Psychology Reader

How Do We Describe and Measure Individual Differences?

Nine readings on how questionnaires and ability tests are built, checked, and compared, with intelligence and personality as the main examples.

Level
Introductory
Reading load
9 core readings in 5 units
Prerequisites
No previous course in intelligence, personality, or psychometrics is required. Basic familiarity with averages and correlations is helpful; the guides introduce the necessary terms. Several methodological papers are demanding, and one tutorial includes statistical code. Follow their reasoning and examples; running the code or reproducing the calculations is not required.
Last reviewed
September 2026

Introduction

We readily describe one person as quick to learn, another as dependable, and another as outgoing. Such judgments guide friendships, teaching, hiring, and care, yet they often rest on little more than remembered episodes and an impression of how the person compares with others. Individual-differences research asks what it would take to make such descriptions dependable: what should be observed, how observations become scores, and when a score tells us about the person rather than about the occasion, the instrument, or the observer.

This syllabus follows that question through the making of measures. It begins with what the study of individual differences sets out to do, and with cognitive ability, a domain with a long tradition of measurement. It then follows two instruments as they are built: a personality questionnaire, whose items must capture a defined attribute without being swayed by how people tend to answer, and a test of reasoning ability, whose items must separate people across a wide range of performance.

Along the way, the readings use factor analysis, a family of methods that represents the correlations among many items or tests through a smaller number of underlying dimensions, called factors. They also examine reliability, the consistency with which a measure distinguishes people. Finding a clear structure is useful, but it does not by itself reveal what causes that structure.

The last two units ask how far a score can be trusted beyond the setting in which it was developed. Do a person’s own ratings agree with those of people who know them, and with what they are observed to do? Can scores be compared across languages, methods of administration, and populations? These questions connect the craft of building a measure with the evidence needed to interpret it.

Throughout the syllabus, imagine a research team studying reasoning ability and conscientiousness—the tendency to be organized, responsible, and hardworking—among adult learners. The team can use cognitive tasks, questionnaires, and ratings from people who know the learners. Each unit asks what this evidence would warrant saying, and what would remain uncertain. By the end, you should be able to explain how a construct becomes items and scores, judge evidence for a measure’s structure and reliability, weigh self-reports against other sources, and recognize when a comparison between groups needs further support.

Unit 1 of 5

What does it mean to study individual differences?

Much of psychology seeks regularities that hold for people in general. The study of individual differences asks how people vary and why. Cooper sets out that project: its purposes, its distinction between describing how people differ and explaining how those differences arise, and the kinds of evidence that might reveal them. Deary then introduces cognitive ability, where positive correlations among many tests are organized into a hierarchy of general, broad, and specific abilities.

Read both with the adult-learner project in mind. Cooper asks where our descriptions of people come from; Deary shows what an established measurement tradition has built from test scores. Keep three things separate: an observed pattern of scores, the model used to summarize it, and an explanation of why the pattern exists.

  1. Reading 1 of 9

    Introduction to Individual Differences

    Cooper, C. (2021). Introduction to individual differences. In Individual differences and personality (4th ed., Chapter 1, pp. 1–7). Routledge. https://doi.org/10.4324/9780429059575-1

    Foundational argument · Accessible · Full work: 7 pages

    Follow the distinction between structural questions, about how people differ, and process questions, about why they differ, and the chapter’s comparison of different sources of evidence about people.

    Why you’re reading it. Establish what the field is trying to do before examining how its measures are built, and meet an early challenge to treating questionnaire numbers as measurements.

    A question to consider. The team’s pilot asks learners to rate “I keep my work organized” from 1 to 5, and the average is 4. What does that number allow the team to say, and what would Cooper’s discussion of Michell caution against?

  2. Reading 2 of 9

    Intelligence

    Deary, I. J. (2013). Intelligence. Current Biology, 23(16), R673–R676. https://doi.org/10.1016/j.cub.2013.07.021

    Major synthesis · Accessible · Full work: 4 pages

    Trace the move from positive correlations among cognitive tests to a hierarchy of abilities, keeping broad and specific differences visible alongside the general factor.

