S-data
Self-report data given directly by the participant about their thoughts, feelings, or behaviours.
I-data
Informant report from people who know the target personally.
L-data
Life outcome data derived from records (employment, health, criminal history, etc.).
B-data
Behavioural data based on direct observations.
Natural B-data
Real-world observations of behaviour in daily life.
Laboratory B-data
Controlled tasks designed to elicit behaviour in a lab.
Reliability
Consistency of a measurement.
Measurement Error
Random influences that reduce reliability.
Generalizability
How well a result applies across people, populations, and contexts.
Validity
The degree to which a test measures what it claims to measure.
Projective Test
Assessment using ambiguous stimuli meant to reveal unconscious motives.
Rorschach Test
Projective test using inkblots.
TAT
Thematic Apperception Test; storytelling about ambiguous pictures.
Objective Test
Standardized assessment scored consistently (e.g., MMPI).
Factor Analysis
Statistical method that identifies clusters of related traits.
Empirical Test Construction
Creating scales based on observed differences between groups.
MMPI
Minnesota Multiphasic Personality Inventory; empirically derived personality assessment.
Q-Sort
A method for describing personality using forced-choice ranking of traits.
Digital Footprints
Online behaviour patterns used to predict personality.
Machine Learning Algorithms
Computational models that detect behavioural patterns to predict traits.
Personality
Traits and mechanisms within individuals that are stable and influence interactions.
Trait Approach
Approach focusing on stable individual differences in behaviour.
Person–Situation Debate
Question of whether behaviour is driven more by traits or situations.
Situationism
View that situations matter more than personality traits.