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Glossary
A
Ability
A trait describing how well a person performs when presented with novel problems which require thought for their successful solution. For example, solving mazes, identifying flaws in logic, or developing creative solutions to problems.
Ability Dimension Action Chart
Cattell’s attempt to classify abilities in terms of the type of stimulus, the type of cognitive operation(s) to be performed on that stimulus, and the type of response to be made.
Ability emotional intelligence
A person’s ability to recognise, use and discriminate between one’s own and other people’s emotional states, and to use this information to guide one’s actions.
Acquiescence
The tendency to agree with items in personality or interest tests, whatever the items are.
Alexithymia
Problems identifying which emotions one experiences or explaining these to others; focusing on facts rather than feelings.
Alpha
See coefficient alpha
Attainment
Level of performance following some form of instruction – for example, marks on a history test, where candidates have been taught the information needed to answer the questions correctly.
Aptitude
Potential to perform well in some occupation; it may be estimated by using tests measuring abilities, attainments, personality etc.
Auditory evoked potentials
Patterns of electrical activity in the brain brought about by an auditory stimulus – typically playing a “click” through headphones. One person’s responses to many identical stimululi are usually averaged, giving the “average auditory evoked potential”.
Authoritarianism
Similar to conservatism, authoritarian ism is a personality trait characterised by rigid obedience to rules, conventional moral standards, dislike of those from “outgroups” and uncritical respect for one’s leaders.
B
Bartlett Test of Sphericity
A test which can show whether data are suitable for factor analysis, but which is overly sensitive to sample size.
Behavioural Genetics (or Behaviour Genetics)
A range of methods (e.g., twin studies and adoption studies) where the test scores of people who differ in their degree of genetic relatedness or similarity of family environment are analysed to show the importance of genetic, family and extra-family influences on a trait.
Behavioural Approach System
Part of the conceptual nervous system (cns) in Gray’s theory of personality, the BAS is the system that seeks out reward.
Behavioural Inhibition System (BIS)
Part of the conceptual nervous system (cns) in Gray’s theory of personality, the BIS involves choosing between several different courses of action and may involve inhibiting the Behavioural Approach System and the Fight-Flight-Freeze System.
Bias
In psychometrics, bias occurs where a test systematically over- or under-estimates the true scores of a particular category of people.
Big Five model of personality
One of several models of personality, such as that developed by Costa & McCrea which measures Openness, Conscientiousness, Extraversion, Neuroticism and Agreeableness.
Bloated Specific
Cattell’s term for a factor that emerges from a set of items which are all highly similar in terms of content. Hence if a person is behaving consistently they have no choice but to answer all the items identically. A single item is bloated up and appears as a factor. It should arguably not be interpreted as a personality trait because of its extreme narrowness of focus.
Boredom Susceptibility
A facet of Zuckerman’s sensation seeking trait.
Bottom-up approach
Gathering data and analysing it to develop a theoretical model, as with Cattell’s personality sphere: the opposite of the top-down approach where the theory comes first.
C
Chain-P technique
An extension of P-technique for discovering mood and motivational states, it is similar to P-technique but uses data from more than one person.
Circadian Rhythms
Approx. 24-hour shifts in mood, thought to be determined by biological factors.
Circular definition
Where a trait is inferred from regularities in behaviour, and then used to explain that behaviour. E.g. inferring that a person does not give to charity because of their meanness, and then using meanness as an ‘explanation’ of why they do not donate to charity.
Classical item analysis
Refining items in a scale by examining their correlations with the total score and eliminating items with small correlations. This generally improves the reliability of a scale.
Client-centred therapy
A method of therapy used by Carl Rogers in which people talk about how they view themselves and others in their life.
cns
See conceptual nervous system
CNS
The central nervous system, comprising the brain and spinal cord.
Coefficient Alpha
A reliability coefficient which, if the items are properly sampled, indicates how closely items in a test reflect the scores which people would have obtained if they were given every item which could conceivably be written to measure a trait.
Cognitive ability
See ability.
Cognitive Growth Curve
Graph showing how the level of cognitive abilities (e.g., the score on some ability test) varies with age.
Common Environment
The environment shared by a group of people, which is assumed to influence them all in a similar way: e.g. parental behaviours when children grow up. An important aspect of behaviour genetics
Common factor
Often abbreviated to “factor” it represents a group of variables which tend to vary together and which may thus have a common cause.
Communality
In factor analysis, the sum of the squared loadings for a variable. It shows how much of that variable’s variance is explained by the common factors.
Component Analysis
See Principal Components Analysis.
Componential Analysis
A technique devised by Robert Sternberg for identifying how long a person to perform various low-level cognitive operations. The componential sub-theory is a part of the triarchic theory of ability.
Conceptual nervous system (cns)
In Gray’s personality theory, the Behavioural Inhibition System, Behavioural Activation System and the Fight-Flight-Freeze-System.
Concurrent validity
Establishing whether a test measures what it claims to measure by correlating it with other tests, and checking that these correlations are in line with theory.
Conguence
In Rogers’ theory, this term (also known as “genuineness”) refers to the client’s impression that the counsellor is “being themselves”, and not acting a part or giving standard, pre-prepared answers.
Contextual subtheory
Part of Sternberg’s theory of intelligence, it argues that practical intelligence (‘being ‘street smart’) is (a) important and (b) different from general intelligence.
Coefficient alpha
A widely used statistic which can indicate how closely scores on a test correlate with the scores that a person would have obtained if they had been given every item which could possibly be written to measure a particular trait. However this only holds if the items in the test are randomly sampled from the domain and are independent of each other.
Confirmatory bias
The tendency to notice information which agrees with one’s beliefs, and the failure to notice contradictory information.
Confirmatory factor analysis
A statistical technique which tests whether a hypothesised factor model fits a new set of data.
Conscientiousness
One of the Big Five personality traits developed by Costa & McCrae. Conscientious individuals are self-disciplined, methodical, and dutiful.
Conservatism
A belief in conventional morality, traditional values etc. Similar to Authoritarianism.
Conspection
A test has high conspection if two people can score it identically. Multiple-choice tests will show good conspection: projective tests will rarely do so.
Content validity
Where a test comprises items drawn from some clearly defined universe such that a test that comprises a sample of these items must, by definition, be valid. More useful for attainment tests than ability or personality tests in practice.
Contextual sub-theory
An aspect of Sternberg’s triarchic theory which views adapting oneself to one’s environment (and vice versa) as an aspect of intelligence: street-smartness.
Continuity Hypothesis
The proposal that severe psychological disorders such as schizophrenia only represent one end of a continuum; ‘normal’ people may show milder manifestations of these conditions which involve the same underlying biological/cognitive/developmental/social processes.
Convergent validity
A form of concurrent validity where scores on a test correlate with a variable which they should theoretically be related (e.g. another test measuring the same trait). See also Divergent Validity.
Coping strategies
Cognitive strategies for reducing the emotional impact of stressful events.
Corpus callosum
A bundle of nerve fibres connecting the two hemispheres of the brain.
Corrected item-total correlation
The correlation between an item and the sum of the (scored) other items in a scale, used as part of classical item analysis.
Correlation
A number between -1 and +1 showing the extent to which one variable is inversely-proportional or proportional to another, a correlation of zero implying no relationship.
Cortex
The area of the brain just under the top, sides, front and back of the skull.
Criterion keying
A method of item analysis where items are retained if they relate to some external criterion, such as job performance.
Crystallized intelligence
Crystallized intelligence, Gc, is a second-order ability factor identified by Cattell amongst others. It indicates performance at tasks that are taught at school – e.g. language. Thus poor schooling will affect Gc, but not Gf.
D
Dark triad
Psychopathy, Narcissism and Machavellianism
Defence Mechanisms
In Freudian theory, these are unconscious cognitive operations which strive to keep the contents of the id out of consciousness.
