Applying Basic Statistical Tests to a Research Scenario
Alignment and Misalignment Examples of Scenario Elements
In PSYC-8412 Research Foundations you build quantitative and qualitative research scenarios that include each of the
following key elements:
Social problem or phenomenon of interest
• Research problem
• Research purpose
• Research questions
• Theoretical or conceptual framework
• Research design
• Sampling strategy o Sampling criteria (qualitative only) o Data sources (qualitative only)
• Data collection method
• Variables (quantitative only)
• Analysis plan
• Trustworthiness (qualitative only)
All these key elements must logically align. Although the figure depicts
a linear flow, it is critical to understand that alignment is an iterative
process. For example, if after identifying a research problem and
research purpose additional research questions emerge, then the research
problem and purpose must be refined to align with the additional
research questions. Similarly, if variables of interest are identified that
are not represented in the research problem, purpose, or questions, and
that do not fit with the theoretical or conceptual framework, then those
elements will need to be refined to capture all of the variables of interest.
You will be piecing together your scenarios week-to-week, continually
adding new elements until a solid alignment of your research idea
emerges. Because of the iterative nature of alignment, you should not be
surprised that as a new element is added to your scenario that previous
elements may need to be modified to maintain alignment.
There are several ways for elements within a scenario to misalign, and it is not possible to provide examples of all
possible issues. In this document there are week-to-week example scenarios that demonstrate logically aligned elements
and some examples of the many ways elements become logically misaligned. Studying these will help you avoid some
common misalignment issues and understand how changing one element, sometimes even a single word, can affect
alignment. Below is one student’s reflection in Week 5 of the course:
I too struggled with the concept and terminology. For me, it is in fact the language that is used, and such
is definitely 'foreign' of sorts. As you go along though, it is all beginning to make sense. Initially the
feedback also was 'foreign' but now, going back and reviewing the question, answers, feedback are
beginning to all make sense. Even feedback that suggests that one simple word be changed makes sense
as what I submitted could possibly be misconstrued and cause the study to go in a different direction. I'm
beginning to understand how changing one simple word can make a difference. Research terminology
requires that things be concise and getting into the habit of relaying information properly makes all the
difference. I am beginning to speak 'research'. I believe it merely takes practice. One almost has to
develop a mental research template and think from another part of the brain and perspective. (K. Jackson,
Week 5 discussion post, September 29, 2018)
A table of contents is on the next page with active links to help you navigate the document.
Page 2 of 43
Table of Contents
WEEK 1 SCENARIO PIECES OF PRIMARY INTEREST ............................................................................................................................. 3
WEEK 1 QUANTITATIVE SCENARIO EXAMPLE ................................................................................................................................................... 4 Checking Week 1 Quantitative Alignment ........................................................................................................................................ 5
WEEK 1 QUALITATIVE SCENARIO EXAMPLE ..................................................................................................................................................... 6 Checking Week 1 Qualitative Alignment .......................................................................................................................................... 7
WEEK 2 SCENARIO PIECES OF PRIMARY INTEREST ............................................................................................................................. 8
WEEK 2 QUANTITATIVE SCENARIO EXAMPLE ................................................................................................................................................... 9 Checking Week 2 Quantitative Alignment ...................................................................................................................................... 10
WEEK 2 QUALITATIVE SCENARIO EXAMPLE ................................................................................................................................................... 11 Checking Week 2 Qualitative Alignment ........................................................................................................................................ 12
WEEK 3 SCENARIO PIECES OF PRIMARY INTEREST ........................................................................................................................... 13
WEEK 3 QUANTITATIVE SCENARIO EXAMPLE ................................................................................................................................................. 14 Checking Week 3 Quantitative Alignment ...................................................................................................................................... 15
WEEK 4 SCENARIO PIECES OF PRIMARY INTEREST ........................................................................................................................... 16
WEEK 4 QUALITATIVE SCENARIO EXAMPLE ................................................................................................................................................... 17 Checking Week 4 Qualitative Alignment ........................................................................................................................................ 18
WEEK 5 MIXED METHOD DESIGN .................................................................................................................................................... 19
MERGING QUANTITATIVE AND QUALITATIVE SCENARIOS INTO A MIXED METHODS DESIGN .................................................................................... 20
WEEK 6 SCENARIO PIECES OF PRIMARY INTEREST ........................................................................................................................... 21
WEEK 6 QUANTITATIVE SCENARIO EXAMPLE ................................................................................................................................................. 22 Checking Week 6 Quantitative Alignment ...................................................................................................................................... 23
WEEK 7 SCENARIO PIECES OF PRIMARY INTEREST ........................................................................................................................... 24
WEEK 7 QUANTITATIVE SCENARIO EXAMPLE ................................................................................................................................................. 25 Checking Week 7 Quantitative Alignment ...................................................................................................................................... 26
WEEK 8 SCENARIO PIECES OF PRIMARY INTEREST .......................................................................................................................... 28
WEEK 8 QUANTITATIVE SCENARIO EXAMPLE ................................................................................................................................................. 29 Checking Week 8 Quantitative Alignment ...................................................................................................................................... 30
WEEK 9 SCENARIO PIECES OF PRIMARY INTEREST ........................................................................................................................... 32
WEEK 9 QUALITATIVE SCENARIO EXAMPLE ................................................................................................................................................... 33 Checking Week 9 Qualitative Scenario Alignment ......................................................................................................................... 34
WEEK 10 SCENARIO PIECES OF PRIMARY INTEREST ......................................................................................................................... 36
WEEK 10 QUALITATIVE SCENARIO EXAMPLE ................................................................................................................................................. 37 Checking Week 10 Qualitative Scenario Alignment ....................................................................................................................... 38
WEEK 11 SCENARIO PIECES OF PRIMARY INTEREST ......................................................................................................................... 40
WEEK 11 QUALITATIVE SCENARIO EXAMPLE ................................................................................................................................................. 41 Checking Week 10 Qualitative Scenario Alignment ....................................................................................................................... 42
Page 3 of 43
Week 1
Scenario Pieces of Primary Interest
In Week 1 the focus is on identifying a social problem or phenomenon of interest and specifying a research problem,
research purpose, and research question for both a quantitative and qualitative research scenario. Typically, a thorough
review and understanding of the relevant literature is needed to identify a bona fide research problem. We know that you
have not already conducted such a thorough literature review. For purposes of this course, the research problem—
something the scholarly community does not know—simply needs to be plausible. On the following pages are an example
of a quantitative scenario and an example of a qualitative scenario with these four elements that demonstrate alignment
and misalignment.
Page 4 of 43
Week 1 Quantitative Scenario Example
Social Problem or Phenomenon of Interest: Critical thinking skills in the
United States have been reported to be lower than critical thinking skills in other
industrialized countries.
Research Problem: The scholarly community does not know the extent to
which critical thinking skills differ between graduating seniors from a high
school at which the curriculum was problem-based compared to a high school
with lecture-based curriculum.
Research Purpose: The purpose of this quantitative study is to determine the
extent of difference in critical thinking skill scores between graduating seniors
from high schools with a problem-based versus lecture-based curriculum.
Research Question: What is the extent of difference in critical thinking skill
scores between graduating seniors from high schools with a problem-based
versus lecture-based curriculum?
The social problem or phenomenon
can be, and typically is, broad.
The research problem narrows the
scope and identifies something
specific the scholarly community does
not know.
It conjectures that differences in
critical thinking skills may differ
based on type of curriculum.
It explicitly, or at least implicitly,
identifies the population of interest—
here it is graduating seniors.
The research purpose identifies the
study as quantitative and, otherwise,
simply repeats the research problem.
This could not be a qualitative study
because to determine differences in
critical thinking skills requires a
quantitative measure.
If the research purpose focused on
graduating seniors from public versus
private high schools, it would not be
aligned with the research problem,
which was about type of curriculum.
The research question simply replaces “the purpose of this
quantitative study is to determine” from the purpose with “what
is”—everything else is exactly the same.
If the research question asked about critical thinking scores and
overall GPA, it would not be aligned with the problem or purpose,
neither of which mention GPA.
Page 5 of 43
Checking Week 1 Quantitative Alignment
One way to visually check alignment is to create a table of the key concepts represented in each key element. If every
concept in one element is contained in the other elements, then it is aligned (see first table below). If, however, a concept
in one element is missing in the other elements, then it is misaligned (see second table below).
Aligned Concepts Across Elements
Research Problem Research Purpose Research Question
Critical thinking Critical thinking Critical thinking
Graduating seniors Graduating seniors Graduating seniors
Problem-based curriculum Problem-based curriculum Problem-based curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
If the concepts of critical thinking, graduating seniors, problem-based curriculum and lecture-based curriculum
are included in the research problem; then, the research purpose and research question should also contain the same
concepts.