    Why you’re reading it. See what a well-established tradition has built from test scores, while keeping its measurement model separate from claims about causes and outcomes.

    A question to consider. If the learners’ vocabulary, spatial, and reasoning scores correlate positively, what would a general factor summarize, and what differences between learners would it leave out?

Unit 2 of 5

How is a personality questionnaire built?

A questionnaire takes shape long before anyone answers it. Clark and Watson describe the decisions involved: defining the construct and its boundaries, writing a broad pool of candidate items, and using structural analyses and validation samples to decide what to keep. Soto and John then show those decisions at work in the construction of the BFI-2, a 60-item inventory of five broad personality domains and fifteen narrower facets.

Watch for trade-offs. A narrowly defined scale can look highly consistent while leaving out part of what it is meant to capture; a broader one may predict more while fitting a tidy model less well. Some people tend to agree with statements whatever they say, a response style called acquiescence, and the wording of items can either expose or conceal it. Reliability and factor structure are evidence about a measure, not goals that justify discarding what the construct requires.

  1. Reading 3 of 9

    Constructing Validity: New Developments in Creating Objective Measuring Instruments

    Clark, L. A., & Watson, D. (2019). Constructing validity: New developments in creating objective measuring instruments. Psychological Assessment, 31(12), 1412–1427. https://doi.org/10.1037/pas0000626

    Methodological contribution · Contemporary update · Moderate · Full work: 16 pages

    Trace the route from a construct definition to an item pool, structural analyses, and validation evidence.

    Why you’re reading it. Learn the general logic of building a self-report measure before following one construction project in detail.

    A question to consider. A draft conscientiousness scale becomes more internally consistent after the team drops every item about keeping commitments to others. What has been gained, and what might the scale no longer measure?

  2. Reading 4 of 9

    The Next Big Five Inventory (BFI-2): Developing and Assessing a Hierarchical Model With 15 Facets to Enhance Bandwidth, Fidelity, and Predictive Power

    Soto, C. J., & John, O. P. (2017). The next Big Five Inventory (BFI-2): Developing and assessing a hierarchical model with 15 facets to enhance bandwidth, fidelity, and predictive power. Journal of Personality and Social Psychology, 113(1), 117–143. https://doi.org/10.1037/pspp0000096

    Methodological contribution · Contemporary update · Challenging · Full work: 27 pages

    Follow the three studies from the choice of facets and a 110-item pool, through selection of the final 60 items, to testing in separate validation samples.

    Why you’re reading it. See how conceptual criteria, balanced item wording, factor models, and peer reports combine in the development of an actual questionnaire.

    A question to consider. The BFI-2 divides conscientiousness into Organization, Productiveness, and Responsibility. Which facet would you expect to matter most for completing a course, and what evidence in the paper bears on using facet scores rather than a single domain score?

Unit 3 of 5

How is an ability test or task built?

Performance measures raise their own problems. Answers are right or wrong, fast or slow; items vary in difficulty; and a task that reliably shifts average performance may still fail to distinguish one person from another. Brysbaert’s tutorial explains how to build and evaluate such measures: reliability, norms, factor structure, item difficulty and discrimination, independent validation, and the value of combining several tasks. Condon and Revelle then report the development of the International Cognitive Ability Resource (ICAR), a public-domain set of reasoning items tested online with tens of thousands of participants.

Compare this unit with the last. The questionnaire asked people to describe themselves; these measures ask them to perform. Consider what each approach gains, what can distort it, and what might limit agreement between a self-description and a performance score intended to reflect the same attribute.

  1. Reading 5 of 9

    Designing and Evaluating Tasks to Measure Individual Differences in Experimental Psychology: A Tutorial

    Brysbaert, M. (2024). Designing and evaluating tasks to measure individual differences in experimental psychology: A tutorial. Cognitive Research: Principles and Implications, 9(1), Article 11. https://doi.org/10.1186/s41235-024-00540-2

    Methodological contribution · Challenging

    Follow the workflow from justifying a new task to reliability, factor structure, item selection, and a second validation sample, then the argument for measuring each ability with several tasks.