Defensive Distance
In response sensitivity theory a measure of the perceived intensity of threat: the distance at which an avoidance response is made in reinforcement sensitivity theory.
Depth Psychology
Any personality theory which stresses the importance of unconscious factors – e.g. the Freudian id or Jung’s collective unconscious.
Dichotomous variable
Any variable which can have just two variables – e.g., sex, or whether an ability test item is answered correctly or incorrectly.
Differential Item Functioning
A method of detecting bias using item response theory. It shows whether a test item is easier for members of one group than another and whether this is the case for all ability levels or for only some. The technique can also be applied to scores from personality tests.
Direct Oblimin
A widely used method of oblique rotation in factor analysis.
Distractor
In multiple-choice ability tests, a distractor is one of the “wrong” alternative answers
Divergent validity
A form of concurrent validity where a test does not show substantial correlations with another measure with which it is not expected to correlate. See also convergent validity.
Domain-sampling model
A model which views items in a test as being a random sample of all items that could conceivably have been written to measure the trait. It has major implications for the interpretation of coefficient alpha.
dR (Differential R) technique
A variant of factor analysis which finds mood states. It involves giving a large sample of people a questionnaire or test measuring states on two occasions. The difference between their scores on each item are then factor analysed.
DSM-5
The most recent version of the American Psychiatric Association’s ‘Diagnostic and Statistical Manual’, which is used by psychiatrists to diagnose psychiatric disorders. It lays out which symptoms characterise each disorder, and which of these must appear together in order for a particular diagnosis to be made.
E
Egalitarian fallacy
The unsubstantiated belief that any differences in mean scores of various groups (e.g. males/females) must be attributed to flawed (biased) tests rather than representing a genuine difference.
Ego
The conscious part of the mind in Freud’s theory of personality.
Eigenvalue
A statistic produced by factor analysis software, showing the sum of the squared factor loadings - and hence the variance explained by a factor
Electroencephalogram (EEG)
A technique for recording and analysing electrical activity in the brain – usually in the cortex – by affixing electrodes to the scalp.
Element
In Kelly’s theory, an element is a person whose behaviour is to be understood and predicted using personal constructs.
Elementary Cognitive Tasks
JB Carroll’s term for tasks thought to represent very simple cognitive operations (e.g. retrieval of the meaning of a symbol from iconic storage) the duration of which might be linked to performance on tests of cognitive ability.
Emotional Intelligence (EI)
The study of individual differences in processing of emotional material (e.g. recognising and reacting one’s own or others’ emotional states). It is normally divided into Ability-EI and trait-EI.
Emotional stability
Low Neuroticism.
Emotions
Feelings which are similar to moods. Some theorists argue that they differ from them with respect to intensity, relatedness to life-events, and duration.
Empathy
Being able to understand, perhaps experience, another person’s emotional state, and reflect this back to them.
Environment
In behaviour-genetics,the influence of anything other than genes on behaviour. See shared environment, unique environment.
Ergs
Biological drives (e.g. hunger, sex) in Cattell’s theory of motivation.
Eros
One of two major drives in Freud’s theory, eros is the drive for survival and propagation.
Eugenics
The proposal that humans should be selectively bred to enhance certain traits such as intelligence, or to reduce the incidence of other traits or genetically-influenced illnesses.
Evoked potentials
See Auditory evoked potentials
Experience seeking
One of the facets of sensation seeking, according to Zuckerman. It involves doing new things and eschewing routine.
Experiential subtheory
Part of Sternberg’s triarchic theory of abilities. It considers how well people adapt to novel tasks and automate cognitive processes.
Exploratory factor analysis
See Factor analysis
External bias
A method of detecting whether tests are unfairly harder for members of one group than another by using regression to check whether test scores lead to the same prediction of performance for each of the two groups.
Extraversion
Also “Extroversion”. A personality trait, the opposite of Introversion. Extraverts tend to be sociable, assertive, cheerful and optimistic.
EPQ-R
Eysenck Personality Questionnaire – Revised. Widely used personality questionnaire assessing extraversion, neuroticism and psychoticism. It also features a lie scale to detect dissimulation.
Executive functioning
Cognitive functions such as working memory, response inhibition, attention etc.
Extrinsic motivation
Doing something because it helps achieve some long term goal, rather than because it is enjoyable.
F
Face validity
Whether the items in a test look as if they measure the trait that they supposedly assess.
Facet
A narrow component of a broad factor. For example, sociability and optimism are two facets of Extraversion.
Factor
Any weighted linear combination of variables: e.g. sociability x 0.3 + optimism x 0.8 discovered using factor analysis. These factors are thought to represent personality or ability traits.
Factor analysis
A statistical technique which determines how many distinct traits are measured by a set of items or tests. It assumes that each item (or test) is influenced by one or more “common factors”, random error, and “unique variance”. It differs from principal components analysis in that it includes the “unique variance” term; because of this the common factors are not thought to explain all the variation in people’s scores.
Factor matrix
Table showing how strongly each variable is related to each factor following factor analysis.
Factor rotation
A process of moving factors relative to variables, usually in an attempt to find simple structure.
Factor scores
The score which each person obtains on each factor. These can be correlated with other variables to validate the factor, just as one would validate a test.
Faking
Answering some items in a personality questionnaire less-than-honestly so as to achieve some object – e.g. employment, hospitalisation.
Family studies
Behaviour-genetic design tests whether genetic similarity of close relatives is reflected in similarity of scores on personality traits.
Fight-Flight-Freeze-System
The defensive avoidance system, a component of the conceptual nervous system in Gray’s biological model of personality (reinforcement sensitivity theory) which determines how the organism reacts to aversive stimuli: defensive avoidance or escape.
Five Factor Model
See Big Five model of personality.
Fixed Role Therapy
Kelly’s method of therapy which involved a person acting as if they were on a different position on one or more personal constructs to see what it felt like.
Fluid Intelligence
Cattell’s name for the second-order factor Gf, which is thought to reflect abstract thinking ability and which empirically, seems to be almost indistinguishable from general intelligence, g.
Flynn Effect
James Flynn’s discovery that fluid intelligence scores rose from generation to generation by about 3 IQ points per decade during much of the 20th century.
Free association
Part of Freud’s method of psychoanalysis whereby patients say the first thing that comes into their head in response to a word spoken by the therapist.
fMRI
Functional magnetic resonance imaging: a method for showing brain electrical activity in real time, as people perform cognitive tasks.
G
g
Spearman’s factor of general intelligence. Also known as general ability or general cognitive ability, it influences performance on all tasks requiring thought.
GAD
See general anxiety disorder
General intelligence
See g
Gc
See crystallised intelligence
Gene
A sequence of DNA which occupies a particular position on a particular chromosome.
General Anxiety Disorder (GAD)
A psychiatric diagonosis of levels of anxiety which are so severe that they affect an individual’s ability to live a normal life.
General factor of Personality
A (slightly controversial) single factor found when analysing the correlations between the Big Five personality traits. It is thought to be related to social effectiveness.
Genital stage
A Freudian concept referring to the adult sexual behaviour after puberty.
Gf
See fluid intelligence
Gv
The second-order ability factor measuring individual differences in being able to visualise and perform spatial tasks
Gm
The second-order ability factor measuring memory
Gps
The second-order ability factor of perceptual speed – speed of recognising or comparing letters or shapes
Goodness-of-fit index
Any statistic showing how well a particular model fits a set of empirical data.
Grey matter
Areas of the brain containing cell bodies (as opposed to white matter, which just comprises axons).
Grit
Perseverance and passion for long term goals; it is almost indistinguishable from the personality trait of Conscientiousness.