If these concepts appear in the
problem statement
The scholarly community does not
know the extent to which critical
thinking skills differ between
graduating seniors from a high
school at which the curriculum was
problem-based compared to a high
school with lecture-based curriculum.
Then, they should be contained in the
purpose statement
The purpose of this quantitative study
is to determine the extent of difference
in critical thinking skill scores
between graduating seniors from
high schools with a problem-based
versus lecture-based curriculum.
and in the research question
What is the extent of difference in
critical thinking skill scores between
graduating seniors from high schools
with a problem-based versus lecture-
based curriculum?
Misaligned Concepts Across Elements
Research Problem Research Purpose Research Question
Critical thinking Critical thinking Critical thinking
Graduating seniors Graduating seniors Graduating seniors
Problem-based curriculum Problem-based curriculum Problem-based curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Public high schools
Private high schools
GPA
Page 6 of 43
Week 1 Qualitative Scenario Example
Social Problem or Phenomenon of Interest: Critical thinking skills in the
United States have been reported to be lower than critical thinking skills in other
industrialized countries.
Research Problem: The scholarly community does not know what classroom
experiences contribute to students’ critical thinking skills or the developmental
range of experiences across elementary grade levels.
Research Purpose: The purpose of this qualitative study is to identify classroom
experiences that contribute to students’ critical thinking skills and to map the
developmental range of these experiences across elementary grade levels.
Research Question 1: What classroom experiences contribute to students’
critical thinking skills?
Research Question 2: What are the developmental range of experiences across
elementary grade levels?
The social problem or phenomenon
can be, and typically is, broad. And,
the same social problem or
phenomenon can be addressed by
either quantitative or qualitative
research.
It is the research problem that
determines a quantitative or
qualitative approach.
Previously, the quantitative scenario
focused on “differences” in critical
thinking skills between two groups.
Here, the research problem focuses on
“experiences.”
It conjectures that some classroom
experiences contribute to students’
critical thinking skills, and it
conjectures that the types of classroom
experiences may depend on the
developmental range of students.
It explicitly identifies the population
of interest as elementary grades.
The research purpose identifies the
study as qualitative to “identify”
classroom experiences and “map” the
developmental range.
If the research purpose focused on
students’ behavior or disciplinary
practices, it would not be aligned with
the research problem.
Because the research problem and research purpose are about two
different things—(a) classroom experiences, and (b) developmental
range of experiences—two separate research questions are needed. One
focused on the classroom experiences that contribute to students’
critical thinking skills, the other focused on the developmental range of
those experiences.
If a research question asked about experiences in accelerated classrooms
versus regular or remedial classrooms, it would not be aligned with the
problem or purpose, which only refer to elementary grade levels. If
understanding experiences in different types of classrooms is of interest,
then such would need to be incorporated in the research problem and
research purpose.
Page 7 of 43
Checking Week 1 Qualitative Alignment
The tables below extract the key concepts in the qualitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research Problem Research Purpose Research Question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Misaligned Concepts Across Elements
Research Problem Research Purpose Research Question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Students’ behavior
Disciplinary practices
Accelerated classrooms
Regular classrooms
Remedial classrooms
Page 8 of 43
Week 2
Scenario Pieces of Primary Interest
In Week 2 the focus is on adding a theoretical or conceptual framework to the quantitative and qualitative scenarios
proposed in Week 1. Although not part of the scenarios, learning resources this week help you understand the primary
purpose of a literature review and to identify and evaluate scientific sources of information.
A theory or conceptual framework is necessary in designing a dissertation study and plays a key role in guiding the
research questions and interpreting the results of a study. On the following pages the quantitative scenario example and
the qualitative scenario example are carried forward from Week 1 with the theoretical or conceptual framework element
added to demonstrate alignment and misalignment.
Page 9 of 43
Week 2 Quantitative Scenario Example
(Highlighted element is new this week)
Social Problem: Critical thinking skills in the United States have been reported
to be lower than critical thinking skills in other industrialized countries.
Research Problem: The scholarly community does not know the extent to
which critical thinking skills differ between graduating seniors from a high
school at which the curriculum was problem-based compared to a high school
with lecture-based curriculum.
Research Purpose: The purpose of this quantitative study is to determine the
extent of difference in critical thinking skill scores between graduating seniors
from high schools with a problem-based versus lecture-based curriculum.
Research Question: What is the extent of difference in critical thinking skill
scores between graduating seniors from high schools with a problem-based
versus lecture-based curriculum?
Theoretical or Conceptual Framework: The cognitive and social constructivist
theory of learning is a dynamic and collaborative process in which students are
actively involved in their learning, rather than being passive listeners of a
lecture. This theory fits and guides the research question expecting differences in
critical thinking skills between students in a problem-based versus lecture-based
curriculum and will inform the interpretation of the results.
In this quantitative scenario
differences in critical thinking skills
are expected to be different depending
on type of curriculum: problem-based
or lecture-based.
A theoretical or conceptual framework
needs to be one that leads the
researcher to that expectation and that
will aid in the interpretation of the
results.
Here, the cognitive and social
constructivist theory of learning
provides the foundation for expecting
and interpreting differences in critical
thinking skills between those from a
school that uses a problem-based
curriculum versus lecture-based
curriculum.
A biopsychosocial framework would
not fit because there is nothing in the
research problem, purpose, or question
that refers to biological or
psychological factors that affect
critical thinking.
Nor would a gender roles conceptual
framework fit because there is nothing
prior that refers to gender roles
affecting critical thinking.
Page 10 of 43
Checking Week 2 Quantitative Alignment
The tables below extract the key concepts in the quantitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research Problem Research Purpose Research Question
Critical thinking Critical thinking Critical thinking
Graduating seniors Graduating seniors Graduating seniors
Problem-based curriculum Problem-based curriculum Problem-based curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning guides the expectation and interpretation of differences in students’
critical thinking skills as a result of problem-based versus lecture-based curriculum exposure.
Misaligned Concepts Across Elements
Research Problem Research Purpose Research Question
Critical thinking Critical thinking Critical thinking
Graduating seniors Graduating seniors Graduating seniors
Problem-based curriculum Problem-based curriculum Problem-based curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Public high schools
Private high schools
GPA
Theoretical or Conceptual Framework
Biopsychosocial framework would not fit because there is nothing in the research problem, purpose, or question that
refers to biological or psychological factors that affect critical thinking.
Gender roles conceptual framework would not fit because there is nothing in prior elements that refers to gender roles
affecting critical thinking.
Page 11 of 43
Week 2 Qualitative Scenario Example
(Highlighted element is new this week)
Social Problem or Phenomenon of Interest: Critical thinking skills in the
United States have been reported to be lower than critical thinking skills in other
industrialized countries.
Research Problem: The scholarly community does not know what classroom
experiences contribute to students’ critical thinking skills or the developmental
range of experiences across elementary grade levels.
Research Purpose: The purpose of this qualitative study is to identify classroom
experiences that contribute to students’ critical thinking skills and to map the
developmental range of these experiences across elementary grade levels.
Research Question 1: What classroom experiences contribute to students’
critical thinking skills?
Research Question 2: What are the developmental range of experiences across
elementary grade levels?
Theoretical or Conceptual Framework: The cognitive and social constructivist
theory of learning, Kurfiss’s (1988) eight principles of critical thinking teaching
practices, and a developmental perspective form the conceptual framework for
this study. Each of these relate to identifying classroom experiences that
contribute to students’ critical thinking skills and the developmental perspective
also allows mapping of classroom experiences across elementary grade levels.
Each of these elements of the conceptual framework will also guide thematic
coding of lesson plans and classroom observations, and aid in the interpretation
of results.
In the research problem there is
conjecture that some classroom
experiences contribute to students’
critical thinking skills, and that the
types of classroom experiences may
depend on the developmental range of
students across elementary grades.
A theoretical or conceptual framework
needs to support the conjectures, guide
the specific research questions, and
serve as an aid in the interpretation of
the results.
Here, three elements make up the
conceptual framework.
1. The cognitive and social constructivist theory of learning
supports the conjecture that
critical thinking skills can be
enhanced by dynamic and
collaborative classroom
experiences that actively involve
students in the learning process.
2. Kurfiss’s (1988) eight principles of critical thinking teaching
practices.
3. Developmental perspective of classroom experiences.
The cognitive and social constructivist
theoretical lens, the eight principles of
critical thinking teaching practices,
and a developmental perspective will
guide data partitioning of lesson plans
and observations of classroom
exercises, and the coding and
interpretation of classroom experience
themes that contribute to critical
thinking skills.
