The Research Process Elke Johanna de Buhr, PhD Tulane University “In quantitative research, researchers often test theories as an explanation for answers to their questions. … In qualitative research, the use of theory is much more varied. … In mixed methods research, researchers may both test theories and generate them.“ Creswell, John W. Research Design. Sage. “There are many different ways to answer a question.“ Salkind, Neil J. Exploring Research. Pearson HE. Topics • Formulating questions • The use of theory • The purpose statement • Research questions • Dependent and independent variables • Research hypothesis & null hypothesis • Samples and populations in the research process • Statistical significance Textbook Chapters • Creswell, Chapter 3, 6 and 7 • Salkind, Chapter 2 Chapter Three: The Use of Theory Chapter Outline The Use of Theory Quantitative Theory Use Variables in Quantitative Research Definition of a Theory in Quantitative Research Forms of Theories in Quantitative Research Placement of Quantitative Theories Writing a Quantitative Theoretical Perspective Example 3.1. A Quantitative Theory Section Qualitative Theory Use Variation in Theory Use in Qualitative Research Locating the Theory in Qualitative Research Example 3.2. A Theory Early in a Qualitative Study Example 3.3. A Theory at the End of a Qualitative Study Mixed Methods Theory Use Social Science Theory Use Transformative Paradigm Theory Use Example 3.4. Theory in a Transformative Mixed Methods Study Summary Writing Exercises Additional Readings The Use of Theory • The literature determines what theories may be used to examine the research questions • Quantitative studies test theories as explanations • Qualitative studies may generate theories • Mixed methods studies may have no theories at all or a theoretical framework in which both quantitative and qualitative data are collected Variables in Quantitative Research • A variable is a characteristic of an individual or group that is measurable • Examples of variables in a study may include age, gender and socioeconomic status • Variables may have temporal order, or be measurable or observable • Another term for a variable is a construct Variables in Quantitative Research (cont.) • Independent • Variables that probably cause outcomes • Dependent • The outcomes that depend on the independent variables • Intervening or mediating • Variables that stand between the independent and dependent variables • Moderating • New variables that measure the joint impact of two variables • Control • Independent variables that are measured and statistically "controlled" • Confounding • Variables that could also affect the dependent variables, but cannot or will not be measured Theories in Quantitative Research • Here a theory is a scientific predication or explanation of what the Researcher expects to find out about a set of interrelated variables • When a Researcher uses a theory to predict the anticipated outcome of a study he/she has created the hypothesis • As the Researcher conducts the study and puts forward an explanation for his/her predictions and study findings, he/she is presenting his/her theory Theories in Quantitative Research • Micro-level theories: limited to a small segment of time, place or number of people • Meso-level theories: link micro-level and macro-level theories • Macro-level theories: explain larger scales, for example the entire society Forms of Theories in Quantitative Research • Theory – Interrelated set of constructs formed into propositions that specify the relationships among variables – Describes how and why variables are related • Forms include – Set of hypotheses: These are interconnected and demonstrate a process – Series of if-then statements: These explain why one would expect an independent variable to influence or cause a dependent variable – Visual model: These allow the reader to visualize the interconnections between the variables The Deductive Approach Used in Quantitative Research Placing Theory in a Quantitative Study Quantitative Theoretical Perspective 1. Examine discipline specific literature (psychological, sociological or a combination of both) 2. Examine the existing body of knowledge on the topic and related topics 3. Look for connections between the independent and the dependent variables 4. Script out the theory section (See Example 3.1) • • • • Name the theory you plan to use State the central hypothesis of the theory Present information about who has used the theory and its applicability Present an adoption of the theory to the variables of your study using if-then logic Qualitative Theory Use • Provides broad explanations: Themes provide the context for hypothesis to be tested from the literature • Provides theoretical lens for the examination of issues of marginalized groups: This allows for a transformative perspective as it influences the questions asked, the data collected and analyzed and the research outcomes • The theory becomes the end point: Most qualitative research is an inductive process building from the data to the broad themes to a generalized model or theory (See Figure 3.5) • No explicit theory: Some qualitative studies build from detailed descriptions of phenomenon The Inductive Logic of Research in a Qualitative Study Qualitative Theoretical Perspectives • Feminist perspective • Racialized discourse • Critical theory • Queer theory • Disability inquiry Researcher may also choose not to employ theory in a qualitative study Tips for Using Theory in Qualitative Study • First decide if you will use a theory in your study • If you decide to use a theory, identify the theory that will be used using the transformative or advocacy lens • Place the narratives about the theory early in the research proposal or at the end of the proposal Locating Theory in a Qualitative Study 1. Studies based on cultural themes or theoretical lens: The theory is placed in the opening passages 2. Studies based on emerging design or qualitative inquiry: The theory appears in the beginning and is modified as the study progresses. 