Group differences
Any difference in the average score of various groups (e.g. gender, racial) which is not attributable to biased tests.
Group test
A test which can be administered to several people at the same time: for example, personality questionnaires or booklets containing ability items, such as Raven’s Matrices. See individual test.
Guilford-corrected item-total correlations
The correlation between an item and the sum of the other items in a test used as part of item analysis.
H
Hare Psychopathy Checklist
A structured interview to determine levels of psychopathic traits.
HeadStart programme
An intervention for socially deprived pre-school children aimed at improving language and cognitive skills.
Heritability
A statistic between 0 and 1 showing the extent to which a trait is influenced by genetic makeup within a particular population. Heritability estimates usually come from behaviour genetic studies.
HEXACO
Model of personality which adds a factor of Honesty/Humility to the Costa & McCrae 5-factor model
Hick’s Law
The finding that reaction times increase as the number of targets increase in a choice reaction-time task.
Hierarchical models
In Factor analysis, where the correlations between (oblique) factors are themselves factor analysed, the process being repeated until either just one factor is found, or all the factors are uncorrelated. It therefore shows a hierarchy of traits from the most general at the apex of a pyramid to the most narrow at the base. The hierarchical structure of cognitive abilities, with general intelligence at the top, is the best-known example.
Hypervigilance theory
Michael Eysenck’s cognitive theory of anxiety whereby anxious individuals normally scan the environment for signs of danger then focus on it once one is detected.
Hysteria
Psychiatric diagnosis popular in the 19th century where physical symptoms were thought to have a psychological origin.
I
Id
The unconscious mind in Freud’s theory. It contains the life and death instincts, repressed memories etc.
Identification
A Freudian defence mechanism whereby a person takes on the characteristics of a threatening person, as with the resolution of the Oedipus complex in boys.
In-basket
Method of selecting people for jobs by giving a sample of the tasks that they would perform, rather than psychological tests.
Incremental validity
A test has incremental validity if it significantly improves the predictive power of a battery of tests (typically selection tests) when added to the existing test battery.
Individual Psychology
Adler’s personality theory.
Individual test
A test which is administered to one person at a time, perhaps to obtain good rapport, or because the test requires one-to-one interaction as with the WAIS or WISC. See group test.
Individuation
In Jung’s theory, the period when a person comes to recognize the importance of their unconscious mind and becomes their ‘true self’.
Infantile sexuality
Freud’s proposition that young children obtain sexual feelings from stimulation of various areas of the body (mouth, anus, genitals).
Inferiority complex
In Adler’s theory, a feeling of being worthless that may be brought about by physical deformities and parental behaviour in childhood.
Information processing models
Models that view thought (and performance on ability tests) as a sequence of cognitive operations.
Inspection Time
A measure of how long a stimulus (generally auditory or visual) needs to be presented for some feature of it (e.g, length or pitch) to be perceived with a particular level of accuracy.
Instrument factor
A type of measurement error (e.g. acquiescence) affecting one particular type of measurement method (e.g. self-report questionnaires).
Intellect
A personality factor identified by Goldberg which reflects interest in intellectual pursuits (e.g., art) and imagination. Costa & McCrae altered its content somewhat and re-named it ‘Opennoess’
Intelligence
See g
Interest test
Self-reported level of motivation.
Internal bias
Any technique used to detect bias in test items without relating them to other variables. See also External bias.
International Personality Item Pool (IPIP)
Free personality questionnaires measuring most personality traits.
Intrinsic motivation
Doing something because it “just is” enjoyable, rather than to help achieve some long term goal.
Interval scales
Scales of measurement which assumes that there are assume equal intervals between the responses: e.g. that the psychological distance between “strongly agree” and “agree” is the same as between “agree” and “neutral”.
Introversion
See Low extraversion
Introspection
Attempting to discover personality by reflecting about one’s self, as in Rogers’s theory.
Ipsatised tests
Tests whose items ask participants to choose between two courses of action – each of which represents a different personality trait. The test is scored by determining how often each trait is chosen. However these data are difficult to analyse; coefficient alpha and factor analysis may be inappropriate.
IQ
A number showing a person’s score on an intelligence test relative to other members of the general population of the same age. An IQ of 100 implies average intelligence, at any age.
Isolation
Defence mechanism whereby the emotional significance of a thought or memory is not appreciated, making it less threatening.
Item analysis
Any statistical procedure which refines a scale by removing items which are in some way unsatisfactory.
Item response theory
A statistical technique which estimates people’s abilities and item difficulties independently; the difficulties of the items do not depend on the range of ability of the people who attempted them.
J
Job analysis
The analysis of the cognitive and other requirements of a particular job usually performed so that appropriate selection tests may be used.
K
Kaiser-Guttman Criterion
Old, discredited proposal suggesting that the number of factors which should be rotated should be the number of unrotated factors having eigenvalues greater than 1.0.
L
L-data
Cattell’s term for ratings of behaviour.
Latency period
Freud’s description of the period between age 6 and puberty during which he believed that children did not experience sexual feelings
Lexical hypothesis
The proposition that all important personality traits will be described by an adjective in the dictionary.
Libido
The life instinct: the sexual drive found in the id, according to Freud.
Lie scale
Questionnaire scale designed to identify people who are faking their responses – e.g. by denying common faults
Likert scales
Scales used in personality questionnaires. For example, “Strongly agree”, “Agree” “Neutral”, “Disagree”, “Strongly disagree” which are then translated into numbers such as 4,3,2,1,0 – an ordinal or interval scale.
Limbic system
Old term for the structures at the base of the cortex associated with emotion.
Logistic regression
Statistical technique whose basic aims are similar to multiple regressions but where the dependent (outcome) value has only two possible values: e.g. pass/fail.
Louisville Twin Study
Long-running American database of twins’ scores on psychological tests, permitting behaviour-genetic analyses.
M
Machiavellianism
Manipulation of others to achieve one’s own goals. Part of the dark Triad of personality traits.
Magnetic Resonance Imaging (MRI)
Magnetic resonance imaging: a method for showing brain electrical activity, though not in real time. See also fMRI.
Man the Scientist
Kelly’s cognitive theory of personality which stresses how people build cognitive structures (personal constructs) to help them understand the world and predict events.
Mandala
A circular, symmetric object, one of the archetypes in Jung’s theory.
MAP
Minimum Average Partial test: Wayne Velicer’s test for the number of factors to be retained for factor rotation.
Masking
Presenting another stimulus before and/or after a briefly-presented visual or auditory target stimulus, to make the target stimulus harder to detect (e.g. by writing over the contents of the short-term visual store).
Mating, assortative
The tendency for people to choose mates with similar levels of traits to their own.
MSCEIT
Mayer-Salovey-Caruso Emotional Intelligence Test. Widely used test of ability emotional intelligence.
Mean
The average.
Measurement errors
Random or systematic errors which reduce the reliability and validity of test scores and/or make them biased.
Measurement invariance
A statistical technique which determines whether a questionnaire or test measures the same thing in different groups of people.
Mental Measurement Yearbooks
Series of books holding independent evaluative reviews of psychological tests: questionnaires etc.
Meritocracy
Social system where a person’s ability (rather than social class, patronage etc) determines their success in work.
Meta-analysis
Method for integrating results from several research studies to draw broad conclusions based on large samples and a variety of methodologies. It essentially averages the results from many studies.
Mindfulness
A personality trait measuring the extent to which a person focuses on experiencing the present, free of past and future worries and intrusive thoughts – akin to meditation.
Milwaukee Project
Project designed to determine whether environmental enrichment in early life improves IQs and academic performance of children from socially deprived families.
Minnesota Multiphasic Personality Inventory (MMPI)
An old personality test, originally developed by selecting items that might predict psychiatric diagnoses using criterion keying.
