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Research Methodology & Research Design
Dr Shahjada Selim Assistant Professor Department of Endocrinology Bangabandhu Sheikh Mujib Medical University
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The Research Process Identification of general problem/question
Literature review Specify questions/hypotheses Determination of research design/methodology Data collection Data analysis/presentation Interpretation of findings Discussion of findings
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The Theory of Research Research Methodology
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TO DO/ CONDUCT RESEARCH
Research methodology The way/science TO DO/ CONDUCT RESEARCH systematically & scientifically
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Structure of Research The "hourglass" notion of research
begin with broad questions narrow down, focus in operationalize OBSERVE analyze data reach conclusions generalize back to questions
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Deduction and Induction
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Research Methodology Research methodology is a way to systematically solve the research problem. It may be understood as a science of studying how research is done scientifically. In it we study the various steps that are generally adopted by a researcher in studying his research problem along with the logic behind them
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Research methodology.. Research Methodology says the how
to do/conduct research systematically & scientifically. Research methodology not only provides the knowledge of various types of methods & techniques for Sampling , data collection, data analysis & report writing etc. but also guides that which particular method or technique for sampling/data collection/data analysis should be used or not & why should /shouldn't do so.
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Research Methodology
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Research Methodology There are different ways of “knowing” and the epistemological standpoint will determine the nature of that knowing One may explore their reality using statistical data as evidence while another may have first-hand accounts of how the person has been effected, which is their reality. Each represents a particular Paradigm of knowledge. Neither is right or wrong it is just a different view.
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Research Method The Action of Research: Design; Sample; Method; Collection; How Data will be analysed
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Three Research Approaches
Observational Research Gathering data by observing people, actions and situations (Exploratory) Survey Research Asking individuals about attitudes, preferences or behaviors (Descriptive) Most Widely Used Form Experimental Research Using groups of people to determine cause and effect relationships (Causal)
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Types of Research Designs
Gathers preliminary information to define the problem and suggest hypotheses Literature search, expert interviews, focus groups, case studies, company audits, qualitative research Exploratory Research Describes things as the market potential of a product, consumer demographics and attitudes Secondary data analysis, surveys, observations, panels, simulations Descriptive Research Causal Research Test hypotheses about cause and effect relationships X causes Y
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Research Methods Descriptive research Analytical research
Applied research Basic research Research Methods
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Research Methods Quantitative research Qualitative research
Conceptual research Empirical research Research Methods
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The Right and the Left Quantitative research - numbers, numbers, numbers Qualitative research - words, words, words
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Quantitative vs. Qualitative: Assumptions about the World
Based on the notion of “constructivism”, which assumes multiple realities that are socially constructed through individual and collective perceptions or views of the same situation. Based upon the idea of “logical positivism”, that is, there is a singular reality with stable, sociAal facts that are separate from the feelings and beliefs of individuals.
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Quantitative vs. Qualitative: Research Purpose
Seeks to establish relationships and explain causes of changes in measured variables. That is, the goal of science is to explain and predict. Concern is with the understanding of the social phenomenon from the participants’ perspectives. This requires, to some degree, researcher participation. Quantitative vs. Qualitative: Research Purpose
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Quantitative vs. Qualitative: Methods and Process
The scientific method, also known as a priori or pre-established design. Use of emergent design utilizing constant comparison and revision. Quantitative vs. Qualitative: Methods and Process
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Quantitative vs. Qualitative: Prototypical Studies
Experimental or correlational designs are used to reduce error, bias and the influence of extraneous variables--control of bias is through design. Use of ethnography, which helps readers understand the multiple perspectives of the situation by the persons studied. Subjectivity in data analysis and interpretation is acknowledged. Quantitative vs. Qualitative: Prototypical Studies
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Quantitative vs. Qualitative: Researcher Role
Detachment from study in order to avoid bias. Immersion in situation and the phenomenon being studied. Quantitative vs. Qualitative: Researcher Role
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Quantitative vs. Qualitative: Context
Context-free generalizations Generalizations are contextually-bound. Quantitative vs. Qualitative: Context
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Quantitative vs. Qualitative: Precision
Obtained through the use of measurement and statistics Provided by detailed description of phenomenon Quantitative vs. Qualitative: Precision
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Quantitative vs. Qualitative: Verification
Results replicated by others. Extension of understandings by others. Quantitative vs. Qualitative: Verification
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Quantitative vs. Qualitative: Explanation
Traditionally, parsimonious explanations were sought, but this may be changing due to technology. Summary through narrative--importance is placed on reducing complex realities to simple explanations. Quantitative vs. Qualitative: Explanation
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Quantitative vs. Qualitative: Logical Reasoning
DEDUCTIVE--What’s the classic example? INDUCTIVE--anyone have an example? Quantitative vs. Qualitative: Logical Reasoning
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Quantitative vs. Qualitative: Conditional Conclusions
Statements of statistical probability. Tentative summary interpretations. Quantitative vs. Qualitative: Conditional Conclusions