Grounded theory would not fit the scenario because, first, grounded
theory is a research design not a theoretical or conceptual framework
and, second, the purpose of the study is to identify and
developmentally map classroom experiences that contribute to
students’ critical thinking skills, not to develop a theory, which is the
end goal of grounded theory.
The transformative emancipatory paradigm would not fit as a
conceptual framework because it is about giving voice to
marginalized groups, which is not a focus of the scenario’s research
problem, purpose, or questions.
Page 12 of 43
Checking Week 2 Qualitative Alignment
The tables below extract the key concepts in the qualitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning supports the conjecture that critical thinking skills can be enhanced
by dynamic and collaborative classroom experiences that actively involve students in the learning process.
Kurfiss’s (1988) eight principles of critical thinking teaching practices dovetail with the cognitive and social
constructivist theory of learning to specifically identify teaching practices that actively involve students in the learning
process.
A developmental perspective takes into account the developmental range of teaching practices and actively involved
students across elementary grades.
Misaligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Students’ behavior
Disciplinary practices
Accelerated classrooms
Regular classrooms
Remedial classrooms
Theoretical or Conceptual Framework
Grounded theory does not fit because it is a research design for the purpose of generating a new theory.
The transformative emancipatory paradigm does not fit because it is about giving voice to marginalized groups.
Page 13 of 43
Week 3
Scenario Pieces of Primary Interest
In Week 3 the focus is only on the quantitative scenario, adding a specific research design, sampling strategy (which
implies population), and data collection method that aligns with the research problem, purpose, and questions.
Campbell and Stanley (1963) described several specific quantitative designs that fall under the broad domains of pre-
experimental, quasi-experimental, experimental, and nonexperimental. Although you are not required in this course to
discuss threats to validity, identifying a specific design is critical because specific threats to validity are associated with
specific designs, not with the four broad domains or other generic terms such as exploratory, causal-comparative, cross-
sectional, or longitudinal.
The “Quantitative Research Design Concepts” pdf in the Week 3 Learning Resources area of the classroom distinguishes
between four commonly confused specific designs and addresses common quantitative sampling strategies and data
collection methods.
Page 14 of 43
Week 3 Quantitative Scenario Example
(Highlighted element is new this week)
Social Problem: Critical thinking skills in the United States have been reported to
be lower than critical thinking skills in other industrialized countries.
Research Problem: The scholarly community does not know the extent to which
critical thinking skills differ between graduating seniors from a high school at
which the curriculum was problem-based compared to a high school with lecture-
based curriculum.
Research Purpose: The purpose of this quantitative study is to determine the
extent of difference in critical thinking skill scores between graduating seniors
from high schools with a problem-based versus lecture-based curriculum.
Research Question: What is the extent of difference in critical thinking skill
scores between graduating seniors from high schools with a problem-based versus
lecture-based curriculum?
Theoretical or Conceptual Framework: The cognitive and social constructivist
theory of learning is a dynamic and collaborative process in which students are
actively involved in their learning, rather than being passive listeners of a lecture.
This theory fits and guides the research question expecting differences in critical
thinking skills between students in a problem-based versus lecture-based
curriculum and will inform the interpretation of the results.
Research Design: Comparing graduating seniors from a high school at which the
curriculum was problem-based compared to a high school with lecture-based
curriculum on critical thinking skills is a posttest only static group comparison
design because groups are compared on a current outcome after recently
experiencing different types of curriculum.
Sampling Strategy: A purposive sampling strategy will be used to invite only
graduating seniors (age 18 or over) from high schools with a problem-based or
lecture-based curriculum. Excluded will be freshmen, sophomores, juniors,
seniors under 18 years old, nongraduating seniors, and any high school senior in a
school with a curriculum other than problem-based or lecture-based.
Data Collection Method: Eligible students will be alerted to the opportunity to
participate through social media, which will contain a link to an online survey.
The research design must logically fit
the research problem, purpose, and
question. As previously noted these
three elements are aligned in focus on
comparing graduating seniors from
high schools with a problem-based
versus lecture-based curriculum on
critical thinking skills.
Because this is a current outcome after
recently experiencing different types
of curriculum, the appropriate design
is a posttest only static group
comparison.
It could not be an experimental
posttest only control/comparison
group design because students are not
randomly assigned to type of
curriculum.
It also could not be a quasi-
experimental nonequivalent
comparison group design because
there is no pretest.
The sampling strategy is purposive
because there are specific inclusion
criteria that also specifies the
population of interest.
It is not a convenience sample, even if
you conveniently invite students from
local high schools, because of the
specific inclusion criteria.
The data collection method of an
online survey fits the scenario because
an online survey can contain whatever
instrument is used to measure critical
thinking skills.
It could not be an unstructured
interview because reliability and
validity of a critical thinking skills
measure must ask each participant the
exact same questions.
Page 15 of 43
Checking Week 3 Quantitative Alignment
The tables below extract the key concepts in the quantitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research Problem Research Purpose Research Question
Critical thinking Critical thinking Critical thinking
Graduating seniors Graduating seniors Graduating seniors
Problem-based curriculum Problem-based curriculum Problem-based curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning guides the expectation and interpretation of differences in students’
critical thinking skills as a result of problem-based versus lecture-based curriculum exposure.
Research Design
A pre-experimental posttest only static group comparison fits because a current outcome (critical thinking skill scores)
will be compared between two groups recently experiencing different types of curriculum.
Sampling Strategy
A purposive sampling strategy fits because there are specific eligibility criteria for participants.
Data Collection Method
The data collection method of an online survey fits the scenario because an online survey can contain whatever
instrument is used to measure critical thinking skills.
Misaligned Concepts Across Elements
Research Problem Research Purpose Research Question
Critical thinking Critical thinking Critical thinking
Graduating seniors Graduating seniors Graduating seniors
Problem-based curriculum Problem-based curriculum Problem-based curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Public high schools
Private high schools
GPA
Theoretical or Conceptual Framework
Biopsychosocial framework would not fit because there is nothing in the research problem, purpose, or question that
refers to biological or psychological factors that affect critical thinking.
Gender roles conceptual framework would not fit because there is nothing in prior elements that refers to gender roles
affecting critical thinking.
Research Design
An experimental posttest only comparison group design does not fit because students are not randomly assigned to type
of curriculum.
A quasi-experimental nonequivalent comparison group design does not fit because there is no pretest.
Sampling Strategy
A convenience sample does not fit because a convenience sample does not have specific participant eligibility criteria.
Data Collection Method
An unstructured interview does not fit because reliability and validity of a critical thinking skills measure must ask each
participant the exact same questions.
Page 16 of 43
Week 4
Scenario Pieces of Primary Interest
In Week 4 the focus is only on the qualitative scenario, adding a specific research design, sampling strategy (which
implies population), and data collection method that aligns with the research problem, purpose, and questions.
The “Qualitative Research Design Concepts” pdf in the Week 4 Learning Resources area of the classroom clearly
differentiates six common qualitative research designs, four common qualitative sampling strategies, and common
qualitative data collection methods.
For the qualitative design, do not use broad terms such as descriptive, exploratory, hermeneutic, or lived experience. Use
one of the six specific designs in the “Qualitative Research Design Concepts” pdf, and briefly describe how the design fits
your scenario. Also, be specific about the sampling strategy and data collection method with brief description of how each
fit your scenario.
Page 17 of 43
Week 4 Qualitative Scenario Example
(Highlighted element is new this week)
Social Problem or Phenomenon of Interest: Critical thinking skills in the
United States have been reported to be lower than critical thinking skills in other
industrialized countries.
Research Problem: The scholarly community does not know what classroom
experiences contribute to students’ critical thinking skills or the developmental
range of experiences across elementary grade levels.
Research Purpose: The purpose of this qualitative study is to identify classroom
experiences that contribute to students’ critical thinking skills and to map the
developmental range of these experiences across elementary grade levels.
Research Question 1: What classroom experiences contribute to students’
critical thinking skills?
Research Question 2: What are the developmental range of experiences across
elementary grade levels?
Theoretical or Conceptual Framework: The cognitive and social constructivist
theory of learning, Kurfiss’s (1988) eight principles of critical thinking teaching
practices, and a developmental perspective form the conceptual framework for
this study. Each of these relate to identifying classroom experiences that
contribute to students’ critical thinking skills and the developmental perspective
also allows mapping of classroom experiences across elementary grade levels.
Each of these elements of the conceptual framework will also guide thematic
coding of lesson plans and classroom observations, and aid in the interpretation of
results.
Research Design: A case study design will be used to focus on the bounded
system of classroom experiences across elementary grade levels. A case study is
appropriate because multiple sources of information (classroom observations,
review of lesson plans) will be used for case-based themes common across and
unique to elementary grade levels.