Minority group
Any numerical minority group: e.g. gay people, Chinese in the USA, Americans in China...
MMPI
See Minnesota Multiphasic Personality Inventory
Molecular genetics
Method for determining which variants of which genes are associated with physiology, behaviour or test-scores.
Monoamine Oxidase Inhibitors (MAOIs)
Antidepressant drugs which affect serotonin levels.
Monte-Carlo analysis
Computer simulation technique designed to solutions to problems that have no obvious analytical solution.
Mood
A short-term state: e.g. negative affect, positive affect which may or may not be distinguishable from an emotion.
Mood variability
A measure of the extent to which a person’s moods shift from hour to hour or day to day.
Morningness
Feeling alert early in the morning.
Motivation
The study of social and biological factors (e.g. the urge to support one’s family; hunger) which energize our behaviour and cause us to choose some courses of action rather than others.
Movement time
The time to make a physical movement in a reaction time task: e.g. physically push a button. This is distinct from reaction time, which is the time taken to decide to make a particular response.
Multiple Choice Test
An ability or attainment test where a person is shown several answers and asked to identify the one which is correct.
Multiple hurdle approach
In personnel selection, if a candidate fails to meet the standard on one test they are rejected: excellent performance on other tests cannot compensate for weak performance in one area.
Multiple intelligence theory
Gardner’s theory which suggests that there are approximately eight quite independent ability traits, instead of the widely-accepted hierarchy of correlated abilities with g at the apex.
Multivariate genetic analyses
Method of behaviour genetics which determines the extent to which a correlation between two variables (e.g. g and academic performance) is caused by a set of genes which influence both behaviours.
Multivariate techniques
Statistical methods such as factor analysis and multidimensional scaling, which analyse data from more than one dependent variable.
N
Narcissism
Having inflated, unjustifiable view of one’s own importance, fantasies of success, a desire for admiration, and an expectation that one deserves to be treated differently from other people. It is part of the Dark Triad of personality traits.
Narrow personality traits
Personality traits that do not arise from an attempt to map the whole area of personality, but which instead seek to address a specific issue: e.g. whether the Type A personality can predict heart disease.
Nature/nurture debate
The debate as to whether environmental factors alone can explain individual differences.
Negative affect
A mood state associated with feelings of depression, anxiety & irritability. This is NOT the opposite of positive affect.
NEO-PI(R)
Commercial questionnaire to measure Costa & McCrae’s five-factor model of personality
Neural Conduction Velocity
The speed with which information is transmitted down the axons of a nerve.
Neurone
Nerve cell.
Neurosis
A psychiatric disorder such as depression and anxiety where individuals are not out of touch with reality (i.e., do not experience hallucinations, delusions etc.).
Neuroticism
A major personality trait measured by the EPQ-R, IPIP scales and NEO-PI(R) amongst others. Individuals high on neuroticism are anxious, depressed and moody: those with low scores are stable and unemotional.
Neurotransmitters
Chemicals such as dopamine and serotonin which facilitate the exchange of information between nerve cells.
Non-verbal ability
See verbal ability.
Norms
Tables of scores on tests or questionnaires obtained from a carefully-constructed samples of the population. These allow an individual’s score to be interpreted. For example, tables of norms may show that only 7% of people score higher than 22/30 on a test.
Normal distribution
Bell-shaped distribution of scores, where most people obtain a ‘middling’ score.
Nuisance factors
Variables such as poor self-knowledge, tendency to agree with statements, test anxiety which influence scores on a questionnaire or test, but which are not supposed to be measured by the test/questionnaire.
O
Object relations theory
Later development of psychoanalytic theory which stresses the importance of the development of the mind and plays down the role of unconscious factors.
Objective Analytic Test Battery
Cattell’s old commercial battery of objective tests of personality.
Objective tests
Cattell’s term for methods of assessing personality whereby a person is either unaware that they are being assessed, unaware what aspect of their behaviour is being assessed, or is physically unable to alter their behaviour: e.g. changes in heart rate whilst viewing a video.
Oblique rotation
Any form of factor rotation where the factors are allowed to become correlated with each other.
Occupational Psychology
Organizational Psychology in the USA. Psychology applied to work.
Oedipus complex
In Freud’s theory, the 6-year-old boy’s desire to have sex with his mother.
Openness
A personality factor in some Five Factor models, measuring a preference for novel activities/experiences. It is similar to Goldberg’s ‘intellect’ factor.
Operant conditioning
Where behaviour is modified through the use of positive or negative reinforcers, contingent on how the organism responds.
Oral character
Optimistic & dependent or sarcastic and pessimistic adult personalities which some believe are related to the degree of indulgence at the oral stage of development (sucking or biting).
Oral stage
Freud’s belief that in early life children obtain sexual pleasure from exploring objects with their mouths.
Oral sadism
In Freudian theory, biting and aggression, supposedly linked to biting the nipple.
Orthogonal rotation
Any form of factor rotation where the factors are kept at right angles to each other.
Oxford-Liverpool Inventory of Feelings (O-LIFE)
Widely-used questionnaire measuring schizotypy.
P
P-technique
A method of factor analysis used to discover mood or motivation states from a single individual, whose moods/motives are assessed on multiple occasions.
Parallel analysis
Useful technique for determining the number of factors to rotate in the factor rotation stage of factor analysis: better than the Kaiser-Guttman criterion. Parallel analysis uses Monte Carlo analyses of random data sets comprising the same number of variables and participants as the real data set.
Paratelic state
Pleasurable high arousal, in Apter’s theory: c/f positive affect.
Perceptual Defence
The discovery that words/pictures which are threatening may be harder to recognize than non-threatening words/pictures when presented briefly.
Person-centred theory
Carl Rogers’ theory of personality.
Persona
In Jung’s theory, the mask that one uses to hide some aspects of one’s self from other people.
Personal construct theory
Kelly’s Personality Theory.
Personal construct
In Kelly’s theory, a dimension (e.g. “friendly/nasty”) used by an individual to categorize people or objects (“elements”) and predict their behaviour.
Personality
A trait which is not an ability, reflecting how a person usually behaves in most situations – for example, Neuroticism or Extraversion.
Personality sphere
The list of all words in the dictionary that could potentially describe personality.
PET
Positon Emission Tomography. A technique for discovering which areas of the brain are most active over a period of time.
Phallic stage
A Freudian concept referring to the fascination of children aged about 5 with their genitals. It leads to the Oedipus complex in boys.
Phenomenological theory
A theory which focuses on an individual’s experience – and not whether that experience is necessarily correct.
Phi-coefficient
A correlation between two variables, each of which is two-valued: e.g. correlating gender with passing/failing an examination.
Phobia
An intense irrational fear related to a particular class of objects (e.g. cats).
Pleasure principle
Freud’s theory of motivation suggesting that all human activities are performed in the pursuit of pleasure.
Point-biserial correlation
Correlation between two variables one of which has only two values and the other of which is continuous. For example, the correlation between gender and height.
Positive Affect
An emotional state of high energy and arousal. It is NOT the opposite of Negative Affect.
Post hoc theory
A theory developed to explain some events with hindsight but which has not been shown to be able to predict future events.
Postdiction
When establishing the validity of a test, postdiction involves administering a new selection test to an existing workforce (which was not selected using this test), and determining whether test scores are related to productivity or other aspects of work performance.
Power tests
Ability tests where participants have as long as they want to work on a set of problems; they measure a person’s level of performance, rather than their speed. See also speeded tests.
Predictive validity
Determining whether scores on tests can predict real-world behaviour at a later date. For example, whether scores on selection tests can predict how well people later function in the organisation.
Primary process thought
In Freud’s theory, the aim of the id to satisfy its instincts directly and immediately, without considering any real-world constraints.