    Why you’re reading it. Understand why measuring differences between people demands more than a task that produces a robust average effect.

    A question to consider. The team plans to use each learner’s slowdown under distraction—the difference between two conditions—as a measure of self-control. What reliability evidence should it seek before correlating that score with conscientiousness?

  2. Reading 6 of 9

    The International Cognitive Ability Resource: Development and Initial Validation of a Public-Domain Measure

    Condon, D. M., & Revelle, W. (2014). The International Cognitive Ability Resource: Development and initial validation of a public-domain measure. Intelligence, 43, 52–64. https://doi.org/10.1016/j.intell.2014.01.004

    Methodological contribution · Challenging · Full work: 13 pages

    Follow how four item types were evaluated for difficulty, structure, and reliability, then compared with self-reported admissions-test scores and a brief commercial test.

    Why you’re reading it. Compare the construction of a performance test with the questionnaire in the previous unit, including the tools—item response theory and a general-factor model—used to evaluate it.

    A question to consider. The team wants a reasoning test that learners can take online, untimed, at home. Which parts of the ICAR evidence support that plan, and what would the team still need to establish for its own learners?

Unit 4 of 5

Do different sources agree about a person?

Much personality research relies on people describing themselves. Is each person the best judge? Vazire and Mehl compare self-ratings and ratings by close friends and family with a record of everyday behavior sampled by a pocket audio recorder over four days. Their study turns a question about self-knowledge into a question about measurement: what each source captures, where the sources overlap, and what each adds.

Apply the same questions to the project. A learner’s self-rating of conscientiousness, a friend’s rating, and an instructor’s record of submitted work may each capture something the others miss. Agreement between sources strengthens a description; disagreement is not automatically error in one of them. Ask what serves as the criterion, and whether it shares a method with any of the ratings it is used to judge.

  1. Reading 7 of 9

    Knowing Me, Knowing You: The Accuracy and Unique Predictive Validity of Self-Ratings and Other-Ratings of Daily Behavior

    Vazire, S., & Mehl, M. R. (2008). Knowing me, knowing you: The accuracy and unique predictive validity of self-ratings and other-ratings of daily behavior. Journal of Personality and Social Psychology, 95(5), 1202–1216. https://doi.org/10.1037/a0013314

    Critical reappraisal · Methodological contribution · Moderate · Full work: 15 pages

    Compare the accuracy of self-ratings and informant ratings across behaviors, and follow the analyses asking whether each source adds information beyond the other.

    Why you’re reading it. Test the assumption that self-report is the best evidence about a person, using a criterion that does not depend on either set of ratings.

    A question to consider. Learners and their friends both rate how often each learner studies with other people. If the ratings disagree, what would the team need, beyond the ratings themselves, to decide which is more accurate—or whether each is accurate about something different?

Unit 5 of 5

When do scores mean the same thing?

A familiar questionnaire or test does not guarantee comparable meaning in another group, language, setting, or occasion. Putnick and Bornstein explain the assumptions behind such comparisons. Laajaj and colleagues then examine items from the original Big Five Inventory, the predecessor of the BFI-2, in large surveys outside Western, educated, industrialized, rich, and democratic populations and in internet samples, bringing sampling, administration, structure, and interpretation together.

Recall that the BFI-2 was developed with samples from economically developed, English-speaking countries. What would the team need to know before using such an inventory with learners who complete it orally, in translation, or with limited formal schooling? A difference in average scores may reflect the trait, the instrument, the method of administration, or who took part.

  1. Reading 8 of 9

    Measurement Invariance Conventions and Reporting: The State of the Art and Future Directions for Psychological Research

    Putnick, D. L., & Bornstein, M. H. (2016). Measurement invariance conventions and reporting: The state of the art and future directions for psychological research. Developmental Review, 41, 71–90. https://doi.org/10.1016/j.dr.2016.06.004

    Major synthesis · Methodological contribution · Challenging · Full work: 20 pages

    Connect levels of measurement invariance with the comparisons they are intended to support. Distinguish comparing relationships from comparing averages.

