Chapter 2: Quantitative, qualitative & mixed research

Taken from: Educational Research: Quantitative, Qualitative, and Mixed Approaches, 2010. R. B. Johnson & L. B. Christensen.  Los Angeles: Sage Publication

Research paradigm
A perspective based on a set of assumptions, concepts, and values that are held by a community of researchers

Characteristics of research paradigms

Quantitative research
Research that relies on primarily the collection of quantitative data
Qualitative research
Research that relies on primarily the collection of qualitative data
Mixed Research
Research that involves the mixing of quantitative and qualitative methods or paradigm characteristics
Determinism
All events have a cause
Probabilistic causes
Causes that usually produce an outcome

Quantitative
Mixed
Qualitative

Scientific method

Deductive or “top-down”
The researcher test hypotheses and theory with data

Deductive & inductive

Inductive or “bottom-up”
The researcher generates new hypotheses and grounded theory from data collected during fieldwork

View of human behaviour

Behaviour is regular & predictable

Behaviour is somewhat predictable

Behaviour is fluid, dynamic, situational, social, contextual & personal

Most common research objectives

Description, explanation, and prediction

Multiple objectives

Description, exploration, discovery

Focus

Narrow-angle lens, testing specific hypotheses

Multilens focus

Wide angle, deep angle lens, examining the breadth and depth of the phenomena to learn more about them

Nature of observation

Attempt to study behaviour under controlled circumstances

Study behaviour in more than one context or condition

Study behaviour in natural environments, study the context in which the behaviour occurs

Nature of reality

Objective (different observers agree on what has been observed)

Common-sense realism and pragmatic view of the world (what works is real and true)

Subjective, personal and socially constructed

Form of data collected

Collect quantitative data based on precise measurement using structured and validated data collection instruments (close-ended items, rating scales,  behavioural responses)

Multiple forms

Collect qualitative data (in-depth interviews, participant observation, field notes, open-ended questions) The researcher is the primary data collection instrument

Nature of data

Variables

Mixture of variables, words, images

Words, images, categories

Data analysis

Identify statistical relationships

Quantitative and qualitative

Search for patterns, themes, holistic features

Results

Generalizable findings

Corroborated findings may generalize

Particularistic findings. Representation of the insider (emic) viewpoint. Present multiple perspectives.

Form of final report

Statistical report (correlations, comparisons of means, reporting of statistical significance)

Eclectic and pragmatic

Narrative report with contextual description and direct quotations from research participants


Quantitative Research Methods: Experimental & Non-Experimental

Variables
Variable
A characteristic or a condition that can take on different values or categories it is a set
Constant
A single value or category of a variable that remains the same
Quantitative variable
A variable that varies in degree or amount (eg income)
Categorical variable
A variable that varies in type or kind (eg gender)
Independent variable (IV)
A variable that is presumed to cause a change in another variable (a causal variable)
Dependent Variable (DV)
A variable that is presumed to be influenced by one or more independent variables (the effect or outcome variable)
Cause and effect relationship
Relationship in which one variable affects another variable
Intervening / Mediating variable
A variable that occurs between two other variables and helps to delineate the process through which variables affect one another
Moderator Variable
A variable that changes the relationship between the other variables


 

Experimental research
Experimental research
Research in which the researcher manipulates the Independent Variable
Manipulation
An intervention studied by the experimenter
Extraneous Variable
A variable that may compete with the independent variable in explaining the outcome
Confounding variable
A type of extraneous variable that was not controlled for and is the reason a particular “confounded” result is observed
RANDOM ASSIGNMENT IS ESSENTIAL TO EXPERIMENTAL RESEARCH AND AVOIDS CONFOUNDING VARIABLES APPEARING
Non-Experimental research
Non-Experimental research
Research in which random assignment to groups is not possible and there is no manipulation of the independent variable
Causal-comparative research
A form of experimental research in which the primary independent variable of interest is a categorical variable
Correlational research
A form of non-experimental research in which the primary independent variable of interest is a quantitative variable
Correlation coefficient
An index that index the strength and the direction of the relationship between two variables
 Positive correlation
The situation when score on two variables tend to move in the same direction
Negative correlation
The situation when scores on two variables tend to move in opposite directions




 Qualitative Research Methods

Phenomenology
A form of qualitative research in which the researcher attempts to understand how one or more individuals experience a phenomenon

Ethnography
A form of qualitative research focussed on describing the culture of a group of people
Culture
The shared attitudes, values, norms, practices, patterns of interaction, perspectives and language of a group of people
Holistic approach
The description of how members of a group interact and how they come together to make up the group as a whole

Case study research
Focuses on providing a detailed account of one or more cases

Grounded theory research
Generating and developing a theory from the data that the researcher collects

Historical research
From events in the past


Mixed Research Methods

Mixed Method Research
Use a qualitative paradigm for one phase of the research study and a quantitative paradigm for another part
Can be concurrent or sequential but they are separate as such (you carry through the research process in one style only and then proceed to the other style or combine the results of the two)

Mixed Model Research
Both quan. methods and qual. methods are used within a stage or across stages (ie within the same study the styles are mixed)

Advantages
Fundamental principle of mixed research
Advises researchers to mix research methods or procedures in a way that the resulting mixture or combination has complementary strengths and non-overlapping weaknesses



No comments:

Post a Comment