Sampling Strategy: The purpose is not to identify rare classroom experiences
that contribute to students’ critical thinking skills or all possible experiences, but
the normal and usual experience, so a typical sample will be sought.
Data Collection Method: Data will be collected by observation of activities in
the natural classroom setting and from archival document review of teachers’
lesson plans.
The sampling strategy is “typical”
because normal and usual classroom
experiences are sought.
It is not a “unique” sampling strategy
because interest is not in rare
classroom experiences that contribute
to students’ critical thinking skills,
though rare events could emerge from
the analysis.
The research design must logically fit
the research problem, purpose, and
question. As previously noted these
three elements are aligned in focus on
identifying and mapping classroom
experiences that contribute to
students’ critical thinking skills across
elementary grade levels.
A case study design fits this focus,
particularly because multiple sources
of information will be used to
understand the bounded system of the
classroom.
It could not be a narrative design
because it is not about using people’s
stories to understand the classroom
experiences, but about direct
observation and document review of
lesson plans.
To identify and map the
developmental range of classroom
experiences, direct observation of
classrooms and document review of
lesson plans fit the scenario.
A structured survey asking teachers
about the frequency of use of
Kurfiss’s (1988) eight principles of
critical thinking teaching practices
could provide valuable information,
but such would make the scenario a
quantitative study.
Page 18 of 43
Checking Week 4 Qualitative Alignment
The tables below extract the key concepts in the qualitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning supports the conjecture that critical thinking skills can be enhanced
by dynamic and collaborative classroom experiences that actively involve students in the learning process.
Kurfiss’s (1988) eight principles of critical thinking teaching practices dovetail with the cognitive and social
constructivist theory of learning to specifically identify teaching practices that actively involve students in the learning
process.
A developmental perspective takes into account the developmental range of teaching practices and actively involved
students across elementary grades.
Research Design
A case study design fits the scenario particularly because multiple sources of data 9classroom observations, document
review of lesson plans) will be used to understand the bounded system of the classroom.
Sampling Strategy
The sampling strategy is typical because normal and usual experiences are sought.
Data Collection Method
To understand what classroom experiences contribute to students’ critical thinking skills direct observations of
classrooms and document review of lesson plans will be conducted.
Misaligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Students’ behavior
Disciplinary practices
Accelerated classrooms
Regular classrooms
Remedial classrooms
Theoretical or Conceptual Framework
Grounded theory does not fit because it is a research design for the purpose of generating a new theory.
The transformative emancipatory paradigm does not fit because it is about giving voice to marginalized groups.
Research Design
A narrative design does not fit because the scenario is not about using people’s stories to understand classroom
experiences.
Sampling Strategy
A unique sampling strategy does not fit because interest is not in rare classroom experiences.
Data Collection Method
A structured interview of teachers’ frequency of use of Kurfiss’s (1988) eight principles of critical thinking teaching
practices would make it a quantitative study.
Page 19 of 43
Week 5
Mixed Method Design
From a common social problem or phenomenon of interest you have developed a quantitative research scenario and a
qualitative research scenario. Neither of these were created specific to a particular mixed method design. In Week 5 the
focus is on discussing how your quantitative and qualitative scenarios might be combined for a mixed methods study.
Creswell and Creswell (2018) describe in Chapter 10 three basic types of mixed methods designs: convergent, explanatory
sequential, and exploratory sequential. Pay particular attention to pages 217–218, 221–222, and 224. Creswell and
Creswell also discuss factors important in choosing a design (pp. 236–239) including a recommended design based on the
study’s objectives and expected outcomes (see Table 10.3, p. 237, particularly the rows related to the three basic types).
It is possible, perhaps likely, that your quantitative and qualitative scenarios do not fit any of the three basic types of
mixed methods design because they were not created with mixed methods in mind. The example quantitative and
qualitative scenarios described in this document do not fit a mixed method. First, the populations of interest are different,
graduating high school seniors in the quantitative scenario and elementary grade levels in the qualitative. Second, the
quantitative is about measuring and comparing critical thinking skill scores, while the qualitative is about identifying and
mapping classroom experiences that contribute to critical thinking skills.
Even though the separate scenarios do not fit as mixed methods, it’s possible to add something to one or the other scenario
to align with one of the three basic types of mixed methods design. The most critical addition, from which all other
elements would logically follow, is a second research problem. Examples are provided in the table on the next page. In
your Week 5 discussion post it is sufficient to simply add an additional qualitative research problem to your quantitative
research problem, or an additional quantitative research problem to your qualitative research problem, identify the
appropriate mixed method design, and briefly explain how the design fits with the original and added research problem.
The three basic mixed method designs are described below:
Explanatory Quantitative-Qualitative Sequential Design: In this design the plan for the qualitative portion depends on
and must be conducted after analysis of the quantitative results. The purpose of the qualitative portion is to explain
(hence, explanatory) “confusing, contradictory, or unusual” (Creswell 7 Creswell, 2018, p. 222) quantitative findings, or
to gain a better understanding of selected participants’ thought process, perspectives, or experiences related to the subject
matter of the quantitative portion.
Exploratory Qualitative-Quantitative Sequential Design In this design the plan for the quantitative portion depends on
and must be conducted after analysis of the qualitative results. For example, the quotes, codes, and themes from the
qualitative analysis might reveal new variables or constructs of interest from which items and scales could be developed
and tested.
Convergent Design: In this design the quantitative and qualitative data are typically collected at the same time and
address the same concepts or constructs, one for the purpose of quantitatively relating or testing group differences on the
concepts or constructs, the other to gain a rich, in-depth understanding of the concepts or constructs from participants’
perspectives.
Page 20 of 43
Merging Quantitative and Qualitative Scenarios Into a Mixed Methods Design
Original Research Problem Additional Research Problem Mixed Method Design
Quantitative: The scholarly
community does not know the extent
to which critical thinking skills differ
between graduating seniors from a
high school at which the curriculum
was problem-based compared to a
high school with lecture-based
curriculum.
Qualitative: The scholarly
community does not know the
classroom experiences of graduating
high school seniors in problem-based
versus lecture-based curricula that
might explain differences, or not, in
critical thinking skills.
Explanatory quantitative-
qualitative sequential: The
qualitative piece follows the
quantitative piece for the specific
purpose of trying to explain critical
thinking skill score differences based
on classroom experiences.
Qualitative: The scholarly
community does not know what
classroom experiences contribute to
students critical thinking skills or the
developmental range of experiences
across elementary grad levels.
Quantitative: The scholarly
community does not know the extent
to which public and private
elementary schools differ in the use of
classroom experiences and the
developmental range of experiences
that contribute to critical thinking
skills.
Exploratory qualitative-
quantitative sequential: After
identifying in the qualitative piece the
classroom experiences and
developmental range of experiences,
the coded list is used to create a
quantitative study to explore the
frequency of use of these in public
and private elementary schools.
Quantitative: The scholarly
community does not know the extent
to which critical thinking skills differ
between graduating seniors from a
high school at which the curriculum
was problem-based compared to a
high school with lecture-based
curriculum.
Qualitative: The scholarly
community does not know the types
of challenges high school teachers
face in creating lesson plans and
classroom activities that might
contribute to students’ critical
thinking skills.
Convergent: The qualitative data
does not depend at all on the
quantitative results. The quantitative
and qualitative data are simply
merged to provide a fuller
understanding of the critical thinking
skills social problem
Page 21 of 43
Week 6
Scenario Pieces of Primary Interest
In Week 6 the focus is only on the quantitative scenario, adding a description of each variable, each variable’s range of
measured values, the level of measurement of each variable, and the identification of each variable as independent or
dependent that aligns with the research problem, purpose, and questions.
For example, sex has two levels (male, female) and according to Stevens’s (1946) framework is a nominal level of
measurement. If you asked males and females how many minutes of news programming they watched or listened to, on
average, each day, the number of minutes would be a ratio level of measurement. If you expected males and females to
differ in the number of minutes, then sex would be the independent variable and number of minutes the dependent
variable.
Make sure you familiarize yourself with Stevens’s four levels of measurement and the other Week 6 Learning Resources.
Page 22 of 43
Week 6 Quantitative Scenario Example
(Highlighted element is new this week)
Social Problem: Critical thinking skills in the United States have been reported
to be lower than critical thinking skills in other industrialized countries.
Research Problem: The scholarly community does not know the extent to which
critical thinking skills differ between graduating seniors from a high school at
which the curriculum was problem-based compared to a high school with lecture-
based curriculum.
Research Purpose: The purpose of this quantitative study is to determine the
extent of difference in critical thinking skill scores between graduating seniors
from high schools with a problem-based versus lecture-based curriculum.
