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Vocabulary flashcards created from POL 280 Study Guide focusing on key terms and definitions.
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Causality vs Correlation
Causality refers to a cause-effect relationship, while correlation is merely a relationship between two variables.
Empirical
Based on observation and data.
Normative
Based on values and what should be.
Applied vs Pure Research
Applied research solves real-world problems; pure research builds theoretical frameworks.
Inductive vs Deductive Reasoning
Inductive reasoning moves from data to theory, while deductive reasoning moves from theory to test.
Paradigms
Frameworks of understanding: Positivist (objective), Post-positivist (imperfect), Constructivist (social reality), Critical (focus on power).
Theory & Hypotheses
Theory explains phenomena, while hypotheses are used to test these theories.
Variables
Types include independent variable (IV - cause), dependent variable (DV - effect), controls, and intervening variables.
Operationalization
The process of measuring concepts.
Validity vs Reliability
Validity refers to accuracy while reliability refers to consistency of a measure.
Ethics & IRB
Institutional Review Board (IRB) is responsible for protecting research subjects.
Transparency & Replication
Research should be open and repeatable to ensure validity.
Units of Analysis
The entities being studied; ecological fallacy occurs when assumptions about individuals are made based on group data.
Experiments vs Observational Studies
Experiments involve controlled variables, while observational studies do not manipulate variables.
Endogeneity vs Exogeneity
Endogeneity refers to bias from internal factors; exogeneity indicates independence from internal factors.
Internal vs External Validity
Internal validity refers to accuracy, while external validity refers to generalizability of results.
Population vs Sample
Population is the whole group studied, while a sample is a subset of that population.
Descriptive Statistics
Statistics that summarize data.
Charts: Bar vs Histogram
Bar charts are for categorical data; histograms represent continuous data.
Central Limit Theorem (CLT)
States the sampling distribution of the mean will tend to be normal, regardless of the shape of the population distribution.
Data Types
Include cross-sectional, panel, and time-series data.
Bivariate vs Multivariate
Bivariate analysis examines 2 variables; multivariate considers many variables.
Central Tendency
Measures include mean, median, and mode.
Dispersion
Includes range, variance, and standard deviation.
Variable Types
Includes nominal, ordinal, interval, and ratio types.
Dummy Variables
Variables that are coded as 0 or 1.
Null Hypothesis & P-value
The null hypothesis is a statement tested for significance; the p-value indicates the strength of the test.
Distributions
Can be univariate, bivariate, or multimodal.
Outliers & Skew
Outliers are extreme values; skew indicates asymmetry in data.
Confidence Interval
A range of values that is likely to contain the true population parameter.
T-test
A statistical test used to compare means between two groups.
Chi-square Test
Assesses relationships between categorical variables.
Correlation (r)
Measures the strength and direction of a relationship between two variables.
Regression
A method for predicting the dependent variable (DV) based on one or more independent variables (IVs).
R-squared
Represents the proportion of variance in the dependent variable that can be explained by the independent variables.
Omitted Variable Bias
Occurs when a model omits a relevant variable that influences both the dependent and independent variables.
Residuals
The differences between observed and predicted values, representing the error term in a model.
Fieldwork
Real-world data collection process in qualitative research.
Observation
Data collection method that can be structured or unstructured.
Participant Observation
The researcher actively engages in the environment being studied.
Obtrusive vs Unobtrusive
Obtrusive research involves the subject knowing they are being studied, whereas unobtrusive research does not.
Ethnography
A qualitative research method aimed at studying cultures.
Interviews
Can be structured, semi-structured, or unstructured, depending on the format.
Focus Groups
A group discussion method used to gather insights and opinions.
Reflexivity
The awareness of the researcher about their potential influence on the research.
Case Studies
In-depth analysis of a particular case or situation.
Content Analysis
The study of texts or media to analyze themes and patterns.
Archival Research
A research method that involves studying existing records.
Thick Description
A detailed account that provides context and meaning.
Subjectivity
The concept that researcher perspectives can influence findings.
Process Tracing
A method that identifies causal steps in a sequence.