Features of the Scientific Method
3 Goals of Research
Independent Variable
The variable the researcher manipulates to test its effect
Dependent Variable
The outcome that is measured to see if it changes
Experiment
The researcher manipulates an independent variable to test cause and effect
Correlational Study
Measure the relationship between variables without manipulating them
Observational Study
Researchers observe and record behavior without intervening
Random Assignment
Placing participants into different conditions by chance to reduce bias and make groups equivalent (e.g. flipping a coin to decide who gets group A and group B)
Blinding
Keeping participants, researchers, or both unaware of who is in which condition to prevent bias
Theory
A broad explanation that organizes and predicts behaviors or events
Construct
A broad, abstract concept you want to study (e.g. intelligence, happiness, aggression)
Hypothesis
A specific, testable prediction derived from a theory
Operationalization
How you measure or define a construct in a study (e.g. measuring intelligence with an IQ test)
Reliability
The consistency of a measure or test; whether it produces stable and repeatable results
Internal Validity
How confidently a study shows that the independent variable caused the effect
External Validity
How well the study’s results generalize to other people, settings, or situations (e.g. results from a study with college students generalize to other age groups)
Statistical Significance
The likelihood that a study’s results aren’t due to chance
Observer Bias
When a researcher’s expectations influence how they perceive or record data (e.g. a teacher notices boys misbehaving more because she expects them to)
Social Desirability / Response Bias
When participants answer in ways they think are acceptable rather than truthful (e.g. saying you recycle even if you don’t)
Sampling Error
Differences between a sample and the population make false assumptions about generalizability (e.g. selecting participants from one city to represent the entire country)
Demand Characteristics
Cues in a study that make participants guess the purpose and change their behavior to match it (e.g. people try harder on a test if they think the study is about intelligence)
Third Variable
An outside factor that causes a correlation between two other variables, making the relationship misleading (e.g. ice cream sales and drowning rates are correlated, but hot weather causes both)
Convenience Sample
Choosing participants who are easiest to access rather than randomly selecting from the population (e.g. surveying students in your class because they’re nearby)
Institutional Review Board (IRB)
Ensures research is safe, fair, and respects participants’ rights:
- Informed consent
- Confidentiality
- Minimizing harm
- Right to withdraw
- Debriefing