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Deductive Research
moves from general theory to specific hypotheses that are empirically tested
Inductive Research
moves from specific observations to broader generalizations and theory building
IRB Role
Reviews research protocols and related materials to ensure human subjects’ rights and welfare are protected
Informed Consent
Involves (1) disclosing necessary information, (2) ensuring understanding, and (3) securing voluntary agreement before participation
Respect for Persons
Treat individuals as autonomous agents and provide extra protections for those with diminished autonomy
Beneficence
Obligation to maximize benefits and minimize harm
Justice
Fair distribution of research burdens and benefits across populations
Reliability
Consistency of a measure across time (test-retest), items (internal consistency), or observers (interrater)
Validity
Accuracy with which a measure reflects the construct of interest (including internal, external, construct validity)
Anonymity
No identifiers collected; researcher cannot link data to individuals
Confidentiality
Identifiers may be known but are protected from wider disclosure through data safeguards
Social Desirability Response
Tendency of respondents to answer questions in a manner they believe will be viewed favorably by others, leading to over-reporting “good” behavior and under-reporting “bad” behavior
Cross-Sectional Surveys
Single point in time “snapshot”
Longitudinal Surveys
Multiple time points; Includes: Trend, Cohort and panel Surveys
Trend Surveys
Different samples over time
Cohort Surveys
Same subgroup over time
Panel Surveys
Same individuals over multiple waves
Manifest Content
Observable, literal elements in text
Latent Content
Underlying meanings and interpretations beyond surface text
Triangulation
Use of multiple methods, data sources, theories, or investigators to enhance the credibility and validity of findings by cross-verification
Closed-Ended Questions
Fixed response options (e.g., yes/no, Likert scales); easy to code and analyze quantitatively
Open-Ended Questions
Free-text responses; provide depth and insight into respondents’ perspectives
Convenience Sampling
Participants selected by availability.
Quota Sampling
Ensures representation of key subgroups by setting quotas.
Purposive (Judgmental) Sampling
Researcher selects based on criteria.
Snowball (Referral) Sampling
Existing participants recruit others.
Self-Selection (Volunteer) Sampling
Individuals opt in on their own
Strengths
Stimulates discussion, elicits group norms and language, uncovers interactions and shared meanings
Limitations
Dominant voices can hijack discussion, groupthink, moderation skill critical, self-selected participants limit generalizability, large volumes of data are challenging to analyze
Definition
Researcher immerses in a social setting to observe behaviors, interactions, and practices firsthand
Strengths
High ecological validity, captures what participants do (not say), provides deep contextual insight and empathy
Limitations
Low replicability and generalizability, potential researcher bias and “going native,” ethical issues with covert observation, heavy reliance on researcher skills
Nominal
You can categorize your data by labelling them in mutually exclusive groups, but there is no order between the categories.
Ordinal
You can categorize and rank your data in an order, but you cannot say anything about the intervals between the rankings.
Interval
You can categorize, rank, and infer equal intervals between neighboring data points, but there is no true zero point.
Ratio
You can categorize, rank, and infer equal intervals between neighboring data points, and there is a true zero point.
THEMATIC ANALYSIS
a theme is a conceptualization of an interaction, a relationship, or an event.
Recurrence
There’s a thread of meaning in the data. It’s not necessary to have the precise words.
Repetition
The explicit repetition of words, phrases, or sentences.
Forcefulness
Think of vocal inflection, volume, or dramatic pauses
PARTICIPANT QUOTES
should illuminate analysis
provide evidence that your analysis is correct.