Principal components analysis
Similar to factor analysis, but where the common factors are assumed to explain all of the variation in people’s scores on a variable.
Projective tests
Tests where participants interpret an ambiguous stimulus such as an inkblot or a drawing. This is supposed to reveal their hidden drives, motivations etc. but reliability and validity is generally low
Psychoanalysis
Freud’s method of psychotherapy, based on free association, encouraging the patient to remember repressed material and re-live the emotions that were experienced as the material was repressed.
Psychometrics
The science of mental measurement.
Psychopathy
A personality disorder characterized by low empathy, manipulative and amoral behaviour, with little conscience.
Psychosis
Psychiatric conditions such as schizophrenia or dementia where the individual is out of touch with reality.
Psychoticism
Eysenck’s personality factor of tough-mindedness vs. tender-mindedness, measured by the EPQ-R and IPIP scales.
Q
Quantification
Assigning numbers to individuals’ responses to test items – for example “strongly agree” = 5, “agree” = 4 etc. This process has been strongly criticised by Michell amongst others
Quartile
If individuals are categorised into four groups on the basis of their test scores such that there are equal numbers of people in each group, these four groups are known as quartiles.
Questionnaire
Any test comprising a number of questions which may be multiple-choice or open ended. Questionnaires seek information, and are so distinct from ability tests which determine a person’s level of performance.
Q’-data
Taking responses to questionnaires at face value, as in attitude scales.
Q-data
Not taking responses to questionnaire items at face value, but instead relating them empirically to performance on other items (through factor analysis) or to other behaviours (through criterion keying).
Q-sort
Stevenson’s card-sorting methodology for discovering how a person views their self.
R
Ratio scale
A measurement scale (such as length, or temperature in degrees Kelvin) where the intervals between measurement units are equal and there is a genuine zero-point corresponding to a complete lack of the attribute being measured.
Raven’s matrices
Family of old but effective non-verbal group tests of general intelligence (g).
Reaction formation
In Freud’s behaviour, acting as if a defended-against wish or thought was always present, resulting in a behaviour which is the opposite of what one really feels or desires.
Reaction time
A task where the speed of response is measured: e.g. the time to decide to move the finger on a button when a shape is shown on a screen. This is distinct from movement time, which is the time taken to physically move the body to make the response.
Recognition threshold
The duration for which an image must be shown for it to be correctly recognized, as opposed to the awareness threshold.
Reductionism
Trying to explain complex processes by simpler ones (e.g. intelligence as neural conduction velocity).
Reflex
A fast involuntary movement caused by the stimulation of a nerve.
Reinforcement
Anything which takes place following a behaviour which alters (increases or decreases) the probability of a particular behaviour occurring.
Reinforcement sensitivity theory
Gray’s personality theory which attempts to explain personality through a biological model linked to the conceptual nervous system.
Reliability
A statistic which can show how closely scores on a test reflect people’s true scores on a trait, for a particular population. Another form of reliability coefficient considers how stable people’s scores are over time, better called temporal stability. See also coefficient alpha.
Repertory Grid Technique
Kelly’s technique for eliciting personal constructs and discovering the position of elements on each construct.
Repression
A Freudian defence mechanism whereby unpleasant memories or impulses are simply banished into the unconscious mind
Response biases/response sets
Characteristics such as tending to agree with statements or being unwilling to endorse extreme views on a questionnaire which reduce the accuracy of questionnaire measurements of personality.
Resting State Functional Connectivity
A technique which explores how activity in a neural network in one part of the brain affects activity in other networks in different areas of the brain.
Rorschach Inkblots
A projective test which asks people to describe what they see in a set of ten inkblots.
Rosenberg self esteem scale
A widely used but very problematic scale for measuring self esteem.
Rumination
Thinking about bad things from one’s past, it is associated with depression.
S
Schizophrenia
A family of psychotic disorders which can involve hallucinations, delusions, the display of inappropriate emotions, odd beliefs and other symptoms.
Schizotypy
A trait found in normal individuals, resembling a mild form of schizophrenia – e.g. belief in magic, sometimes seeing things that are not there, and mild feelings of paranoia.
Scottish Mental Survey
A test of general intelligence (g) administered to all Scottish 11-year olds on one day in 1932.
Scree test
A method to determine the number of factors to be rotated in factor analysis. It involves plotting eigenvalues from an unrotated principal components analysis.
Screen memories
In Freud’s theory, “memories” of events in childhood that did not in fact take place.
Self
In Rogers’s theory, viewing one’s own personality as an integrated whole – the self.
Self characterisation
In Kelly’s theory a therapist might ask a client to write a description of themselves as another person might see them. This is their self-characterisation.
Self determination theory
Vallerand’s theory of motivation which stresses the distinction between intrinsic motivation (activities which are performed because they are enjoyable) and extrinsic motivation (activities which are performed because they will help achieve more distant goals)
Self esteem
A person’s appraisal of their own value or worth.
Self-report data
Data from questionnaires where a person describes how they feel or behave: see Q’-data and Q-data.
Sensation Seeking
A personality trait describing how some individuals seek environmental stimulation whilst others tend to avoid it. Extensively researched by Marvin Zuckerman.
Sensory deprivation
Experiments where people are put into environments which are completely unstimulating – e.g., blindfolded with earplugs.
Sentiments
Socially-determined drives in Cattell’s theory of motivation. For example, the need to behave in accord with religious beliefs.
Shadow
In Jung’s theory, an archetype representing the evil part of human nature.
Shared environment
See common environment.
Simple structure
A method of locating factors relative to variables so that each factor has some large and some near-zero correlations with the factor. This is the usual goal of programs such as VARIMAX or Direct Oblimin which perform factor rotation.
Sixteen Personality Factor questionnaires
A family of questionnaires, originally developed by RB Cattell, that claim to measure fifteen personality traits plus g.
Social construction
The belief that intelligence or personality is not rooted “inside” people: if some people are viewed as “intelligent” or “extraverted” this says more about the background and social psychology of the person making the attribution than the person being evaluated. It is the antithesis of trait theory.
Social desirability
Presenting oneself in a good light when answering items in personality scales. A form of response bias.
Source Trait
Cattell’s term for a trait which represents a set of behaviours which have a single common cause which is some feature of the individual. For example, individual differences in neurotransmitter levels in some parts of the brain may be reflected in several aspects of behaviour which we term “extraversion”
Speeded tests
Ability tests requiring participants to solve many simple problems in a short space of time; the number of items answered correctly therefore mainly reflects the speed at which a person works. See also power tests.
Standardised score
A score which has a mean of zero and a standard deviation of 1. Scores on any scale can be transformed into standard scores by subtracting the scale’s mean from each person’s score, and dividing this by the scale’s standard deviation – although this only makes sense if scores are normally distributed.
States
Short-lived moods and motivational influences on behaviour. For example road-rage, or hunger (which declines once food has been eaten).
STEM and STEU
The Situational Test of Emotion Management (STEM) and Situational Test of Emotional Understanding (STEU) are two tests of ability E-I
String measure
An early method of determining the complexity of an auditory evoked potential recording.
Structure of Intellect model
Guilford’s model of abilities which views thinking as the interaction of a small number of cognitive processes, a number of types of stimuli and a number of types of responses.
Superego
The conscience in Freud’s theory, which appears after the Oedipus/Electra complex as a result of identification with the father.
Superiority, striving for
Adler’s belief that feelings of inferiority lead people to strive to achieve.
Sympathetic nervous system
Part of the autonomic nervous system which prepares the organism for ‘flight or fight’.
Synchronicity
Jung’s suggestion that events may occur together without there being an obvious causal explanation: e.g. prophetic dreams.
T
T-data
Cattell’s term for data obtained from objective tests of personality.
