Psychology Reader

What Is Intelligence?

Ten readings on cognitive abilities, competing explanations, and what changes in performance can tell us.

Level
Intermediate
Reading load
10 core readings in 5 units
Prerequisites
Begin with How Do We Describe and Measure Individual Differences?, or bring equivalent familiarity with correlations, factors, reliability, and validity. Deary’s primer returns here with a different purpose. No neuroscience course is required. Several theoretical and quantitative papers are demanding; the guides introduce central terms and emphasize evaluating arguments without requiring you to reproduce the models.
Last reviewed
September 2026

Introduction

Intelligence is a familiar word carrying several possible claims. We may mean breadth of knowledge, success across cognitive tasks, resourcefulness before an unfamiliar problem, or effective action in a particular setting. The meanings overlap without becoming identical. A theory has to tell us which performance it seeks to explain and what evidence could make us reconsider its account.

Begin with the observed structure of cognitive differences: positive correlations among tasks, a general factor, and broad and specific abilities. Then ask what could generate that structure. Stable correlations do not uniquely identify a common cause; interacting abilities and overlapping task demands offer other proposals. Cognitive and brain research makes the processes more concrete, while also showing why performance within one person and differences between people require distinct explanations.

The fourth unit broadens the debate by pairing a defense of multiple intelligences with an empirical test of its independence claims. Treat neither popularity nor a familiar test score as sufficient validation. The last unit uses education and cohort changes to ask what it means for intelligence to change, separating a measured gain from a claim about a general capacity or its cause.

By the end, you should be able to distinguish a psychometric description from a process explanation, compare theories by their predictions, assess what neural evidence adds, and state what change in a score does and does not establish. This is a focused introduction to the nature of intelligence, rather than a catalogue of tests or a survey of everything associated with IQ.

Carry one case through the sequence: an adult-learning programme uses vocabulary, reasoning, memory, and spatial tasks, then reports an overall score and an ability profile. Its learners have varied educational histories and practical strengths. What would the programme need to know before calling the score intelligence, explaining why learners differ, or interpreting an improvement?

Unit 1 of 5

How are cognitive abilities organized?

Deary gives the compact map; McGrew shows why a map of abilities has multiple levels and a history of revision. Keep observations, statistical representations, and causal interpretations distinct. Describing broad abilities adds information without automatically establishing independent mechanisms.

  1. Reading 1 of 10

    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

    Return to the positive manifold and the hierarchy of general, broad, and specific abilities. Use the guide's qualification of the primer's dated genetics statement.

    Why you’re reading it. Establish the phenomenon a theory of intelligence should explain before choosing an explanation.

    A question to consider. The programme's four tasks correlate, but learners show different profiles. What must an adequate description retain beyond the overall score?

  2. Reading 2 of 10

    CHC Theory and the Human Cognitive Abilities Project: Standing on the Shoulders of the Giants of Psychometric Intelligence Research

    McGrew, K. S. (2009). CHC theory and the human cognitive abilities project: Standing on the shoulders of the giants of psychometric intelligence research. Intelligence, 37(1), 1–10. https://doi.org/10.1016/j.intell.2008.08.004

    Major synthesis · Methodological contribution · Challenging · Full work: 10 pages

    Follow how the broad and narrow abilities are organized and where the traditions grouped under CHC disagree. Compare acquired knowledge with unfamiliar reasoning.

    Why you’re reading it. Expand the initial hierarchy into a provisional taxonomy, rather than treating g as the whole field or CHC as a single settled causal model.

    A question to consider. A learner has strong vocabulary and weaker unfamiliar pattern reasoning. What descriptive distinction would a CHC framework offer, and what would it leave unexplained?

Unit 2 of 5

What would explain a general factor?

Johnson and colleagues ask whether independently developed batteries converge on a general factor. The network paper asks how such a factor might arise. A finding can be robust while its causal interpretation remains open; an alternative model must explain the finding rather than merely dispute its label.

  1. Reading 3 of 10

    Just One g: Consistent Results From Three Test Batteries

    Johnson, W., Bouchard, T. J., Jr., Krueger, R. F., McGue, M., & Gottesman, I. I. (2004). Just one g: Consistent results from three test batteries. Intelligence, 32(1), 95–107. https://doi.org/10.1016/S0160-2896(03)00062-X

    Landmark empirical study · Methodological contribution · Challenging · Full work: 13 pages

    Revisit the convergence across three batteries, using the corrected figure labels in the general guide. Now ask which causal theories could accommodate that convergence.

    Why you’re reading it. Separate strong evidence about measurement structure from the stronger claim that one underlying process produced it.

