Week 4 variables and designs
Transcript of Week 4 variables and designs
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Where we are now…
Observation/ Background survey
Broad area of research
Literature review
Problem definition
Problem statement
Research questions
Theoretical framework
Variables clearly identified
Hypothesis generation
Research design
Methods
Sampling
Data collection
Analysis
Interpretation
Deduction
Hypothesis substantiated?
RQ answered?
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Checklist for chapter 1
Introduction/ Background Broad problem or issue that is researched Rationale for the study
Problem statement Research questions Hypotheses
Definition of key terms Limitations Significance
Theoretical Practical
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Checklist for chapter 2
Writing and Evaluating the quality of your literature review Is there an introduction to the document that
presents a definition, thesis, and organization for the chapter?
Does the order of the headings and subheadings represent the relative importance of the topics and subtopics? Is the order of headings logical? Do the major topics, as represented by the major headings, match the organization put forth in the organizing statement in the introduction?
Does each major section have an introduction and a summary?
Does the review have a conclusion?
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Checklist for chapter 2 Is the relation of the review to past and
current research clearly shown in the summary paragraphs?
What are the most relevant and important sources that bear on this topic/problem? Could the reader identify these if asked to do so after reading the review?
Are these sources presented in a way that denotes their importance? Are some cited so many times they lose power through repetition?
Does the review make sense? Is the review interesting so that the reader
wants to learn more?
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Theoretical and conceptual framework
What is the difference?Theoretical framework is based on
propositional statements resulting from an existing theory
Conceptual framework is one that the researcher develop through identifying and defining concepts and proposing relationships between these concepts
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Variables and Constructs
Variable : Anything that can take on differing values
Examples:
Variable How do we measure?
Exam scores
motivation
absenteeism
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Definition of a Variable
A Variable(A Characteristic or Attribute)
Can be
Measured
and
Varies
(Can be assessedon an instrumentand recorded onan instrument)
(Can assumedifferent values orscores for differentindividuals)
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Variables and Constructs
A Variable is an attribute or characteristic stated in a specific or applied way
A Construct is an attribute or characteristic expressed in an abstract, general way.
Construct Student Achievement
Variable Grade Point Average
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Measured and categorical variables
Measured Exists in degree Can assign number
Height Weight Interest Age Time spent on task Student motivation School engagement Sleepiness Level of anxiety
Categorical Also known as
qualitative variable Qualitatively
different Eye color Gender Religion Race Occupation Program Subject taught Political party
membership
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Dependent Variable
Dependent Of primary interest Purpose is to predict the variability of this
variable Researcher measures this variable
Dependent Variable
Physics Test scores
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Independent Variable
Independent One that influences the
dependent variable Positive or negative
When the independent variable is present, the dependent variable is also present
Dependent VariableIndependent Variable
Test ScoresUse of simulation
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Extraneous variables
Other variables that influenceWhat will influence the relationship
between use of simulation and test scores
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Moderating Variable
Moderating One that has a strong contingent effect
on the independent variable- dependent variable relationship
Its presence will modify originally expected relationship
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Moderating Variable
Dependent VariableIndependent Variable
Physics Test scoresUse of simulation
Moderating variable
Physics Anxiety
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A good theoretical framework Variables clearly
identified Important relationships
theorized Indication of positive or
negative relationships if there are sufficient findings from previous research
Clear explanation of why the relationships are expected
Draw a schematic diagram
Independent Variable 1
Independent Variable 2
Independent Variable 3
Dependent Variable
Research paradigms
Recap
Quantitative Qualitative
Both are systematic in their approach
Objective Subjective
Deductive Inductive
Generalisable Not generalisable
Numbers Words
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Basic Types of Research
CorrelationalCorrelationalExperimentalExperimental
TYPESTYPES
DescriptiveDescriptive Causal Comparative
Causal Comparative
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Types of studies : Descriptive
Descriptive the researcher attempts to document
what is actually occurring may be either qualitative (descriptions in
words) or quantitative (descriptions in numbers)Quantitative descriptive research = survey
research
The researcher has no control over the phenomena of study, but simply records what is observed or reported.
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Types of studies : Correlational
Correlational (Quantitative) the research relates the level of one variable
to a corresponding level of another variable in an attempt to discover any relationships between them
Purpose is to predict the level of one variable by knowing the level of a second variable
The researcher has only moderate, if any, control over the variables in this type of study
Most often used study in educational psychology as well as in many areas of the social and behavioral sciences
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Types of studies : Experimental
Experimental ( Quantitative) the researcher randomly assigns subjects
to at least two groups (experimental and control)
In the experimental group, the researcher manipulates the level of one (independent) variable and observes the corresponding change, if any, in the level of another (dependent) variable.
