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AKA on reading pdf: Questionnaires, Surveys, and Case Studies
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Acquiescence Bias
A type of response bias where participants tend to agree with statements regardless of their content, especially when they lack a strong opinion
Anonymous
A condition where the identity of survey or questionnaire respondents is not known to the researcher, increasing the likelihood of honest responses
Box Plot
A visual representation of the distribution of data that displays the median, quartiles, and possible outliers to help understand data variance and skew
Case Study
An in-depth investigation of a particular individual, group, event, or organization, often conducted over a long period of time and using multiple data sources
Credibility
The degree to which the results of a study are believable and trustworthy, often enhanced through triangulation in case studies
Data Triangulation
The use of multiple data sources (e.g., participants, documents, observations) in a study to enhance credibility
Idiographic Approach
A research approach that focuses on understanding individual cases in depth and in their unique context rather than aiming for generalizations
Interquartile Range (IQR)
A measure of statistical dispersion, calculated as the range within which the middle 50% of values fall in a dataset
Likert Scale
A common survey format that measures degrees of agreement or frequency (e.g., from “Strongly Disagree” to “Strongly Agree”) to quantify attitudes or behaviors
Longitudinal Study
A study that collects data from the same subjects over an extended period, allowing researchers to observe changes and developments
Mean
The arithmetic average of a set of numbers. Often misused in analyzing ordinal data like Likert scale responses
Median
The middle value in a set of ordered data. Preferred over the mean for analyzing ordinal data like survey responses
Meta-Analysis
A statistical method that combines the findings from multiple studies to identify overall trends and draw broader conclusions
Mode
The most frequently occurring value in a data set. Used alongside the variation ratio to assess the consensus in survey responses
Natural Environment
The real-life setting in which behavior is observed or data is collected, as opposed to controlled laboratory conditions
Nomothetic Approach
A research approach aiming to identify general laws and broad patterns across individuals or cases, often to support generalizations
Non-response Bias
A type of bias that occurs when individuals who do not participate in a survey differ significantly from those who do, potentially skewing results
Ordinal Data
Data that represent ordered categories (e.g., ratings from “poor” to “excellent”) where intervals between values are not necessarily equal
Participant Attrition
The loss of participants over time in longitudinal studies, which can threaten the validity of the research
Participant Observation
A qualitative data collection method where the researcher immerses themselves in the environment of the subjects being studied
Prospective Study
A study that follows participants forward in time from the point of initial observation or intervention
Questionnaire
A written set of questions aimed at collecting qualitative data, often used in interviews or surveys
Qualitative Data
Non-numeric information that provides depth and context, often gathered through open-ended questions or interviews
Quantitative Data
Numerical information that can be statistically analyzed, commonly gathered using structured tools like Likert scales
Recall Bias
A bias that occurs when participants inaccurately remember past events, leading to over- or under-reporting in surveys or interviews
Recency Bias
A bias where participants give more weight to recent experiences when responding, which may distort long-term trends or patterns
Representational Generalization
Applying the findings of a case study or qualitative research to broader populations or contexts when appropriate patterns emerge
Researcher Triangulation
The involvement of multiple researchers in analyzing or interpreting data to reduce individual bias and enhance objectivity
Retrospective Study
A study that looks backward in time, collecting data about past behaviors or experiences
Self-Report
A data collection method in which participants provide information about themselves, often through questionnaires or interviews
Social Desirability Bias
A tendency of participants to respond in ways they believe are socially acceptable or favorable rather than being truthful
Survey
A method for collecting and analyzing data from a set of questions distributed to a large group of people, often combining qualitative and quantitative data
Theoretical Triangulation
Using multiple theoretical perspectives to interpret findings and strengthen the robustness of conclusions
Triangulation
The use of multiple methods, data sources, researchers, or theories in a study to enhance the credibility and depth of the findings
Variation Ratio (VR)
A statistical measure calculated as 1 minus the proportion of the sample that gave the most common response
it reflects disagreement in a dataset