    Why you’re reading it. Understand why common questions, similar factor labels, or standardized scores alone cannot establish equivalence.

    A question to consider. Two language groups give different answers to an item about speaking up in class. What would you investigate about the item's meaning and its relationship to the other items before interpreting the difference as a difference in the intended trait?

  2. Reading 9 of 9

    Challenges to Capture the Big Five Personality Traits in Non-WEIRD Populations

    Laajaj, R., Macours, K., Pinzon Hernandez, D. A., Arias, O., Gosling, S. D., Potter, J., Rubio-Codina, M., & Vakis, R. (2019). Challenges to capture the Big Five personality traits in non-WEIRD populations. Science Advances, 5(7), Article eaaw5226. https://doi.org/10.1126/sciadv.aaw5226

    Critical reappraisal · Methodological contribution · Challenging

    Compare the face-to-face survey data with the internet samples, and distinguish evidence about the questionnaire’s performance from explanations involving administration, recruitment, education, or population.

    Why you’re reading it. Finish with an empirical appraisal of carrying a familiar instrument into settings unlike those in which it was developed.

    A question to consider. The project’s conscientiousness items form a clear factor online but not in interviews. Which comparison would best distinguish an effect of how the items were administered from a difference in who took part?

Scope and omissions

This introductory path covers what individual-differences research sets out to do and how its measures are made and checked: construct definition, item development, reliability, factor structure, agreement between sources, and comparability across groups. Intelligence and personality supply the main examples through a cognitive-ability primer, the construction of a personality questionnaire and a public-domain reasoning test, a study of self- and informant ratings, and a test of personality measurement across settings.

Several readings are technically demanding, especially the two measurement tutorials and the invariance review. The guides define the central terms and focus on interpretation; the path does not teach readers to fit factor or item response models, run statistical code, or administer tests. A statistical model of variation across people is also not automatically an account of the processes operating within one person.

This is not a comprehensive theory of intelligence or personality, a history of testing, an account of genetic and environmental causes, or a guide to consequential assessment decisions. How Do We Know What a Psychological Test Measures? develops validity theory, the multitrait–multimethod framework, and the reliability of experimental tasks in greater depth, and What Is a Mental Disorder? asks whether some differences are better described as dimensions or categories. Interests, motives, values, and identity also extend beyond the two principal examples. The optional readings offer a longer history of the field, a broader treatment of reliability, a model of what selves and others know, an alternative to the Big Five, and an account of why self-report and behavioral measures often disagree.

Synthesis

Describing an individual difference well means building and testing an argument. The argument starts with a defined attribute, proceeds through items or tasks chosen to cover it, and gathers evidence that the scores distinguish people consistently, show the structure the definition implies, agree with other sources, and keep their meaning in the settings where they are used. Reliability and factor structure are necessary parts of that argument, not substitutes for it.

The readings also show that the argument is never finished. The BFI-2 and the ICAR were built with care and tested in large samples, yet their development samples leave open how they perform with other populations and methods of administration. Self-reports and informant reports each capture something the other misses. A familiar label guarantees neither the same meaning elsewhere nor freedom from response styles. A person’s standing on a score remains conditional on the evidence supporting that score in that setting.

Return to the adult-learner project. Write a short measurement argument for reasoning ability and another for conscientiousness. For each, state the construct and its boundaries; the items or tasks, with the evidence for their structure and reliability; a second source of evidence and what disagreement with it would mean; and the comparison across groups or settings that still needs support. Name one conclusion the project could defend and one it could not yet defend.

For deeper treatment of validity theory, the multitrait–multimethod framework, and the reliability of experimental tasks, continue with How Do We Know What a Psychological Test Measures?. Readers who have completed that path can use the questionnaire and ability-test examples here to revisit its competing accounts of what makes a measure valid.

To examine cognitive abilities in greater depth, continue with What Is Intelligence?. It takes the distinction between describing differences and explaining them into debates about general intelligence, cognitive processes, brain systems, broader definitions, and changes in performance. How Should We Understand Personality? asks what trait descriptions such as the Big Five leave out of an account of a person.

Further reading

Optional. Not part of the core sequence.