Purpose is to determine if there is a causal relationship between the two variables.
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Types of studies : Experimental
Quasi Experimental non randomly assignment of subject to at
least two groups (experimental and control)
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Types of studies : Causal comparative
Causal comparative / ex post facto Explores relationship among variables
that cannot meet the true experimental research.
Usually the independent variable cannot be manipulated / has already occurredAge, gender, smoking
At least two different groups are compared on some dependent variableMath achievement of non smoker/ smoker
EXAMPLE: The effect of having a working mother on primary school student’s absenteeism. What are the two groups?
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Designing a research
Check purpose of your study Exploratory? Descriptive? Hypothesis Testing?
Look at your data Numerical? Narrative?
Also ask Looking at differences? Association? Correlation?
Decide the research techniques How to collect data?
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Exploratory
Do not know about the situation at handHave very little or no info of the problemFor obtaining a good grasp on the
phenomena of interest Usually qualitative
Extensive interviews Observations Data reveals patterns of interest
Leads to descriptive/survey
ExamplesWork ethics of non Malays in UiTMLearning support needs of PKPG studentsMath students’ interest in the philosophy of science
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Descriptive study
Describing characteristics of variables or situation
Qualitative aspectsQuantitative aspects
Descriptive statistics – frequency, mean, standard deviation
EXAMPLES Profile of Malaysian adult learners Characteristics of a successful PKPG
student
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Hypothesis testing
Beyond describing – understand relationship Explain nature of certain relationship Establish differences among groups Explain independence of factors in a
situationEXAMPLES:
More male learners than female learners engage in plagiarism
Achievement in research courses is related to …….
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Ask questionsIs data numerical or narrative?
Cause – effect relationship
Past event?
Independent variable
manipulated?
Relationship?Prediction?
Historical research
Qualitative research :
ExploratoryEthnographyCase studyGrounded
TheoryExperimental
researchCausal
comparative research
Correlationalresearch
Descriptiveresearch
numerical narrative
yes
yes
yes nono
no yes no
Both numerical
And narrative
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Determine your research designIs your main data numerical or
narrative?
Cause – effect relationship
Past event?
Independent variable
manipulated?
Relationship?Prediction?
Historical research
Qualitative research :
•Descriptive
•Exploratory
•Case study
•Ethnography
Experimental research
Causal comparative
research
Correlationalresearch
Survey
numerical narrativeNumerical
and narrative equally
substantial
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Quantitative Designs and Uses
ExperimentalResearch
CorrelationalResearch
SurveyResearch
Explaining whether an intervention influences an outcome for onegroup as opposed to another group
Associating orrelating variablesin a predictablepattern for onegroup of individuals
Describing trends for the population of people
InterventionResearch Non-Intervention Research
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Qualitative Designs and Uses
EthnographicResearch
Grounded TheoryResearch
NarrativeResearch
Exploring the sharedculture of a peoplegroup
Exploring commonexperiences ofindividuals todevelop a theory
Exploring individualstories to describethe lives of people
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Combined Designs and Uses
Mixed MethodResearch
ActionResearch
Combining quantitative andqualitative data to bestunderstand and explain aresearch problem.
Using quantitative and qualitative data for individuals to study problems that they face in their setting
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Characteristics of Quantitative and Qualitative Research in the Process of Research
Steps in the Research Process
Analyze and Interpret Data
Report and Evaluate
Collecting Data
Specifying a Purpose
Reviewing the Literature
Identifying a Problem
Research Designs
Two Approaches
QuantitativeQualitative
QuantitativeQualitative
QuantitativeQualitative
QuantitativeQualitative
QuantitativeQualitative
QuantitativeQualitative
•Experimental•Correlational•Survey
•Ethnography•Grounded Theory•Narrative
•Mixed Method•Action Research
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Choosing Appropriate Theoretical Framework
Form research questions
Select cases
Design and pilot interview questions
Conduct interview Electronic Focus group
Email interview
Collect quantitative data on utilization of support elements by the group
Trend analysis
Content analysis
Dat
a I
nter
pre
tatio
ns
Cross subject (groups) analysis
Extraction of themes
Preliminary Stage Fieldwork and Analysis Stage Conclusion Stage
Draw Conclusions
Create threaded discussion in forum
Example: Qualitative Research Design