Research Question: What is the extent of difference in critical thinking skill
scores between graduating seniors from high schools with a problem-based
versus lecture-based curriculum?
Theoretical or Conceptual Framework: The cognitive and social constructivist
theory of learning is a dynamic and collaborative process in which students are
actively involved in their learning, rather than being passive listeners of a lecture.
This theory fits and guides the research question expecting differences in critical
thinking skills between students in a problem-based versus lecture-based
curriculum and will inform the interpretation of the results.
Research Design: Comparing graduating seniors from a high school at which the
curriculum was problem-based compared to a high school with lecture-based
curriculum on critical thinking skills is a posttest only static group comparison
design because groups are compared on a current outcome after recently
experiencing different types of curriculum.
Sampling Strategy: A purposive sampling strategy will be used to invite only
graduating seniors (age 18 or over) from high schools with a problem-based or
lecture-based curriculum. Excluded will be freshmen, sophomores, juniors,
seniors under 18 years old, nongraduating seniors, and any high school senior in
a school with a curriculum other than problem-based or lecture-based.
Data Collection Method: Eligible students will be alerted to the opportunity to
participate through social media, which will contain a link to an online survey.
Variables: Critical thinking skill scores (dependent variable) are expected to
differ based on type of curriculum (independent variable). Type of curriculum
has a nominal level of measurement with two levels: (a) problem-based, and (b)
lecture-based. Critical thinking will be measured using the California Critical
Thinking Skills Test (CCTST). The CCTST is a 34-item multiple choice format with an overall score of correct answers
reported on a 100-percentage point ratio level of measurement.
The variables of interest should be
apparent in the research problem,
research purpose, and research
question.
The task this week is to operationalize
the variables.
From the research problem, purpose,
and question it is clear that type of
curriculum has two levels or values:
problem-focused and lecture focused.
It is important to understand that
problem-focused and lecture-focused
are not separate variables, but separate
values of the variable “type of
curriculum.”
It is also important to understand that
graduating seniors is not a variable—
all participants will be graduating
seniors, so this would not vary; a
variable must vary in its values.
In this example critical thinking skills
is operationalized as measured by the
California Critical Thinking Skills
Test.
No variable should be identified that
isn’t included in the research problem,
purpose, or question. For example, it
might be of interest to also compare
males and females on critical thinking.
But to identify sex as a variable, one
would have to modify the research
problem, purpose, and question to also
include sex.
Page 23 of 43
Checking Week 6 Quantitative Alignment
The tables below extract the key concepts in the quantitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research Problem Research Purpose Research Question Variables
Critical thinking Critical thinking Critical thinking California Critical Thinking
Skills Test
Graduating seniors Graduating seniors Graduating seniors Population—not a variable
Problem-based curriculum Problem-based curriculum Problem-based curriculum Type of curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning guides the expectation and interpretation of differences in students’
critical thinking skills as a result of problem-based versus lecture-based curriculum exposure.
Research Design
A pre-experimental posttest only static group comparison fits because a current outcome (critical thinking skill scores)
will be compared between two groups recently experiencing different types of curriculum.
Sampling Strategy
A purposive sampling strategy fits because there are specific eligibility criteria for participants.
Data Collection Method
The data collection method of an online survey fits the scenario because an online survey can contain whatever
instrument is used to measure critical thinking skills.
Misaligned Concepts Across Elements
Research Problem Research Purpose Research Question Variables
Critical thinking Critical thinking Critical thinking California Critical Thinking
Skills Test
Graduating seniors Graduating seniors Graduating seniors Population—not a variable
Problem-based curriculum Problem-based curriculum Problem-based curriculum Type of curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Public high schools
Private high schools
GPA
Sex (males vs. females)
Theoretical or Conceptual Framework
Biopsychosocial framework would not fit because there is nothing in the research problem, purpose, or question that
refers to biological or psychological factors that affect critical thinking.
Gender roles conceptual framework would not fit because there is nothing in prior elements that refers to gender roles
affecting critical thinking.
Research Design
An experimental posttest only comparison group design does not fit because students are not randomly assigned to type
of curriculum.
A quasi-experimental nonequivalent comparison group design does not fit because there is no pretest.
Sampling Strategy
A convenience sample does not fit because a convenience sample does not have specific participant eligibility criteria.
Data Collection Method
An unstructured interview does not fit because reliability and validity of a critical thinking skills measure must ask each
participant the exact same questions.
Page 24 of 43
Week 7
Scenario Pieces of Primary Interest
In Week 7 the focus is only on the quantitative scenario, adding a specific statistical analysis procedure that aligns with
the research problem, purpose, and questions.
The appropriate statistical procedure depends on the research question and the level of measurement of the variables. Last
week focus was on Stevens’s (1946) nominal, ordinal, interval, and ratio levels of measurement. This can be simplified as
nominal (or categorical) and metric (which includes ordinal, Likert-type, interval, and ratio).
The “Statistical Analysis Decision Table” pdf in the Week 7 Learning Resources area guides you to the proper analysis
based on simply categorical versus metric classification of your variables. The table only includes the basic types of
analysis that you are expected to know at this point in your professional development.
Page 25 of 43
Week 7 Quantitative Scenario Example
(Highlighted element is new this week)
Social Problem: Critical thinking skills in the United States have been reported
to be lower than critical thinking skills in other industrialized countries.
Research Problem: The scholarly community does not know the extent to which
critical thinking skills differ between graduating seniors from a high school at
which the curriculum was problem-based compared to a high school with lecture-
based curriculum.
Research Purpose: The purpose of this quantitative study is to determine the
extent of difference in critical thinking skill scores between graduating seniors
from high schools with a problem-based versus lecture-based curriculum.
Research Question: What is the extent of difference in critical thinking skill
scores between graduating seniors from high schools with a problem-based
versus lecture-based curriculum?
Theoretical or Conceptual Framework: The cognitive and social constructivist
theory of learning is a dynamic and collaborative process in which students are
actively involved in their learning, rather than being passive listeners of a lecture.
This theory fits and guides the research question expecting differences in critical
thinking skills between students in a problem-based versus lecture-based
curriculum and will inform the interpretation of the results.
Research Design: Comparing graduating seniors from a high school at which the
curriculum was problem-based compared to a high school with lecture-based
curriculum on critical thinking skills is a posttest only static group comparison
design because groups are compared on a current outcome after recently
experiencing different types of curriculum.
Sampling Strategy: A purposive sampling strategy will be used to invite only
graduating seniors (age 18 or over) from high schools with a problem-based or
lecture-based curriculum. Excluded will be freshmen, sophomores, juniors,
seniors under 18 years old, nongraduating seniors, and any high school senior in
a school with a curriculum other than problem-based or lecture-based.
Data Collection Method: Eligible students will be alerted to the opportunity to participate through social media, which
will contain a link to an online survey.
Variables: Critical thinking skill scores (dependent variable) are expected to differ based on type of curriculum
(independent variable). Type of curriculum has a nominal level of measurement with two levels: (a) problem-based, and
(b) lecture-based. Critical thinking will be measured using the California Critical Thinking Skills Test (CCTST). The
CCTST is a 34-item multiple choice format with an overall score of correct answers reported on a 100-percentage point
ratio level of measurement.
Statistical Analysis: To determine the mean difference on CCTST scores between graduating seniors from high schools
with problem-based versus lecture-based curriculum, an Independent Samples t Test will be conducted.
In this scenario there are only two
variables: (a) type of curriculum with
two levels (problem-based, lecture-
based), and (b) critical thinking
measured as a percentage correct on
the 34-item California Critical
Thinking Skills Test.
Type of curriculum is a categorical
variable with two levels. Critical
thinking scores are metric.
From the Statistical Analysis Decision
Table pdf we find the combination of
categorical variable and metric
variable as either an Independent
Samples t Test or a One-Way
ANOVA. (Either is correct, the results
would be the same).
It is important to understand that if the
categorical variable has three or more
levels, then the Independent Samples t
Test would be inappropriate because it
can only analyze categorical variables
with two levels.
A Chi Square Test of Independence
would not align because it is for
analyzing two categorical variables.
Page 26 of 43
Checking Week 7 Quantitative Alignment
The tables below extract the key concepts in the quantitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research Problem Research Purpose Research Question Variables
Critical thinking Critical thinking Critical thinking California Critical Thinking
Skills Test
Graduating seniors Graduating seniors Graduating seniors Population—not a variable
Problem-based curriculum Problem-based curriculum Problem-based curriculum Type of curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning guides the expectation and interpretation of differences in students’
critical thinking skills as a result of problem-based versus lecture-based curriculum exposure.