Telic-Paratelic state
Apter’s motivation theory claims that we can either approach a task in telic mode (serios, goal-directed) or paratelic mode (fun, enjoyable). See also intrinsic and extrinsic motivation.
Temporal stability
A statistic showing the correlation between test scores of the same people on two occasions, normally some weeks apart.
Tender-mindedness
Corresponds to a low score on Eysenck’s Psychoticism factor.
Test
Any assessment tool: typically a personality questionnaire, ability test, attainment test, projective test or objective test.
Test anxiety
Anxiety about being assessed which some authors claim may be different from normal anxiety or neuroticism, and which affects performance on ability or attainment tests.
Test-retest reliability
See temporal stability.
Thanatos
According to Freud, this is an instinct in the id which drives us to death, cruelty and destruction.
Theory of Planned behaviour
Ajzan’s motivation theory, arguing that motivation can be understood in terms of attitudes, social pressures, and whether or not we believe we can reach some goal.
Time Perception
A personality theory exploring the extent to which people focus their attention on past, present or future behaviour.
Top-down approach
Developing a model from theoretical principles, rather than data, as with Gardner’s theory of multiple intelligences. The opposite of the bottom-up approach.
TEIQue
Petrides & Furnham’s Trait Emotional Intelligence questionnaire.
Trait
A characteristic of the person which is stable over time and which describes how a person is likely to behave in many situations. For example, intelligence or anxiety.
Trait emotional intelligence
Personality characteristics such as being sensitive, empathic, and genuine in our dealings with others; see also the TEIQue and Ability emotional intelligence
Triad
When completing the repertory grid, personal constructs are discovered by showing a person the names of three people they know well (a triad of elements) and asking them to say how one differs from the other two. The process is repeated with different triads.
Triarchic theory of ability
Sternberg’s theory of abilities comprising componential, experiential and contextual sub-theories
True score
In psychometrics, the score that a person would obtain if they were administered every item that could possibly be written to measure a trait. See also coefficient alpha.
Twin studies
As identical twins are genetically identical whereas fraternal twins are not, twin studies form an important part of behaviour genetics as it is possible to quantify the extent to which genetic similarity (or the similarity of the shared environment) leads to similar levels of traits.
Type A personality
Impatient, hostile and ambitious individuals who were once thought to be at great risk of heart disease. Type B personality is its opposite.
Type C personality
A now-discredited theory which claimed that people who “bottled up” their emotions were at greater risk of developing cancer than those who expressed them
Type D personality
Depressed and socially-inhibited individuals who were once thought not to recover well following a heart attack.
U
Unconditional positive regard
Feeling that a person will like/love you whatever you do: their love is not contingent on the way in which you behave: an important aspect of Rogers’ personality theory.
Unconscious
An area of the mind which may hold repressed or forgotten memories instincts and their derivatives and which is not (normally) accessible to conscious introspection.
Unidimensionality
A set of items is unidimensional if they all measure just one psychological characteristic, such as anxiety or intelligence.
Unique environment
Environmental influences which are not experienced by other family members as the child grows up: e.g. hobbies or relationships with teachers. See also common environment, twin studies.
V
Validity
The extent to which a test measures what it sets out to measure. For example, a test designed to select pilots should show a positive correlation with performance during flying training. See face validity, content validity, predictive validity, postdictive validity, concurrent validity.
Variable
Anything which produces a numerical score: e.g. a response to a test item, the score on a test, a measure of inspection time.
VARIMAX
Widely used algorithm for factor rotation, performing orthogonal rotation of factors.
Velten technique
Procedure for changing mood, originally by asking participants to read and think about statements although video and music clips are now also used.
Verbal ability
Ability tests such as the WISC and WAIS can produce separate scores on tests that involve language (e.g. vocabulary) and those which do not (e.g. jigsaws), the former being called verbal ability and the latter non-verbal ability.
W
WAIS
Wechsler Adult Intelligence Scale. Widely-used test of adult intelligence which is not based on any mainstream theory of mental abilities nor the findings of factor-analytic studies.
WISC
Wechsler Intelligence Scale for Children. Widely-used test of child intelligence which is not based on any mainstream theory of mental abilities or the findings of factor-analytic studies.
Work-sample/Work-basket
See in-basket technique.
Working memory task
Typically a task where a person has to hold something in their memory at the same time as performing other cognitive activities: usually this involves deep cognitive processing. It closely resembles general intelligence, g.
Weblinks for
Cooper, C. (2020) Individual Differences (4th ed.). London: Routledge.
The documents listed below are intended to offer readers some additional resources, should they wish to read beyond the papers recommended in “additional reading” for each chapter. They are varied in content; some are video presentation, some are web pages, some are scientific papers, some are tests, and some are software.
I have included resources here if:-
- They are relevant to the content of the chapter, and do not assume (much) knowledge of topics which are not covered in previous chapters
- They are not too difficult for students
- They are not behind a paywall, and so are available to all
- The content seems to be non-controversial and accurate
- Videos are well-delivered, good-quality and not too technical (e.g., using a particular statistical package)
- They are interesting and/or important.
I have included some “classic” content here (e.g., Carl Jung talking about personality types, and Hans Eysenck talking about the biological basis of personality) because these really represent “primary sources” of data.
There will be many other resources that I don’t know about – and this list will be updated from time to time, so please feel free to e-mail suggestions that meet the above criteria to colin@colincooper.org
Time is precious, so for each chapter I have roughly rank-ordered the links in order of how useful I feel they are – leaving those which are detailed or a little more technical than the others to the end. Opinions will differ, however!
I hope you enjoy them, as well as finding them useful.
Chapter 1: Introduction to Individual Differences
https://www.youtube.com/watch?v=piDznzrNymE
Harvard video which introduces most of the topics covered in this book
https://www.researchgate.net/publication/303519479_Differential_Psychology
Outline of individual differences from Boele de Raad – introducing many topics which will be studied in more depth in subsequent chapters
http://psychclassics.yorku.ca/Cronbach/Disciplines
Classic paper outlining the need to integrate experimental psychology and individual differences.
https://personality-project.org/revelle/publications/ids.html
Introduction to the study of individual differences by Bill Revelle. Ignore the technical bits.
https://personality-project.org
Bill Revelle’s excellent “Personality Project” contains a wealth of useful materials for this and other chapters
Chapter 2: Kelly and Rogers
http://pages.cpsc.ucalgary.ca/~gaines/pcp/
Old but easy introduction to Kelly’s theories, with some good links. Recommended.
https://www.youtube.com/watch?v=iMi7uY83z-U
Video of Carl Rogers talking about the importance of empathy
http://psychclassics.yorku.ca/Rogers/personality.htm
Rogers describes his theories
https://www.youtube.com/watch?v=m30jsZx_Ngs
Part of one of Carl Rogers’ therapeutic sessions
http://www.terapiacognitiva.net/record/pag/contents.htm
How to administer a repertory grid
Excellent resources on Kelly and the rep. grid
http://www.psychology.sunysb.edu/attachment/measures/content/Jack_Block_Q-sort_method_book.pdf
Block (1961) The Q-sort Method in Personality Assessment and Psychiatric Research. Whole book.
http://psychclassics.yorku.ca/Rogers/therapy.htm
Rogers describes his therapeutic approach
http://www.pcp-net.org/encyclopaedia/main.html
Old personal construct resources
http://edutechwiki.unige.ch/en/Repertory_grid_technique
More on the rep. grid technique and its applications in other areas
www.listentogenius.com/author.php/317
A 12-minute audio reading of part of one of Rogers’ works
Chapter 3: Measuring Individual Differences
www.guidetopsychology.com/testing.htm
Excellent discussion of the logic of testing
https://opentextbc.ca/researchmethods/chapter/understanding-psychological-measurement/
More on operational definitions and psychological measurement
https://www.youtube.com/watch?v=5tsbb-B8Rs0
Personality testing
https://www.shldirect.com/en/assessment-advice/example-questions
Some examples of real-life test items
https://aseba.org/samples-of-forms/
Real-life rating-scale items
https://medicstudent.wordpress.com/2008/02/28/projective-personality-test/
A projective test, with scoring guidelines
https://www.youtube.com/watch?v=dHvN09pxRqc&list=PL9vFXqL-2B7iQNT7b3gKzWr5j5lbBo-DO
Examples of ability tests… or are they attainment tests?
https://www.youtube.com/watch?v=wfvgaDOGC5k
An example of training on an individual ability test
Dozens of personality items which have been validated and which are free to use. They measure most personality traits.
www.psychassessment.com.au/PDF/Chapter%2004.pdf
Test scales and norms
www.ets.org/test_link/find_tests/
ETS test locator. Finds tests, including unpublished ones
Lists commercial tests which are reviewed in the mental Measurements Yearbooks. To read the reviews, see the relevant Mental Measurements Yearbook in your university library, or pay.
