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random error vs. systematic error
probability sampling vs. nonprobability sampling
Probability: Researchers know the likelihood that a person will be selected.
Nonprobability: Researchers do not know the likelihood that a person in the population will be selected for the sample
structured surveys vs in-depth interviews
qualitative vs. quantitative
Qualitative: Ways of collecting data the yield results like words or text (in-depth understanding of a small amount of cases)
Quantitative: Collects data that is condensed into numbers (Less depth, but more focus on a large numbers of cases)
Cross Sectional Surveys
Cross-sectional surveys are conducted at one moment in time. These surveys provide a “snapshot” of the attitudes and values of a sample, at a single timepoint.
Longitudinal Surveys
Longitudinal surveys are conducted across multiple time points. These surveys allow researchers to observe how individuals' attitudes, values and behaviours change over time.
Types of longitudinal surveys
Trend surveys, Panel surveys, Cohort surveys
Attrition Bias
A type of bias in longitudinal surveys that arises when a substantial proportion of respondents have dropped out of the survey. The people who remain often have certain characteristics that may affect the study’s findings.
Nonresponse bias
A type of bias that arises when there are differences between respondents and nonrespondents, which skews the sample away from the target population.
Interviews
Qualitative interviews are conducted one-on-one, between the researcher and the participant. They allow the respondent to provide detailed explanations in response to questions, allowing the researcher to uncover more depth and nuanced perspectives.
Meta-Analysis in Research
A statistical procedure that synthesizes results from multiple quantitative studies
Empirical papers vs. theoretical papers
Empirical papers involve data collection/analysis
Theoretical papers focus on building theories
Target Population
The group that the researcher is interested in learning about
Deductive approach to research
Researchers evaluate the fit between an established theory and findings
Research Problem
A gap in scientific knowledge that needs to be addressed through study
Primary purpose of exploratory research?
To scope out the magnitude of a phenomenon and generate initial ideas about new areas of inquiry
primary purpose of peer review?
To ensure research meets professional field standards and expectations
Confirmation Bias
The tendency to interpret data in ways that support existing views
Empirical questions vs. Normative Questions
Empirical questions can be answered through research about factual reality, while normative questions concern moral values and societal standards
Main function of a literature review in research
To summarize and point out gaps in existing research on a topic
Requirements for a theory to be valid
Fits the available evidence and data from observations
Stages of the research process
Analyzing data, Proposing a theory, Specifying a research question
Ethnography
Inserting a researcher into a research site to observe and study their target group’s behaviour in their natural setting.
Benefit of ethnography
Allows you to study a phenomenon within its primary social context by doing first-hand observations and providing detailed descriptions
Open ended vs. Close ended questions
Closed: Has a set of predetermined response choices
Open: Do not have a set of predetermined response choices. Allow respondent to provide their own answer
Rapport + Non-verbal cues
Cues: A respondents facial expressions, gestures, or other types of body language that hint at their underlying feelings about a topic
Rapport: The sense of connection a researcher establishes with a participant. Done to encourage them to speak in greater detail
Treatment vs. Control Groups
Treatment: The group that gets the “treatment”
Control: Does not get the treatment.
Both groups are accessed to see any differences between them
Lab experiments
Conducted in an artificial setting with controlled manipulations
Field experiments
Conducted in a real world setting with controlled manipulations
Conjoint experiments
Survey-based techniques that help determine the attributes people value in an object or action
Vignette Experiments
Provide participants with different examples of situations and ask for participants’ reactions and responses to these situations.
Quasi-Experiments
Quasi-experimental designs approximate a true experimental design but lack random assignment to experimental and control groups.
Natural experiments
Natural experiments are where the treatment and control groups are naturally occurring. The treatment and control groups differ naturally without intervention
Internal and External validity
Internal: How well a study shows whether changes in the independent variable causes changes in the dependent variables
External: How well the study generalizes results from its sample to its target population or beyond (how it applies to the real world)
Triangulation
The combination of multiple research methods. The incorporation of one research method can address the gaps/limitations of another
Focus Groups + Benefits
Involve multiple participants simultaneously. Consist of a moderator and several respondents. Allows respondents to talk about topics in a group setting.
Benefits: Allows the researcher to observe how normative pressures affect answers, see group dynamics and hear multiple perspectives.
Primary purpose of a sociological theory
To systematically explain social phenomena
overgeneralization
Assuming social patterns exist based on very limited information
Positive relationship between variables
As one variable increases, the other variable also increases
valid observations in sociological methodology
Systematic and credible documentation of experiences, whether direct or indirect
two main levels that scientific research operates on
Theoretical level and empirical level
basic vs applied research
Applied research solves practical problems while basic research aims to build general knowledge
Theory
A systematic explanation of a natural or social behavior, event, or other phenomenon
CATI
Computer-assisted telephone interviewing
Social Desirability Bias
Respondents hide their true opinion in order to appear better to others
Fence-Sitter
Constantly selecting “neutral” options on a survey
Probabilistic relationship
Two variables go together with some degree of regularity
Negative relationship
Selective observation
Noticing only social patterns that one has experienced directly/wishes to find
Exploratory vs. Descriptive vs. Explanatory
Exploratory: Examines new areas of inquiry to figure out the extent of a problem and generate ideas
Descriptive: Directed at making careful observations and generating detailed documentation
Explanatory: Seeks explanations of observed behaviors. Answers questions
Inductive vs. Deductive
Inductive: Start with a set of observations and use empirical evidence gathered to create propositions
Deductive: Start with a social theory then test its implications with data
null hypothesis
Predicts no relationship between the variables being studied.
Sample
Manageable number of subjects who represent a population
Population
The general focus of a study
Operationalization
Define the concept in terms of the steps it takes to objectively measure it
Sampling frame
List of members in a population that is available to researchers
Sampling error
The difference between the statistics obtained from a sample and the actual parameters of a population
Self selection bias
Participants who leave a study tend to come from particular subgroups, undermining the representativeness of the study’s sample
Nonresponse bias
Respondents and nonrespondents differ in important ways, which means the relevant characteristics observed in the sample differ from those in the target population
Response Rate
The percentage of people who actually completed the survey out of the amount of people asked to participate