Research Design
A pre-experimental posttest only static group comparison fits because a current outcome (critical thinking skill scores)
will be compared between two groups recently experiencing different types of curriculum.
Sampling Strategy
A purposive sampling strategy fits because there are specific eligibility criteria for participants.
Data Collection Method
The data collection method of an online survey fits the scenario because an online survey can contain whatever
instrument is used to measure critical thinking skills.
Statistical Analysis
Independent samples t test to compare mean difference on California Critical Thinking Skills Test between graduating
seniors from high schools with problem-based versus lecture-based curriculum.
Page 27 of 43
Misaligned Concepts Across Elements
Research Problem Research Purpose Research Question Variables
Critical thinking Critical thinking Critical thinking California Critical Thinking
Skills Test
Graduating seniors Graduating seniors Graduating seniors Population—not a variable
Problem-based curriculum Problem-based curriculum Problem-based curriculum Type of curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Public high schools
Private high schools
GPA
Sex (males vs. females)
Theoretical or Conceptual Framework
Biopsychosocial framework would not fit because there is nothing in the research problem, purpose, or question that
refers to biological or psychological factors that affect critical thinking.
Gender roles conceptual framework would not fit because there is nothing in prior elements that refers to gender roles
affecting critical thinking.
Research Design
An experimental posttest only comparison group design does not fit because students are not randomly assigned to type
of curriculum.
A quasi-experimental nonequivalent comparison group design does not fit because there is no pretest.
Sampling Strategy
A convenience sample does not fit because a convenience sample does not have specific participant eligibility criteria.
Data Collection Method
An unstructured interview does not fit because reliability and validity of a critical thinking skills measure must ask each
participant the exact same questions.
Statistical Analysis
A Chi Square Test of Independence would not align because it is for analyzing two categorical variables
Page 28 of 43
Week 8
Scenario Pieces of Primary Interest
In Week 8 the focus is only on the quantitative scenario. This is an opportunity to tighten up the specificity and
alignment of all prior elements and to think about and briefly describe positive social change implications of potential
findings.
Although not required to specifically discuss the internal and external validity of your quantitative scenario, it is important
to understand that positive social change implications are bounded by the validity of your study, particularly the specific
research design, population, sampling strategy, reliability of measured variables, and the actual findings. It is important to
avoid grandiose positive social change implications.
When thinking about potential positive social change, considered implications applied to one or more of the following:
individuals, groups, settings, communities, professional practice, or policy.
Page 29 of 43
Week 8 Quantitative Scenario Example
(Highlighted element is new this week)
Social Problem: Critical thinking skills in the United States have been reported
to be lower than critical thinking skills in other industrialized countries.
Research Problem: The scholarly community does not know the extent to which
critical thinking skills differ between graduating seniors from a high school at
which the curriculum was problem-based compared to a high school with lecture-
based curriculum.
Research Purpose: The purpose of this quantitative study is to determine the
extent of difference in critical thinking skill scores between graduating seniors
from high schools with a problem-based versus lecture-based curriculum.
Research Question: What is the extent of difference in critical thinking skill
scores between graduating seniors from high schools with a problem-based
versus lecture-based curriculum?
Theoretical or Conceptual Framework: The cognitive and social constructivist
theory of learning is a dynamic and collaborative process in which students are
actively involved in their learning, rather than being passive listeners of a lecture.
This theory fits and guides the research question expecting differences in critical
thinking skills between students in a problem-based versus lecture-based
curriculum and will inform the interpretation of the results.
Research Design: Comparing graduating seniors from a high school at which the
curriculum was problem-based compared to a high school with lecture-based
curriculum on critical thinking skills is a posttest only static group comparison
design because groups are compared on a current outcome after recently
experiencing different types of curriculum.
Sampling Strategy: A purposive sampling strategy will be used to invite only
graduating seniors (age 18 or over) from high schools with a problem-based or
lecture-based curriculum. Excluded will be freshmen, sophomores, juniors,
seniors under 18 years old, nongraduating seniors, and any high school senior in
a school with a curriculum other than problem-based or lecture-based.
Data Collection Method: Eligible students will be alerted to the opportunity to
participate through social media, which will contain a link to an online survey.
Variables: Critical thinking skill scores (dependent variable) are expected to
differ based on type of curriculum (independent variable). Type of curriculum
has a nominal level of measurement with two levels: (a) problem-based, and (b) lecture-based. Critical thinking will be
measured using the California Critical Thinking Skills Test (CCTST). The CCTST is a 34-item multiple choice format
with an overall score of correct answers reported on a 100-percentage point ratio level of measurement.
Statistical Analysis: To determine the mean difference on CCTST scores between graduating seniors from high schools
with problem-based versus lecture-based curriculum, an Independent Samples t Test will be conducted.
Social Change: “Critical thinking correlates with workplace and academic success, certification and licensure, and
survival of some of life’s most difficult challenges” (Insight Assessment, 2016, p. 16). If critical thinking scores are
higher for graduating seniors from high schools with a problem-based curriculum, then further understanding of how
problem-based instruction increases critical thinking might lead to improved educational, workplace, and professional
success.
This scenario is about the effect of
type of curriculum on critical thinking
skills.
It is not a controlled experiment, so
even if critical thinking scores are
higher in those from a problem-based
curriculum, you cannot conclude the
curriculum “caused” the improved
scores.
Moreover, the results of one study
does not “prove” anything. So, any
social change implications need to be
cautiously framed.
Avoid definitive conclusions by using
words such as “might,” “could,”
“may,” and so on.
Also, it is good practice to couch
potential social change implications
with need for further research to
validate the findings.
Even though the potential social
change implications for this scenario
is premised on prior research findings
that critical thinking correlates with
life success, it would be inappropriate
to claim that students from a problem-
based curriculum will have better
success in life because you did not
actually measure any form of
success—such would go beyond the
bounds of the findings.
Page 30 of 43
Checking Week 8 Quantitative Alignment
The tables below extract the key concepts in the quantitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research Problem Research Purpose Research Question Variables
Critical thinking Critical thinking Critical thinking California Critical Thinking
Skills Test
Graduating seniors Graduating seniors Graduating seniors Population—not a variable
Problem-based curriculum Problem-based curriculum Problem-based curriculum Type of curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning guides the expectation and interpretation of differences in students’
critical thinking skills as a result of problem-based versus lecture-based curriculum exposure.
Research Design
A pre-experimental posttest only static group comparison fits because a current outcome (critical thinking skill scores)
will be compared between two groups recently experiencing different types of curriculum.
Sampling Strategy
A purposive sampling strategy fits because there are specific eligibility criteria for participants.
Data Collection Method
The data collection method of an online survey fits the scenario because an online survey can contain whatever
instrument is used to measure critical thinking skills.
Statistical Analysis
Independent samples t test to compare mean difference on California Critical Thinking Skills Test between graduating
seniors from high schools with problem-based versus lecture-based curriculum.
Social Change
If critical thinking scores are higher for graduating seniors from high schools with a problem-based curriculum, then
further understanding of how problem-based instruction increases critical thinking might lead to improved educational,
workplace, and professional success.
Page 31 of 43
Misaligned Concepts Across Elements
Research Problem Research Purpose Research Question Variables
Critical thinking Critical thinking Critical thinking California Critical Thinking
Skills Test
Graduating seniors Graduating seniors Graduating seniors Population—not a variable
Problem-based curriculum Problem-based curriculum Problem-based curriculum Type of curriculum
Lecture-based curriculum Lecture-based curriculum Lecture-based curriculum
Public high schools
Private high schools
GPA
Sex (males vs. females)
Theoretical or Conceptual Framework
Biopsychosocial framework would not fit because there is nothing in the research problem, purpose, or question that
refers to biological or psychological factors that affect critical thinking.
Gender roles conceptual framework would not fit because there is nothing in prior elements that refers to gender roles
affecting critical thinking.
Research Design
An experimental posttest only comparison group design does not fit because students are not randomly assigned to type
of curriculum.
A quasi-experimental nonequivalent comparison group design does not fit because there is no pretest.
Sampling Strategy
A convenience sample does not fit because a convenience sample does not have specific participant eligibility criteria.
Data Collection Method
An unstructured interview does not fit because reliability and validity of a critical thinking skills measure must ask each
participant the exact same questions.
Statistical Analysis
A Chi Square Test of Independence would not align because it is for analyzing two categorical variables
Social Change
It would be inappropriate to claim that students from a problem-based curriculum will have better success in life because
you did not actually measure any form of success—such would go beyond the bounds of the findings.
Page 32 of 43
Week 9
Scenario Pieces of Primary Interest
In Week 9 the focus is only on the qualitative scenario, adding specific sample selection criteria that aligns with the
research problem, research purpose, research question, theoretical or conceptual framework, research design, sampling
strategy, and data collection method developed in Weeks 1-4.
