Correlation
A relationship or connection between things
Eg. correlation between ice cream sales and crime rates , it doesn’t that eating ice cream causes crime
Causation
Something causing something
Cause-and-effect relationship
Reliability
The consistency of a measurement. Eg/ constantly measuring 150lbs is reliable even if the persons actual weight is different.
Validity
Accuracy of a measurement
Test-retest reliability
Assesses the consists of scores over time
Inter-rater reliability
Measures the degree of agreement between different raters or observers
Intra-rater reliability
Assesses the consistency of ratings by the same rater across multiple trails or occasions
Construct validity
Assesses whether a measure accurately represents the underlying construct or concept it is intended to measure
Internal validity
Refers to the extend to which a study can establish a cause-and-effect relationship between variables, minimizing the influence of confounding variables
External validity
Refers to the extend to which the findings of a study can be generalized to other populations or settings
Observational studies
Observe and collect data without manipulating any variables
Cross-sectional studies
(Observational study)
Data is collected at a single point in time
Longitudinal study
Data is collected over an extended period of
(Observational study)
Stratified longitudinal study
Participants are divided into subgroups (strata) based on shared characteristic, and data is collected over time
(Observational study)
Experimental study
Manipulating an independent variable to observe its effect on a dependent variable
Randomized controlled trials (RCTs)
Participants are randomly assigned to Éthier an experimental group or control group
(Experimental study)
Quasi-experimental studies
Like RCTs but without random assigned of participants
Everyone is there own control (no control group)
(Experimental group)
Pre-experimental studies
Lacks control group or may have other limitations that weaken the strength of evidence
(Experimental study)
Qualitative research approach
Aim to understand experiences, perspectives, and meanings rather then focusing on numerical data
Case studies (qualitative)
In-depth examination of a particular individual, group, or situation
Ethnographies (qualitative)
Focus on understanding cultures or cultural groups
Phenomenological studies
Explore the lived experiences of individuals related to a particular phenomenon
Sampling methods: target population
The entire group of individuals to which the study wants to generalize the results
Sampling methods: accessible population
The portion of the target population that is accessible to the researcher