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Types of Quantitative Studies
Descriptive True experimental Quasi-experimental Correlational Predictive Types of Quantitative Studies
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Types of Qualtitative Studies
Qualitative research gathers information that is not in numerical form: diary accounts, open-ended questionnaires, unstructured interviews unstructured observations. Qualitative data is typically descriptive data and as such is harder to analyze than quantitative data. Qualitative research is useful for studies at the individual level, and to find out, in depth, the ways in which people think or feel (e.g. case studies). Types of Qualtitative Studies
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Types of Qualtitative Studies
Qualitative paradigms offer the researcher an opportunity to develop an idiographic understanding of participants’ experiences and what it means to them, within their social reality, to be in a particular situation (Bryman, 1992). methods include: Content / thematic analysis (CA/ TA); Grounded Theory (GT); Discursive psychology / Discourse analysis (DA); Narrative psychology (NA); Phenomenological psychology methods such as interpretative phenomenological analysis (IPA). Types of Qualtitative Studies
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Research Using Primary Data
Cross-sectional Case Control Cohort Randomized controlled trial Research Using Primary Data
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Cross-sectional Study
Data gathered at one point in time Often used for surveys Can not make inferences about causality Cross-sectional Study
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Start with the outcome- identify a sample with the condition of interest
Identify a similar control group Look back to determine exposure Calculate the risk in the cases and controls- odds ratio used Can not use to establish prevalence Case Control Study
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Cohort Study Start with an identified group
Determine exposure in everyone at the same time Follow the group to determine who develops the outcome of interest Can be used to determine prevalence Association measured as relative risk (rate ratios) Cohort Study
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Randomized Controlled Trial
Gold standard for determining associations Identify a group Randomly assign individuals to exposure Only reliable way to control for confounding Randomized Controlled Trial
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Research Using Secondary Data
Literature review Systematic review Metanalysis Analysis of existing data collected for another purpose Research Using Secondary Data
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Literature Review Gather articles on a topic of interest
Summarize the findings Literature Review
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Gather articles using a pre-defined search strategy- may include unpublished studies
Develop a-priori objective criteria to evaluate the quality of the studies Summarize the quality of the data and the results Systematic Review
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Metanalysis Do a systematic review Obtain the primary data if possible
Summarize the data quantitatively Metanalysis
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Research Method vs Methodology Comparison
Research Methods Research Methodology research methods are the methods by which you conduct research into a subject or a topic Research methods involve conduct of experiments, tests, surveys and the like research methods aim at finding solutions to research problems research methodology explains the methods by which you may proceed with your research research methodology involves the learning of the various techniques that can be used in the conduct of research and in the conduct of tests, experiments, surveys and critical studies search research methodology aims at the employment of the correct procedures to find out solutions Research Method vs Methodology Comparison
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Research Method vs Methodology ComparisonExamples:-
research methods Research methodology If the subject for Research is ‘employment of figures of speech in English literature’ then the research methods that are involved are study of various works of the different poets and the understanding of the employment of figures of speech in their works If the subject for Research is ‘employment of figures of speech in English literature’ then the research methodology pertaining to the topic mentioned above involves the study about the tools of research, collation of various manuscripts related to the topic, techniques involved in the critical edition of these manuscripts and the like Research Method vs Methodology ComparisonExamples:-
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Research Method vs Methodology Comparisonwith Examples cont…
research methods Research methodology If the subject into which you conduct a research is a scientific subject or topic then the research methods include experiments, tests, study of various other results of different experiments performed earlier in relation to the topic or the subject and the like If the subject into which you conduct a research is a scientific subject or topic then research methodology pertaining to the scientific topic involves the techniques regarding how to go about conducting the research, the tools of research, advanced techniques that can be used in the conduct of the experiments and the like Research Method vs Methodology Comparisonwith Examples cont…
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Research Method vs Methodology Conclusion
We can say that Research Methodology has many dimensions and Research Methods do constitute a part of the research methodology. The scope of research methodology is wider than that of research methods. Research Method vs Methodology Conclusion
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Variables Meaning Known as a property of proposition being studied
Also known as the constructs of a proposition A symbol to which we assign numerals or values Numerical value assigned to a variable is based on its properties 3 types of Variables: Dichotomous; Discrete; Continuous Variables
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1. Dichotomous Variables
These variables are so called because they have TWO values, reflecting presence or absence of a property. For example: pass or fail, exists or does not exist, employed - unemployed, male - female, yes - no. The dichotomous variables can be assigned with a numerical value of ‘0’ or ‘1’ for analysis purpose. 1. Dichotomous Variables
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2. Discrete Variables These are categorical variables.
For example, the demographic variables race or religion are the examples of discrete variables. Religion: Hindu, Islam, Buddhism, and Jain can be assigned numerical values of 1, 2, 3, and 4 respectively. The numerical values assigned to these variables will be of absolute nature; not like 3.5, or 4.7. 2. Discrete Variables
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These variables take on values with a given range or, in some cases, an infinite set.