    A question to consider. A second battery yields nearly the same modeled general factor in the programme's learners. Why would this strengthen the measurement claim without deciding between a common cause and interacting abilities?

  2. Reading 4 of 10

    Network Models for Cognitive Development and Intelligence

    van der Maas, H. L. J., Kan, K.-J., Marsman, M., & Stevenson, C. E. (2017). Network models for cognitive development and intelligence. Journal of Intelligence, 5(2), Article 16. https://doi.org/10.3390/jintelligence5020016

    Foundational argument · Major synthesis · Challenging

    Contrast common-cause, sampling, and mutualism accounts, then examine what the network framework assumes about development and experience.

    Why you’re reading it. Treat the general-factor debate as a question of generative explanations and discriminating evidence.

    A question to consider. If practice in vocabulary helps learners understand reasoning instructions and success encourages further learning, what developmental predictions would distinguish that interaction account from a stable common cause?

Unit 3 of 5

How might cognitive and brain processes produce intelligent performance?

Process overlap theory begins with what different tasks demand. Duncan and colleagues connect coordinated problem solving with a distributed brain system. Examine how the levels connect, and resist treating either a factor or a brain activation map as a complete explanation.

  1. Reading 5 of 10

    Process Overlap Theory: A Unified Account of the General Factor of Intelligence

    Kovacs, K., & Conway, A. R. A. (2016). Process overlap theory: A unified account of the general factor of intelligence. Psychological Inquiry, 27(3), 151–177. https://doi.org/10.1080/1047840X.2016.1153946

    Foundational argument · Challenging · Full work: 27 pages

    Track the proposed overlap of executive and domain-specific processes, including bottlenecks. Compare shared demands during tasks with mutual support during development.

    Why you’re reading it. Make a process explanation precise enough to generate predictions beyond correlations among total scores.

    A question to consider. Two programme tasks share the need to keep a rule active while ignoring distractions. What change to their demands could help investigate whether that overlap contributes to their correlation?

  2. Reading 6 of 10

    Integrated Intelligence from Distributed Brain Activity

    Duncan, J., Assem, M., & Shashidhara, S. (2020). Integrated intelligence from distributed brain activity. Trends in Cognitive Sciences, 24(10), 838–852. https://doi.org/10.1016/j.tics.2020.06.012

    Major synthesis · Foundational argument · Challenging · Full work: 15 pages

    Connect subgoals and attentional integration to the different forms of neural evidence, then follow the authors' limits on explaining individual differences and the positive manifold.

    Why you’re reading it. Assess what a biological account adds without equating common activation with a single general capacity.

    A question to consider. Learners activate the same network during several tasks. What would imaging alone leave unresolved about why their scores differ, and how could another form of evidence help?

Unit 4 of 5

How broad should the concept of intelligence be?

Gardner and Moran defend a wider conception using interdisciplinary evidence. Visser and colleagues test the relative independence of proposed domains. Evaluate definitions and operationalizations together: a narrow test can miss a claim, but a theory that escapes every possible test also has a problem. The papers belong to related but distinct exchanges, explained in their guides.

  1. Reading 7 of 10

    The Science of Multiple Intelligences Theory: A Response to Lynn Waterhouse

    Gardner, H., & Moran, S. (2006). The science of multiple intelligences theory: A response to Lynn Waterhouse. Educational Psychologist, 41(4), 227–232. https://doi.org/10.1207/s15326985ep4104_2

    Foundational argument · Critical reappraisal · Moderate · Full work: 6 pages

    Identify what the authors mean by an intelligence, how their evidence supports its boundaries, and what objections remain after the response to Waterhouse.

    Why you’re reading it. Examine the case for broadening the construct without treating educational appeal as empirical validation.

    A question to consider. A learner excels at negotiating group conflict but has an ordinary cognitive test score. What would justify calling this a distinct intelligence rather than a valuable skill, expertise, or combination of capacities?

  2. Reading 8 of 10

    Beyond g: Putting Multiple Intelligences Theory to the Test

    Visser, B. A., Ashton, M. C., & Vernon, P. A. (2006). Beyond g: Putting multiple intelligences theory to the test. Intelligence, 34(5), 487–502. https://doi.org/10.1016/j.intell.2006.02.004

    Landmark empirical study · Critical reappraisal · Challenging · Full work: 16 pages

    Audit the task choices and reliability before interpreting the factor results. Give particular attention to the authors' caution about the musical measures.

    Why you’re reading it. Bring a broad theoretical claim into contact with evidence while evaluating whether the test represents that claim fairly.