In particular, the sample selection criteria element refocuses on and makes more specific the sampling strategy and data
collection procedures, identifying who or what will be included or excluded.
Page 33 of 43
Week 9 Qualitative Scenario Example
(Highlighted element is new this week)
Social Problem or Phenomenon of Interest: Critical thinking skills in the
United States have been reported to be lower than critical thinking skills in
other industrialized countries.
Research Problem: The scholarly community does not know what classroom
experiences contribute to students’ critical thinking skills or the developmental
range of experiences across elementary grade levels.
Research Purpose: The purpose of this qualitative study is to identify
classroom experiences that contribute to students’ critical thinking skills and to
map the developmental range of these experiences across elementary grade
levels.
Research Question 1: What classroom experiences contribute to students’
critical thinking skills?
Research Question 2: What are the developmental range of experiences
across elementary grade levels?
Theoretical or Conceptual Framework: The cognitive and social
constructivist theory of learning, Kurfiss’s (1988) eight principles of critical
thinking teaching practices, and a developmental perspective form the
conceptual framework for this study. Each of these relate to identifying
classroom experiences that contribute to students’ critical thinking skills and
the developmental perspective also allows mapping of classroom experiences
across elementary grade levels. Each of these elements of the conceptual
framework will also guide thematic coding of lesson plans and classroom
observations, and aid in the interpretation of results.
Research Design: A case study design will be used to focus on the bounded
system of classroom experiences across elementary grade levels. A case study
is appropriate because multiple sources of information (classroom
observations, review of lesson plans) will be used for case-based themes common across and unique to elementary grade
levels.
Sampling Strategy: The purpose is not to identify rare classroom experiences that contribute to students’ critical thinking
skills or all possible experiences, but the normal and usual experience, so a typical sample will be sought.
Sampling Criteria: A public K-6 elementary school will be invited to participate. Classroom observations and lesson
plan review of teachers with at least five years of experience will be included. Remedial and accelerated classrooms and
lesson plans will be excluded.
Data Collection Method: Data will be collected by observation of activities in the natural classroom setting and from
archival document review of teachers’ lesson plans.
Elementary grade levels are
referenced in the research problem,
purpose, question, and design. Some
school districts categorize
“elementary” grade levels as K-5 and
middle school grade levels as 6-8,
others as K-6 elementary and 7-8
middle, and others use a K-6
elementary scheme with 7-9 labelled
junior high.
So, it is important to operationalize as
part of the sampling criteria element
what specifically will constitute
elementary grade levels for this study.
The sampling strategy specified a
“typical” sample, so charter schools
and private schools will be excluded,
as well as remedial or accelerated
classrooms in an otherwise eligible
public school.
A typical sample also applies to
teacher experience, so only
classrooms and lesson plans of
teachers with at least 5 years
experience will be included.
Page 34 of 43
Checking Week 9 Qualitative Scenario Alignment
The tables below extract the key concepts in the qualitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning supports the conjecture that critical thinking skills can be enhanced
by dynamic and collaborative classroom experiences that actively involve students in the learning process.
Kurfiss’s (1988) eight principles of critical thinking teaching practices dovetail with the cognitive and social
constructivist theory of learning to specifically identify teaching practices that actively involve students in the learning
process.
A developmental perspective takes into account the developmental range of teaching practices and actively involved
students across elementary grades.
Research Design
A case study design fits the scenario particularly because multiple sources of data 9classroom observations, document
review of lesson plans) will be used to understand the bounded system of the classroom.
Sampling Strategy
The sampling strategy is typical because normal and usual experiences are sought.
Sampling Criteria
Public K-6 elementary school. Classes and lesson plans taught be teachers with at least five years of experience. Regular
classrooms and lesson plans only (remedial and accelerated excluded).
Data Collection Method
To understand what classroom experiences contribute to students’ critical thinking skills direct observations of
classrooms and document review of lesson plans will be conducted.
Page 35 of 43
Misaligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Students’ behavior
Disciplinary practices
Accelerated classrooms
Regular classrooms
Remedial classrooms
Theoretical or Conceptual Framework
Grounded theory does not fit because it is a research design for the purpose of generating a new theory.
The transformative emancipatory paradigm does not fit because it is about giving voice to marginalized groups.
Research Design
A narrative design does not fit because the scenario is not about using people’s stories to understand classroom
experiences.
Sampling Strategy
A unique sampling strategy does not fit because interest is not in rare classroom experiences.
Sampling Criteria
Charter school. Second and third grade classrooms only. First year teachers.
Data Collection Method
A structured interview of teachers’ frequency of use of Kurfiss’s (1988) eight principles of critical thinking teaching
practices would make it a quantitative study.
Page 36 of 43
Week 10
Scenario Pieces of Primary Interest
In Week 10 the focus is only on the qualitative scenario, adding specific sources of data that align with the research
problem, research purpose, research question, theoretical or conceptual framework, research design, sampling strategy,
sampling criteria, and data collection method developed in Weeks 1-4 and 9.
In particular, the sources of data element refocuses on and makes more specific the sampling strategy and data collection
procedures, identifying specific data that will be included or excluded. Often, in qualitative research, sources of data are
guided by a protocol.
Page 37 of 43
Week 10 Qualitative Scenario Example
(Highlighted element is new this week)
Social Problem or Phenomenon of Interest: Critical thinking skills in the
United States have been reported to be lower than critical thinking skills in
other industrialized countries.
Research Problem: The scholarly community does not know what classroom
experiences contribute to students’ critical thinking skills or the developmental
range of experiences across elementary grade levels.
Research Purpose: The purpose of this qualitative study is to identify
classroom experiences that contribute to students’ critical thinking skills and to
map the developmental range of these experiences across elementary grade
levels.
Research Question 1: What classroom experiences contribute to students’
critical thinking skills?
Research Question 2: What are the developmental range of experiences
across elementary grade levels?
Theoretical or Conceptual Framework: The cognitive and social
constructivist theory of learning, Kurfiss’s (1988) eight principles of critical
thinking teaching practices, and a developmental perspective form the
conceptual framework for this study. Each of these relate to identifying
classroom experiences that contribute to students’ critical thinking skills and
the developmental perspective also allows mapping of classroom experiences
across elementary grade levels. Each of these elements of the conceptual
framework will also guide thematic coding of lesson plans and classroom
observations, and aid in the interpretation of results.
Research Design: A case study design will be used to focus on the bounded system of classroom experiences across
elementary grade levels. A case study is appropriate because multiple sources of information (classroom observations,
review of lesson plans) will be used for case-based themes common across and unique to elementary grade levels.
Sampling Strategy: The purpose is not to identify rare classroom experiences that contribute to students’ critical thinking
skills or all possible experiences, but the normal and usual experience, so a typical sample will be sought.
Sampling Criteria: A public K-6 elementary school will be invited to participate. Classroom observations and lesson
plan review of teachers with at least five years of experience will be included. Remedial and accelerated classrooms and
lesson plans will be excluded.
Data Collection Method: Data will be collected by observation of activities in the natural classroom setting and from
archival document review of teachers’ lesson plans.
Sources of Data: An observation and lesson plan protocol will be developed guided by the cognitive and social
constructivist theory of learning and Kurfiss’s (1988) eight principles of critical thinking teaching practices. The protocol
will help to focus observations and lesson plan review on teaching methods, student-teacher engagement, student-student
engagement, making real life connections, problem solving, and creating.
The sampling criteria narrowed the
focus on a public K-6 elementary
school and regular classrooms (not
remedial or accelerated) taught by
teachers with at least five years of
experience.
The data collection method already
limited data to classroom observations
and review of lesson plans.
But what, specifically, will be looked
for and coded needs to be described.
Here, a protocol is proposed to focus
on broad categories, such as teaching
methods, student-teacher engagement,
student-student engagement, making
connections to real life, problem
solving, and creativity.
Students perceptions about school or
teacher’s perceptions about student
discipline would not be sources of
data that would align with other key
elements.
Page 38 of 43
Checking Week 10 Qualitative Scenario Alignment
The tables below extract the key concepts in the qualitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning supports the conjecture that critical thinking skills can be enhanced
by dynamic and collaborative classroom experiences that actively involve students in the learning process.
Kurfiss’s (1988) eight principles of critical thinking teaching practices dovetail with the cognitive and social
constructivist theory of learning to specifically identify teaching practices that actively involve students in the learning
process.
A developmental perspective takes into account the developmental range of teaching practices and actively involved
students across elementary grades.
Research Design
A case study design fits the scenario particularly because multiple sources of data 9classroom observations, document
review of lesson plans) will be used to understand the bounded system of the classroom.
