2. Quantitative research design: Statistics that examine associations Refer to these tables in conference with your mentor and dissertation chair to make decisions about quantitative research designs.
  • 14. References Drummond, K. E., & Murphy-Reyes, A. (2018). Nutrition research: Concepts and applications. Jones & Bartlett Learning. Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative, quantitative, and mixed methods approaches (5th ed.). SAGE. Oakshott, L. (2019). Essential quantitative methods: For business, management and finance (7th ed.). Red Globe Press. Course Learning Outcomes for Unit VILearning ActivityRequired Unit ResourcesUnit LessonQuantitative Research DesignDescriptive Quantitative ResearchCorrelational Quantitative ResearchQuasi-Experimental and Experimental Quantitative ResearchReferences