3. Studies based on grounded theory or reciprocal relationships: The data determines the theory that is used See Examples 3.2 and 3.3 Use of Theory in Mixed Methods • Mixed methods studies may: • Include theory deductively (theory testing and validity) • Include theory inductively (an emerging theory or pattern) • Use a theoretical lens or perspective to guide the study Social Science Theory Use In social science research the theory often is the overarching framework: 1. The theory is placed at the beginning of the study and guides the questions/hypothesis 2. The theory is named and described and it informs the explanation of the major variables in the study 3. The theory may be diagrammed that indicate the causal links between the primary variables or concepts 4. The theory guides the data collection process 5. The theory informs the findings of the study and provides a basis for comparison with other studies Transformative Paradigm Theory Use • There is growing use of Transformative Theory use in mixed methods studies • This approach is still evolving and is primarily applied to discriminated and oppressed groups, while it recognizes diversity among study participants • Assumptions based on inclusion and challenging oppression • Designed to build trust • Use of results to enhance social justice See Box 3.1 Using Transformative Theory 1. Indicate at the beginning that transformative theory is in use 2. Early in the study, outline the framework 3. Connect the theory with the existing body of knowledge on the topic 4. Involve the community of interest in the process of the research 5. Take a stance with the research question 6. Talk about your experience as a researcher 7. End the study: Advocate for change See Example 3.4 Chapter Six: The Purpose Statement Chapter Outline The Purpose Statement Significance and Meaning of a Purpose Statement A Qualitative Purpose Statement Example 6.1. A Purpose Statement in a Qualitative Phenomenology Study Example 6.2. A Purpose Statement in a Case Study Example 6.3. A Purpose Statement in an Ethnography Example 6.4. A Purpose Statement in a Grounded Theory Study A Quantitative Purpose Statement Example 6.5. A Purpose Statement in a Published Survey Study Example 6.6. A Purpose Statement in a Dissertation Survey Study Example 6.7. A Purpose Statement in an Experimental Study A Mixed Methods Purpose Statement Example 6.8. A Convergent Mixed Methods Purpose Statement Example 6.9. An Explanatory Sequential Mixed Methods Purpose Statement Example 6.10. An Exploratory Sequential Mixed Methods Purpose Statement Significance and Meaning of a Purpose Statement • The purpose statement • Indicates why you want to do the study and what you intend to accomplish • Is the central controlling idea in a study • Is written in a sentence or several sentences • Sets the objectives, the intent, or the major idea of a proposal or a study • The purpose statement is NOT • The problem leading to a need for the study (see Chapter 5) • The questions to be answered by collecting data (see Chapter 7) Qualitative Purpose Statements • A good qualitative purpose statement contains: • The central phenomenon • The participants • The research site • Include language drawn from qualitative inquiry • Use words such as purpose, intent, or objective to signal attention to this statement as the central controlling idea • Focus on a single phenomenon, narrow the study to one idea to be explored or understood • This statement should acknowledge that the study may evolve into an exploration of relationships or comparisons among ideas Qualitative Purpose Statements (cont.) Include language drawn from qualitative inquiry (cont.) • Use action verbs such as describe, understand, develop, examine the meaning of, or discover to convey how learning will take place • Use neutral words and phrases, nondirectional language such as “selfexpression experiences of individuals” • Provide a general working definition of the central phenomenon or idea, particularly those not typically understood by a broad audience • Include words that indicate the strategy of inquiry to be used in data collection, analysis and the process of research • Mention the participants in the study • Identify the site for the research • Delimit the scope of participation or research sites in the study A Script for Writing Qualitative Purpose Statements The purpose of this _________________ (strategy of inquiry, such as ethnography, case study, or other type) study is (was? will be?) to ___________________ (understand? explore? develop? discover?) the ___________ (central phenomenon being studied) for ______________(the participants, such as the individual, groups, organization) at ______________ (research site). At this stage in the research, the _________________ (central phenomenon being studied) will be generally defined as ________________ (provide a general definition). Purpose Statement in a Qualitative Phenomenology Study Purpose Statement in a Case Study Purpose Statement in an Ethnography Purpose Statement in a Grounded Theory Study Quantitative Purpose Statements • This statement differs from the purpose statement in a qualitative study in terms of language and focus • Focus on relating or comparing the variables (independent, dependent, and mediating, moderating or control) and how these relate to: • The participants • The research site • Identify the proposed major variables in a study • Discuss the intent of using the variables Quantitative Purpose Statements (cont.) • A good quantitative purpose statement includes the following: • Words to signal the major intent of the study, such as purpose, intent, or objective • Identify the theory, model, or conceptual framework to provide emphasis to the importance of the theory to be used in the study • Identify the independent and dependent variables as well as any mediating, moderating, or control variables used in the study • Use words that connect the independent and dependent variables to indicate that they are related (comparison, relationship between, describe) • Position the independent before the dependent