Sampling Strategy
The sampling strategy is typical because normal and usual experiences are sought.
Sampling Criteria
Public K-6 elementary school. Classes and lesson plans taught be teachers with at least five years of experience. Regular
classrooms and lesson plans only (remedial and accelerated excluded).
Data Collection Method
To understand what classroom experiences contribute to students’ critical thinking skills direct observations of
classrooms and document review of lesson plans will be conducted.
Sources of Data
An observation and lesson plan protocol will be developed guided by the cognitive and social constructivist theory of
learning and Kurfiss’s (1988) eight principles of critical thinking teaching practices. The protocol will help to focus
observations and lesson plan review on teaching methods, student-teacher engagement, student-student engagement,
making real life connections, problem solving, and creating.
Page 39 of 43
Misaligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Students’ behavior
Disciplinary practices
Accelerated classrooms
Regular classrooms
Remedial classrooms
Theoretical or Conceptual Framework
Grounded theory does not fit because it is a research design for the purpose of generating a new theory.
The transformative emancipatory paradigm does not fit because it is about giving voice to marginalized groups.
Research Design
A narrative design does not fit because the scenario is not about using people’s stories to understand classroom
experiences.
Sampling Strategy
A unique sampling strategy does not fit because interest is not in rare classroom experiences.
Sampling Criteria
Charter school. Second and third grade classrooms only. First year teachers.
Data Collection Method
A structured interview of teachers’ frequency of use of Kurfiss’s (1988) eight principles of critical thinking teaching
practices would make it a quantitative study.
Sources of Data
Students perceptions about school. Teachers perceptions about student discipline.
Page 40 of 43
Week 11
Scenario Pieces of Primary Interest
In Week 11 the focus is only on the qualitative scenario, adding ways to ensure trustworthiness that align with the
research problem, research purpose, research question, theoretical or conceptual framework, research design, sampling
strategy, sampling criteria, data collection method, and sources of data developed in Weeks 1-4, 9-10.
Trustworthiness is the qualitative paradigm analogue to quantitative concepts of internal and external validity.
Trustworthiness includes credibility, consistency, dependability, confirmability, and transferability. Some common
strategies for promoting these elements of trustworthiness include triangulation, member checks, adequate engagement,
reflexivity, audit trail, rich and thick descriptions, saturation. Some of these terms are defined in the “Qualitative Research
Designs Concepts” pdf in the Learning Resources area of Week 11. Also, chapter 9, particularly Table 9.2 on p. 259 of the
Merriam and Tisdell (2016) textbook covers trustworthy elements and strategies.
Page 41 of 43
Week 11 Qualitative Scenario Example
(Highlighted element is new this week)
Social Problem or Phenomenon of Interest: Critical thinking skills in the
United States have been reported to be lower than critical thinking skills in
other industrialized countries.
Research Problem: The scholarly community does not know what classroom
experiences contribute to students’ critical thinking skills or the developmental
range of experiences across elementary grade levels.
Research Purpose: The purpose of this qualitative study is to identify
classroom experiences that contribute to students’ critical thinking skills and to
map the developmental range of these experiences across elementary grade
levels.
Research Question 1: What classroom experiences contribute to students’
critical thinking skills?
Research Question 2: What are the developmental range of experiences
across elementary grade levels?
Theoretical or Conceptual Framework: The cognitive and social constructivist theory of learning, Kurfiss’s (1988)
eight principles of critical thinking teaching practices, and a developmental perspective form the conceptual framework
for this study. Each of these relate to identifying classroom experiences that contribute to students’ critical thinking skills
and the developmental perspective also allows mapping of classroom experiences across elementary grade levels. Each of
these elements of the conceptual framework will also guide thematic coding of lesson plans and classroom observations,
and aid in the interpretation of results.
Research Design: A case study design will be used to focus on the bounded system of classroom experiences across
elementary grade levels. A case study is appropriate because multiple sources of information (classroom observations,
review of lesson plans) will be used for case-based themes common across and unique to elementary grade levels.
Sampling Strategy: The purpose is not to identify rare classroom experiences that contribute to students’ critical thinking
skills or all possible experiences, but the normal and usual experience, so a typical sample will be sought.
Sampling Criteria: A public K-6 elementary school will be invited to participate. Classroom observations and lesson
plan review of teachers with at least five years of experience will be included. Remedial and accelerated classrooms and
lesson plans will be excluded.
Data Collection Method: Data will be collected by observation of activities in the natural classroom setting and from
archival document review of teachers’ lesson plans.
Sources of Data: An observation and lesson plan protocol will be developed guided by the cognitive and social
constructivist theory of learning and Kurfiss’s (1988) eight principles of critical thinking teaching practices. The protocol
will help to focus observations and lesson plan review on teaching methods, student-teacher engagement, student-student
engagement, making real life connections, problem solving, and creating.
Trustworthiness: Trustworthiness will be enhanced by conducting protocol-driven classroom observations and review of
lesson plans (triangulation). Observations and lesson plan reviews will be adequately conducted at each grade level K-6
until saturation is reached. A detailed account of procedures, issues, and decision points in data collection will be
maintained (audit trail), and a reflexive journal will document critical self-reflection and bias that might influence data
collection, coding, or interpretation.
Trustworthiness will be enhanced by
triangulation of data (observations and
review of lesson plans), saturation of
observations and lesson plan review at
each K-6 grade level, and audit trail
and reflexive journal.
Observing just one class period at
each grade level K-6 (inadequate
engagement in data collection) or
keeping a journal of my own
experiences in elementary school
(focus on personal biases) would not
ensure trustworthiness.
Page 42 of 43
Checking Week 10 Qualitative Scenario Alignment
The tables below extract the key concepts in the qualitative scenario and the additional concepts that were described that
would result in misalignment.
Aligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Theoretical or Conceptual Framework
Cognitive and social constructivist theory of learning supports the conjecture that critical thinking skills can be enhanced
by dynamic and collaborative classroom experiences that actively involve students in the learning process.
Kurfiss’s (1988) eight principles of critical thinking teaching practices dovetail with the cognitive and social
constructivist theory of learning to specifically identify teaching practices that actively involve students in the learning
process.
A developmental perspective takes into account the developmental range of teaching practices and actively involved
students across elementary grades.
Research Design
A case study design fits the scenario particularly because multiple sources of data 9classroom observations, document
review of lesson plans) will be used to understand the bounded system of the classroom.
Sampling Strategy
The sampling strategy is typical because normal and usual experiences are sought.
Sampling Criteria
Public K-6 elementary school. Classes and lesson plans taught be teachers with at least five years of experience. Regular
classrooms and lesson plans only (remedial and accelerated excluded).
Data Collection Method
To understand what classroom experiences contribute to students’ critical thinking skills direct observations of
classrooms and document review of lesson plans will be conducted.
Sources of Data
An observation and lesson plan protocol will be developed guided by the cognitive and social constructivist theory of
learning and Kurfiss’s (1988) eight principles of critical thinking teaching practices. The protocol will help to focus
observations and lesson plan review on teaching methods, student-teacher engagement, student-student engagement,
making real life connections, problem solving, and creating.
Trustworthiness
Triangulation of data (observations and review of lesson plans). Saturation of observations and lesson plan review at
each K-6 grade level. Audit trail and reflexive journal.
Page 43 of 43
Misaligned Concepts Across Elements
Research problem Research purpose Research question
Classroom experiences Classroom experiences Classroom experiences
Developmental range of experiences Developmental range of experiences Developmental range of experiences
Critical thinking skills Critical thinking skills Critical thinking skills
Elementary grade levels Elementary grade levels Elementary grade levels
Students’ behavior
Disciplinary practices
Accelerated classrooms
Regular classrooms
Remedial classrooms
Theoretical or Conceptual Framework
Grounded theory does not fit because it is a research design for the purpose of generating a new theory.
The transformative emancipatory paradigm does not fit because it is about giving voice to marginalized groups.
Research Design
A narrative design does not fit because the scenario is not about using people’s stories to understand classroom
experiences.
Sampling Strategy
A unique sampling strategy does not fit because interest is not in rare classroom experiences.
Sampling Criteria
Charter school. Second and third grade classrooms only. First year teachers.
Data Collection Method
A structured interview of teachers’ frequency of use of Kurfiss’s (1988) eight principles of critical thinking teaching
practices would make it a quantitative study.
Sources of Data
Students perceptions about school. Teachers perceptions about student discipline.
Trustworthiness
Observing just one class period at each grade level K-6 (inadequate engagement in data collection) or keeping a journal
of my own experiences in elementary school (focus on personal biases) would not ensure trustworthiness.