    A question to consider. If the programme's proposed social and spatial domains correlate with its general score, what pattern would challenge independence, and what measurement objections would need to be addressed first?

Unit 5 of 5

What do changes in test performance tell us?

Education can alter performance, and population averages can change across cohorts. These facts put pressure on overly fixed interpretations, but do not by themselves decide which capacity changed or why. Compare designs that estimate an educational effect with a family comparison that narrows explanations for historical trends.

  1. Reading 9 of 10

    How Much Does Education Improve Intelligence? A Meta-Analysis

    Ritchie, S. J., & Tucker-Drob, E. M. (2018). How much does education improve intelligence? A meta-analysis. Psychological Science, 29(8), 1358–1369. https://doi.org/10.1177/0956797618774253

    Major synthesis · Methodological contribution · Challenging · Full work: 12 pages

    Compare the assumptions of all three quasi-experimental approaches and separate measured outcomes from latent g, long-term persistence, and later life consequences.

    Why you’re reading it. Use evidence of change to test the meaning of intelligence claims rather than assuming either total immutability or unlimited malleability.

    A question to consider. The programme reports higher scores after an extra year of education. Which design would most improve its causal argument, and what would still be needed to identify the ability that changed?

  2. Reading 10 of 10

    Flynn Effect and Its Reversal Are Both Environmentally Caused

    Bratsberg, B., & Rogeberg, O. (2018). Flynn effect and its reversal are both environmentally caused. Proceedings of the National Academy of Sciences, 115(26), 6674–6678. https://doi.org/10.1073/pnas.1718793115

    Landmark empirical study · Critical reappraisal · Challenging · Full work: 5 pages

    Compare cohort trends across families with those between brothers, accounting for birth order and selection. Keep explanations ruled against separate from mechanisms actually identified.

    Why you’re reading it. End by distinguishing causes of changing population averages from causes of differences among people.

    A question to consider. Younger cohorts of the programme score lower even within families. Why would this weaken a family-composition explanation without proving that education caused the decline or that individual differences have no genetic component?

Scope and omissions

This path develops the nature and structure of cognitive intelligence: hierarchical descriptions, alternatives for explaining the general factor, overlapping cognitive processes, distributed brain function, boundaries of the construct, and the interpretation of changing performance. Conceptual works introduce claims and empirical works constrain them. The robust observation of positive correlations is distinguished from debates about their explanation. Multiple intelligences receives a proponents' statement and a critical empirical test; inclusion does not imply equal evidential standing for every theory.

Several articles contain lengthy theoretical and statistical discussions. Use the reading-focus questions to connect their arguments and compare the explanations they offer. Deary also appears in the introductory Individual Differences syllabus; here the primer opens a closer examination of intelligence.

This is not a comprehensive account of intelligence's genetic and environmental origins, predictive value, lifespan development, or the history and ethics of testing. The final unit examines change because it bears on what an intelligence claim means, not to settle all those larger questions. Creativity, practical expertise, emotional intelligence, and adaptive behavior deserve further treatment; the optional successful-intelligence paper offers one additional conceptual approach. The syllabus does not teach clinical assessment or justify ranking human worth. Group averages cannot by themselves establish genetic or environmental causes, and a population's measurement structure need not describe processes within each individual.

Synthesis

An account of intelligence must connect description with explanation without confusing the two. Positive correlations and converging factors place real constraints upon a theory, yet leave room for competing causes. Broad abilities may organize performance without naming independent mechanisms. Cognitive and neural accounts offer further proposals; their contribution depends on showing how the evidence explains performance and differences between people.

Broader definitions raise legitimate questions about which capacities matter, but widening a definition does not validate a taxonomy. Its boundaries, measures, and predictions need evidence. Likewise, changes in test performance are informative without automatically demonstrating change in one general capacity, identifying a unique environmental cause, or eliminating other sources of individual variation.

Return to the adult-learning programme. Write a short account of what its overall score and profile could mean. Compare two explanations of their shared variation, propose one observation that would help distinguish them, and explain what a neural finding would add. Then state how you would evaluate a proposed intelligence outside the original battery and an apparent improvement after education. End with one defensible claim, one unresolved question, and the evidence that would change your view.

Revisit How Do We Describe and Measure Individual Differences? when the argument turns on reliability, structure, or comparable score meanings. For a deeper examination of construct validity and measurement theory, continue with How Do We Know What a Psychological Test Measures?.

Continue through Individual Differences with How Should We Understand Personality?. It asks how descriptions of traits connect with behavior across situations, motivation, personal narratives, and culture, and what an explanatory theory adds to a description.

Further reading

Optional. Not part of the core sequence.