variable; other variables may go between the two or after the dependent variable • Mention the specific strategy of inquiry used in the study • Mention the participants or unit of analysis • Use the literature to define the key variables A Script for Writing Quantitative Purpose Statements • The purpose of this _______________ (experiment? survey?) study is (was? will be?) to test the theory of ______________ (theory name) that ____________ (compares? relates?) the ____________ (independent variable) to _________________ (dependent variable), controlling for (control variables) for (participants) at ___________ (the research site). The independent variable(s) ______________ will be defined as (provide a definition). The dependent variable(s) will be defined as ____________ (provide a definition), and the control and intervening variable(s), ___________, (identify the control and intervening variables) will be defined as ________ (provide a definition). Purpose Statement in a Published Survey Study Purpose Statement in a Dissertation Survey Study Purpose Statement in an Experimental Study Mixed Methods Purpose Statements • A good mixed methods purpose statement contains: • The overall intent of the study from a content perspective • Information about both the quantitative and qualitative strands of the study • A rationale for combining both quantitative and qualitative data • Guidelines include: • Use words and phrases that signal intent such as: purpose, intent of, or objective • Indicate the overall purpose of the study from a content perspective • Indicate the type of mixed methods design Mixed Methods Purpose Statements (cont.) Guidelines include (cont.): • Discuss the reasons for combining both quantitative and qualitative data: A convergent design An explanatory sequential design An exploratory sequential design Multiphase design Scripts for Writing Mixed Methods Purpose Statements 1. Convergent Mixed Methods Strategy This mixed methods study will address ___________ [overall content aim]. A convergent mixed methods design will be used, and it is a type of design in which qualitative and quantitative data are collected in parallel, analyzed separately, and then merged. In this study, ___________ [quantitative data] will be used to test the theory of ___________ [the theory] that predicts that [independent variables] will ___________ [positively, negatively] influence the ___________ [dependent variables] for ___________ [participants] at ___________ [the site]. The ___________ [type of qualitative data] will explore___________ [the central phenomenon] for ___________ [participants] at ___________ [the site]. The reason for collecting both quantitative and qualitative data is to ___________ [the mixing reason]. Scripts for Writing Mixed Methods Purpose Statements 2. Explanatory Sequential Design This study will address ___________ [content aim]. An explanatory sequential mixed methods design will be used, and it will involve collecting quantitative data first and then explaining the quantitative results with in-depth qualitative data. In the first, quantitative phase of the study, ___________ [quantitative instrument] data will be collected from ___________ [participants] at ___________ [research site] to test ___________ [name of theory] to assess whether ___________ [independent variables] relate to ___________ [dependent variables]. The second, qualitative phase will be conducted as a follow up to the quantitative results to help explain the quantitative results. In this exploratory follow-up, the tentative plan is to explore ___________ [the central phenomenon] with ___________ [participants at a ___________ [research site]. Scripts for Writing Mixed Methods Purpose Statements 3. Exploratory sequential design This study addresses ___________ [content aim]. The purpose of this exploratory sequential design will be to first qualitatively explore with a small sample and then to determine if the qualitative findings generalize to a large sample. The first phase of the study will be a qualitative exploration of ___________ [the central phenomenon] in which ___________ [types of data] will be collected from ___________ [participants] at ___________ [research site]. From this initial exploration, the qualitative findings will be used to develop assessment measures that can be administered to a large sample. In the tentatively planned quantitative phase, ___________ [instrument data] will be collected from ___________ [participants] at ___________ [research site]. Convergent Mixed Methods Purpose Statement Explanatory Sequential Mixed Methods Purpose Statement Explanatory Sequential Mixed Methods Purpose Statement Exploratory Sequential Mixed Methods Purpose Statement Chapter Seven: Research Questions and Hypotheses Chapter Outline • Qualitative Research Questions Example 7.1. A Qualitative Central Question From an Ethnography Example 7.2. Qualitative Central Questions From a Case Study • Quantitative Research Questions and Hypotheses Example 7.3. A Null Hypothesis Example 7.4. Directional Hypotheses Example 7.5. Nondirectional and Directional Hypotheses Example 7.6. Standard Use of Language in Hypotheses • A Model for Descriptive Questions and Hypotheses Example 7.7. Descriptive and Inferential Questions • Mixed Methods Research Questions and Hypotheses Example 7.8. Hypotheses and Research Questions in a Mixed Methods Study Example 7.9. A Mixed Methods Question Written Using Methods and Content Language Research Questions and Hypothesis • Investigators place signposts to carry the reader through a plan for a study • An important signpost is the research question or the hypothesis that narrows the purpose statement to predictions about what will be learned or questions to be answered in the study Qualitative Research Questions • Qualitative researchers pose research questions • Not objectives • Not hypotheses • Two types of qualitative research questions to focus a study's purpose: • Central question • Broad question that asks for exploration of the central phenomenon • Subquestions • Questions that