British Psychological Society information about test use.
International Test Commission guidelines; an alternative to those shown in Appendix B.
Chapter 4: Depth Psychology
http://psychclassics.yorku.ca/Freud/Origin/index.htm
Freud’s outline of psychoanalysis. Recommended.
https://www.youtube.com/watch?v=R-4TnPAnAtw
Video about Freud and his theories, with archive footage. Recommended.
http://psychclassics.yorku.ca/Jung/types.htm
Extract from Jung’s (1921) book on psychological types – including his description of Extraversion
https://www.youtube.com/watch?v=wywUQc-4Opk
Jungian archetypes and the collective unconscious explained
https://www.youtube.com/watch?v=3K1E-JFoMII
Adler speaking about his theories. Archive footage.
https://www.youtube.com/watch?v=ZN4Hod8Clv8
Hans Eysenck on Freud and the effectiveness of psychoanalysis
http://psychclassics.yorku.ca/Freud/History/index.htm
Freud’s (1914) outline of the early history of psychoanalysis
http://psychclassics.yorku.ca/Eysenck/psychotherapy.htm
A classic paper which seems to show that psychoanalysis is ineffective
https://www.thesap.org.uk/resources/
Useful resources on Jung’s theories
https://www.youtube.com/watch?v=wywUQc-4Opk
Adler’s life
https://www.youtube.com/watch?v=9-Q9Gnxupyo
Adler’s inferiority complex and break from Freud
https://www.youtube.com/watch?v=0ag56H7mmak
Adler’s theories continued
Chapter 5: Factor Analysis
https://www.youtube.com/watch?v=Q2JBLuQDUvI
(First half) – good introduction to the topic
http://www2.psych.utoronto.ca/users/reingold/courses/intelligence/cache/carroll-gould.html
A good justification for using factor analysis
http://node101.psych.cornell.edu/Darlington/factor.htm
Outline of how factor analysis can be used – read first part only
Chapter 6: Broad Trait Theories of Personality
www.personalityresearch.org/papers/fehringer.html
Overview of Cattell’s theory
https://www.youtube.com/watch?v=pxWEVoylr1c
General overview of trait personality theory
https://www.youtube.com/watch?v=sUrV6oZ3zsk
Engaging outline of trait theory plus social-cognitive theory
Hundreds of free scales measuring personality!
David Condon’s personality project
https://eric.ed.gov/?id=ED014738
Norman’s (1967) paper on the development of the five-factor model
https://psychcentral.com/lib/the-big-five-personality-traits/
Big Five personality traits
https://www.youtube.com/watch?v=TNVpiFbAk-A
Lew Goldberg on the five factor model
HEXACO resources
https://www.youtube.com/watch?v=lbJs3979N1M
Eysenck – Heretic. Interesting documentary about the man and his work; his later work on personality & smoking and personality and cancer is regarded as “suspect”, however.
https://personality-project.org
Bill Revelle’s excellent “Personality Project” contains a wealth of useful materials for this and other chapters
Free website for administering personality questionnaires over the internet. Handy for research projects.
Chapter 7: Emotional Intelligence
https://www.youtube.com/watch?v=t162-3zUw9M
David Caruso on emotional intelligence
http://psychometriclab.com/adminsdata/files/Trait%20EI%20-%20HID.pdf
Excellent introduction from KV Petrides
https://www.youtube.com/watch?v=-hoo_dIOP8k
Daniel Goldberg on emotional intelligence
https://www.eiskillsgroup.com/example-items/
Examples of MSCEIT ability-EI items
https://mypages.unh.edu/sites/default/files/jdmayer/files/rp2016a-mayercarusosalovey_01.pdf
2016 paper on ability EI from Mayer, Caruso & Salovey
K.V. Petrides’ emotional intelligence site – many useful offprints, plus the TEIQue. This site is well worth exploring for a deep understanding of trait-EI
Fairly basic overview of (ability and trait) emotional intelligence
Chapter 8 reliability & validity
https://www.youtube.com/watch?v=3PEn7GcECl8
Great, thoughtful lecture on reliability – rather more detailed than this chapter
Reliability explained
https://www.youtube.com/watch?v=_ILsxJQ-RpE
Great lecture on validity
https://allpsych.com/research-methods/variablesvalidityreliability/validityreliability/
Reliability & validity
https://conjointly.com/kb/construct-validity/
Another excellent resource for reliability and validity
https://onlinelibrary.wiley.com/doi/abs/10.1002/j.2330-8516.1987.tb00244.x
Classic and superlative treatment of test validity – gets a little detailed!
Chapter 9: Narrow personality traits
https://www.youtube.com/watch?v=T6hN5zzFj80
Marv Zuckerman talking about Sensation seeking
https://www.youtube.com/watch?v=BI5JNDs-Azk
Meditation and brain function
https://www.gwern.net/docs/melatonin/2013-preckel.pdf
Chronotype and school performance
https://www.apa.org/monitor/julaug06/frisky
Sensation seeking
https://www.ted.com/talks/philip_zimbardo_the_psychology_of_ti
Zimbardo talking about time perception
Description of mindfulness
Chapter 10: Sub-clinical and antisocial personality traits
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4373633/
Excellent overview of schizotypy
https://www.youtube.com/watch?v=6aEaubXjWx4
Bob Altemeyer on authoritarianism (audio) or https://www.theauthoritarians.org/
(Free book)
https://www.psytoolkit.org/survey-library/schizotypy-short-olife.html
O-LIFE schizotypy questionnaire
https://www.youtube.com/watch?v=HyamTouoB9o
Psychopathy video
http://jonjayray.tripod.com/authcons.html
The distinction between authoritarisnism and conservatism
https://www.cpsa-acsp.ca/papers-2007/Bhattacharya.pdf
Old authoritarianism review
https://www.medicalnewstoday.com/articles/326451#mental-health-links
Brief overview of alexithymia
https://cassiopaea.org/cass/sanity_1.PdF
Classic account of Psychopathy by Cleckley (1985). Very readable.
https://www.youtube.com/watch?v=arJLy3hX1E8
Basic narcissism video
https://www.youtube.com/watch?v=NJ7ck8Q_RII
Interview with a criminal psychopath
Chapter 11: Biological & Social bases of personality
https://www.youtube.com/watch?v=K-HSiZUxTIk
Hans Eysenck classic video - biological basis of personality
https://www.youtube.com/watch?v=6kwmD2qTBL8
More modern biological basis video
https://www.nature.com/articles/s41598-017-17053-2
Neuroticism and stress responses
https://wikimili.com/en/Biological_basis_of_personality
Great article outlining biological theories of personality
http://www.philipcorr.net/uploads/downloads/15.pdf
Philip Corr on RST
www.philipcorr.net/uploads/downloads/65.pdf
Matthews & Gilliland on RST
Chapter 12: Structure and measurement of abilities
www.cogsci.ecs.soton.ac.uk/cgi/psyc/newpsy?intelligence-g-factor.1
Art Jensen paper on the g factor
https://www.youtube.com/watch?v=229ehewjdUk
Art Jensen talking about g
https://www.youtube.com/watch?v=ow05B4bjGWQ
Bob Sternberg talking about practical intelligence (etc.)
https://www.youtube.com/watch?v=8N2pnYne0ZA
Howard Gardner on multiple intelligence theory
Ian Deary summarises some important issues
https://psychclassics.yorku.ca/Spearman/
Spearman (1904) paper; primary source!
https://www.youtube.com/watch?v=gbKM_BNpzwc
Worth watching if you think that Stephen J Gould’s “Mismeasure of Man” makes some telling points!
https://www.ets.org/Media/Research/pdf/Kit_of_Factor-Referenced_Cognitive_Tests.pdf
Classic well-validated tests measuring 23 primary mental abilities. Free.