For example, test scores may range from , age may be 2.5 years, present income of a person could be £ , you may disclose your property worth more than £.500,000. 3. Continuous Variables
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Variables variable… attribute…
any observation that can take on different values attribute… a specific value on a variable
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Examples Variable Attribute age
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Examples Variable Attribute age 18, 19, 20, etc...
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Examples Variable Attribute Gender or sex
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Examples Variable Attribute Gender or sex Male, female
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Examples Variable Attribute satisfaction
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Examples Variable Attribute satisfaction 1 = very satisfied
3= somewhat satisfied 4 = not satisfied 5 = not satisfied at all
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Types of Variables independent variable (IV)… dependent variable (DV)…
what you (or nature) manipulates in some way dependent variable (DV)… what you presume to be influenced by the IV
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Examples: Sports participation
IV DV health status attitude exercise participation social support intervention
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The purpose of the study was to…
test whether the “Fair Play for Sport” curriculum is effective in promoting moral development in youth examine the relationship between age and VO2max. test whether there are gender differences the value placed on sport participation determine whether students’ perceptions of the amount of positive, negative, and informational feedback provided by their teachers is predictive of their self-esteem and level of achievement IV, DV?
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Types of Relationships
correlational vs. causal relationships one variable causes the other variable variables perform in a synchronized manner correlation does not imply causation! (it’s necessary but not sufficient)
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Types of Relationships
patterns of relationships… no relationship positive relationship negative relationship curvilinear relationship
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+ + - - - + - + + + - - - + - + fitness fitness vocabulary resting HR
exercise intensity performance - - - + - + HR arousal
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Hypotheses hypothesis… types of hypotheses
a specific statement of prediction types of hypotheses alternative vs. null one-tailed vs. two-tailed
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Hypotheses alternative hypothesis (HA)… null hypothesis (HO) …
An effect (that you predict) null hypothesis (HO) … Null effect
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this is a two-tailed hypothesis as no direction is predicted
Hypotheses hypothesis there is a relationship between age and exercise participation HA there is a relationship HO there is not a relationship this is a two-tailed hypothesis as no direction is predicted
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this is a one-tailed hypothesis as a specific direction is predicted
Hypotheses hypothesis an incentive program will increase exercise participation HA participation will increase HO participation will not increase or will decrease this is a one-tailed hypothesis as a specific direction is predicted
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Sample vs. Population Population = collection of ALL possible observations Sample = subset of a population Random Sample representative of a population all observations have equal chance of being selected
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Why Do We Use Samples? Cost Time Inaccessibility of the population
Accuracy Destruction of the observations Why Do We Use Samples?
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Steps in Developing a Sample Plan
Step 7: Execute Operational Sampling Plan Step 2: Choose Data Collection Method Step 3: Choose Sampling Frames Step 1: Define the Population of Interest Step 6: Develop and Specify Operational Plan Step 5: Determine Sample Size Step 4: Select a Sampling Method
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Sampling Methods Probability vs. Nonprobability Probability
members in the population have a known chance (probability) of being selected into the sample Nonprobability the probability of selecting members from the population is not known Sampling Methods
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Sampling Design Process
Define Population Determine Sampling Frame Determine Sampling Procedure Probability Sampling Simple Random Sampling Systematic Random Sampling Stratified Sampling Cluster Sampling Non-Probability Sampling Convenience Judgmental Quota Snow-ball Determine Appropriate Sample Size Execute Sampling Design
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Classification of Sampling Methods
Probability Samples Non- probability Systematic Stratified Convenience Snowball Cluster Simple Random Judgment Quota
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Once you are clear about your procedure, you need to locate participants will undergo the research procedure Quantitative methodology is concerned with representativeness of the sample The key question here is sample size as the bigger sample size the more precise the results Qualitative research is less focused on sample and generalizability. Sampling tends to mean a relevant case, theory base case, a critical case, an interview et cetera Sampling
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Key questions to answer in your methodology
What kind of research methods are you going to use? Are they mostly: Quantitative, or qualitative, or a mixture of both? What do you think your methods will enable you to discover? What might they prevent you from discovering? What kinds of research methods would be best suited to the kind of research you are undertaking and the research questions you are pursuing? What sort of problems do you envisage in setting up these methods? What are their benefits? What will you need to do to ensure they gather useful data? Key questions to answer in your methodology
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“Methodology” implies more than simply the methods you intend to use to collect data.
It is necessary to include a consideration of the concepts and theories which underlie the methods. you have to show that you understand the underlying concepts of the methodology. When you describe your methods it is necessary to state how you have addressed the research questions and/or hypotheses. The methods should be described in enough detail for the study to be replicated, or at least repeated in a similar way in another situation. Every stage should be explained and justified with clear reasons for the choice of your particular methods and materials. Summary
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