narrow the focus of the study Writing Qualitative Research Questions • Ask 1-2 central questions, these should be broad and ask for an explanation of the central phenomenon or concept in the study. Here the intent is to explore the general factors relevant to the central phenomenon. • Ask no more than 5-7 subquestions these will narrow the study but leave open the questioning. • Relate the central question to the strategy of inquiry: • Ethnography, questions verify accuracy of data • Critical ethnography, questions build on an existing body of literature • Phenomenology, questions broadly stated without specific reference to existing literature • Grounded theory, questions generate a theory Writing Qualitative Research Questions • Begin with "what" or "how” to convey an open or emerging design • Focus on a single phenomenon or concept, what is the one single concept, that you want to explore? • Use exploratory verbs as nondirectional rather than directional words, like affect, influence, impact, determine, cause and relate • Use open-ended questions without reference to the literature or theory • Specify the participants and research site (unless stated previously) A Script for Writing a Qualitative Central Question • (How or What) is the (“story for” for narrative research; “meaning of” the phenomenon for phenomenology; “theory that explains the process of ” for grounded theory; “culture-sharing pattern” for ethnography; “issue” in the “case” for case study) of (central phenomenon) for (participants) at (research site). A Qualitative Central Question From an Ethnography Qualitative Central Questions From a Case Study Quantitative Research Questions, Hypotheses and Objectives • Quantitative researchers pose research questions or hypotheses and objectives to focus the study's purpose • Quantitative research questions: • Questions about the relationships among variables that the investigator seeks to know Quantitative Research Questions, Hypotheses and Objectives (cont.) • Quantitative hypotheses: • Predictions that the researcher makes about the expected relationships among variables • Predictions about the population values that the researcher will estimate based on data from a sample • Quantitative objectives: • Indicate a study's goals • Used frequently in proposals for funding Writing Quantitative Research Questions and Hypotheses • Write questions or hypotheses, not both • Consider 3 approaches to the variables for a question or hypothesis: • Compare groups • Relate variables • Describe responses • • • • Specify questions and hypotheses based on theory if possible Measure the independent and dependent variables separately Generally use demographic information as intervening variables Use consistent words and ordering for independent and dependent variables Scripts for Writing Quantitative Research Questions and Hypotheses • Quantitative research question describing outcomes: What is the frequency and variation of scores on ____________ (name the variable) for ______________(participants) in the study? • Quantitative research question focused on examining the relationship among variables: Does _________ (name the theory) explain the relationship between _________ (independent variable) and _________ (dependent variable), controlling for the effects of _________ (control variable)? • Quantitative null hypothesis: There is no significant difference between _________ (the control and experimental groups on the independent variable) on _________ (dependent variable). Forms for Writing Quantitative Research Questions and Hypotheses • The use of variables in research questions or hypothesis if one wants to do: An experiment or group comparisons A survey that correlates variables A descriptive study • Write research questions and hypothesis that logically follow from relationship among variables in a theory • Research questions or hypothesis may indicate cause and effect logic • Research questions and hypothesis should have no redundancies, do not write both A Null Hypothesis Directional Hypotheses Forms for Writing Quantitative Research Questions and Hypotheses • If writing hypotheses, use a consistent form: • Null hypotheses (predict no difference or no relationship) • Alternative hypothesis or directional hypotheses (predict direction of difference or relationship) • Nondirectional hypotheses (predict a difference or relationship, but not its direction) • Use non demographic variables • Use the same pattern of word order in the questions or hypotheses to enable a reader to easily identify the major variables • If writing research questions: • First, specify descriptive questions for each important variable • Next, state inferential questions that relate variables or compare groups • Finally, add questions in which variables are controlled Nondirectional and Directional Hypotheses Standard Use of Language in Hypotheses A Model for Descriptive Questions and Hypotheses Mixed Methods Research Questions and Hypotheses • Advance both qualitative and quantitative research questions (or hypotheses) in order to narrow and focus the purpose statement • Use guidelines for writing good qualitative and quantitative questions and hypotheses • Order questions to match the mixed methods design • In a two-phase design, order to match the phases • In a one-phase design, order according to the method given the most weight • Include a mixed methods research question that: • Conveys the methods and procedures • Conveys the content of the study • Combines the methods and content Different Ways to Write Questions and Hypotheses into a Mixed Methods Study • Write separate qualitative questions and quantitative questions or hypotheses: • At the beginning or as they emerge in phases • This places emphasis on the two approaches • Write separate questions or hypotheses followed by a mixed methods question: • This highlights the two approaches as well as their combined strength • Write only a mixed methods question: • This emphasizes the integration and not the individual parts Hypotheses and Research Questions in a Mixed Methods Study