Chapter 13: Ability processes
Most papers are behind journal paywalls; this one isn’t, and is typical of the IT literature
Jensen & Munroe’s classic paper
https://medicalxpress.com/news/2018-06-scientists-intelligence-brain-scans.html
Predicting IQ from brain scans…
Brain mapping and cognitive abilities (with pretty pictures)
http://www.ccbi.cmu.edu/reprints/Newman_Just_Sternberg-chapt-2005-intelligence.pdf
Rather more difficult overview of IQ and brain functioning
Chapter 14: Personality and Ability over the Lifespan
https://www.youtube.com/watch?v=1WxD6QsWVeU
Personality over the lifespan
https://greatergood.berkeley.edu/article/item/can_your_personality_change_over_your_lifetime
Personality change
More on personality change
https://scottbarrykaufman.com/flynn-effect-personality/
A Flynn Effect for personality?
https://www.youtube.com/watch?v=FiVrrZoQgbc&feature=youtu.be
Ian Deary: intelligence over the lifecourse
https://www.youtube.com/watch?v=9vpqilhW9uI
Jim Flynn: generational changes in IQ
https://www.youtube.com/watch?v=UEJAjB8pbcg
More Flynn: generational changes in IQ
Chapter 15: Environmental and Genetic Determinants of Personality and Ability
https://www.youtube.com/watch?v=MGsgA5mldZw
Robert Plomin on behaviour genetics
http://genetica.ufcspa.edu.br/artigos/artigos%20recentes/Genetics%20of%20intelligence.pdf
Genetics of intelligence
Excellent resource on environmental and genetic influences on personality
https://www.youtube.com/watch?v=4jt-JojXPLo
Nancy Segal – virtual twins etc.
https://www.youtube.com/watch?v=lev8dGnxvdw
Robert Plomin genetics and intelligence video
https://www.youtube.com/watch?v=cijH1fSn9D0
A gene for sensation seeking?
http://genepi.qimr.edu.au/contents/p/staff/CV516.pdf
Heritability of personality
https://www.youtube.com/watch?v=Snco6NHJgmQ
More Nancy Segal
Chapter 16: Psychology of Mood and Motivation
http://wellbeingwizard.com/index.php?option=com_content&task=view&id=503&Itemid=98
Velten technique for mood induction
https://www.youtube.com/watch?v=m6fm1gt5YAM
Deci on self-determination theory
http://frontierpsychiatrist.co.uk/mood-induction-procedures/
More on mood induction
http://michaelapter.net/wp-content/uploads/2016/04/Personality_Dynamics.pdf
Apter’s theory
https://www.youtube.com/watch?v=v84XxJkqvbU
Brett Jones self determination theory lecture
https://www.verywellmind.com/what-is-self-determination-theory-2795387
Self-determination theory paper
Mood dependent memory
https://www.nature.com/articles/s41598-018-19888-9
Paper linking mood variability to sleep variables and bipolar disorder. Not easy, but interesting.
Free software for sampling behaviour (e.g., administering mood scales) at various time intervals.
Chapter 17: Applications in health, clinical, forensic
https://www.youtube.com/watch?v=vRL2ummgs9Y
Ian Deary on cognitive epistemology
https://www.youtube.com/watch?v=9t5rR9HybHk
More detailed results from Ian Deary
https://www.youtube.com/watch?v=oTM3ZfhXkpc
Dino Petrides on trait EI & Health
https://www.youtube.com/watch?v=y0A4ZzkYtFQ
Generalised anxiety disorder and depression
https://www.youtube.com/watch?v=ggi6dlwneuM
Susan Folkman on coping
https://www.youtube.com/watch?v=zHxl5NtcDow
Carl Rogers counselling. See also Chapter 2
https://thepsychologist.bps.org.uk/volume-18/edition-10/intelligence-health-and-death
Ian Deary on intelligence and longevity
https://www.youtube.com/watch?v=dOBSYw4KjYg
Introduction to forensic psychology
https://www.youtube.com/watch?v=kUFtDrcZI0A
Uses of the MMPI in forensic psychology
Chapter 18 Applications in education, occupational, sport
https://www.youtube.com/watch?v=fEv-vHMWoeo
Linda Gottfredson IQ and why it matters (health, work etc.)
https://www.youtube.com/watch?v=Dlnm7tByLK8
Sophie von Stumm genetics and education
https://www.youtube.com/watch?v=lk8sdMGJ3m4
Robert Plomin on g and school performance
Schmidt: personnel selection
Overview of IQ and job performance; follow links
Hunter & Schmidt (1996) intelligence and job performance
www.pbarrett.net/publications/Faking_and_Employment_Selection_Hogan_et_al_2007.pdf
Faking employment questionnaires
Five-factor model at work. Good references.
https://www.youtube.com/watch?v=cr4xV7edVWE
Self-determination theory in sport
Chapter 19 Performing factor analysis
http://psico.fcep.urv.es/utilitats/factor/
Factor analysis software for Windows
https://analytics.gonzaga.edu/parallelengine/
Online routine for performing parallel analysis
https://www.guilford.com/excerpts/robins.pdf
Excellent summary of the use of factor analysis in personality research
https://www.youtube.com/watch?v=FoRUgRslJFw
Patrick Sturgis on EFA and CFA (despite what the title says!)
https://www.youtube.com/watch?v=lDZFWC-SpqU
Jeromy Anglim factor analysis lecture
https://pareonline.net/pdf/v10n7.pdf
Guidelines for performing factor analysis
https://www.tqmp.org/RegularArticles/vol09-2/p079/p079.pdf
Factor analysis - with example output
Chapter 20: Constructing a Test
https://www.youtube.com/watch?v=W5xwCLa_5pY
Personality scale development (includes item-writing)
https://www.youtube.com/watch?v=AUB0d31-j2M
Item-writing
Chapter 21: Problems with tests
https://mark-hurlstone.github.io/Week%207.%20Psychometric%20Barriers%20Response%20Biases.pdf
Great slides on response biases of various types
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3618383/
Excellent paper on social desirability by Bakstrom & Bjorklund (2013)
http://users.ugent.be/~flievens/modeling.pdf
Anxiety and familiarity and their influence on ability-test scores
https://thealternativehypothesis.org/index.php/2016/04/15/cultural-bias-on-iq-tests/
Paper on cultural bias - some references are behind a paywall
https://en.wikipedia.org/wiki/Race_and_intelligence
Race and intelligence
https://www.researchgate.net/publication/284501454_Test_anxiety
Zeidner & Matthews on test anxiety – classic paper
Acquiescence and social desirability
Chapter 22
https://www.youtube.com/watch?v=OoAmdvYLHXY
Phil Ackerman on the relationship between intelligence and abilities and interests