Construct · 6 fields · 14 citations

Where does intelligence collide?

One name. Different field. Different construct. One map.

● jingle · one name, six constructs Nearest construct by meaningemotional intelligencecompare the meanings
How to read this

Every construct on the map is compared with every other by the meaning of its definitions, and the closest one is surfaced here. The nearest construct to intelligence is emotional intelligence.

Hold this as a prompt, not a verdict. Two constructs sitting close in meaning is a reason to read them side by side and decide for yourself whether they are one idea under two names. It is not proof that they are. Compare the meanings in the Collider.

g → c (SAME METHOD)LUHN BORROWED THE WORDintelligence6 CONSTRUCTSPsychologyg · TESTEDEmotional intell.EMOTION · ABILITYCollective intell.GROUP · c FACTORArtificial intell.BEHAVIOUR · MACHINEInfo. systemsBI · DASHBOARDIntell. studiesSECRET · STATE

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2026

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Differential psychology

Intelligence as a general mental capacity

A very general mental capability that involves the ability to reason, plan, solve problems, think abstractly, comprehend complex ideas, learn quickly, and learn from experience, the definition 52 researchers signed in Gottfredson's 1997 editorial. Spearman had found the empirical core in 1904: scores on any set of cognitive tasks correlate positively, and the shared variance is a single factor, g. Intelligence in this meaning is a latent property of a person, estimated from performance on a standardised battery and expressed as a deviation IQ with a mean of 100.[1][2]

Unit
A person, relative to an age-normed population
Recovery means
Not applicable, a stable trait; cognitive recovery after injury is a neuropsychological question
Measured by
Standardised test batteries (Wechsler scales, Stanford–Binet, Raven's matrices) and the first factor extracted from them
Scales indexed for this construct
  • Wechsler Adult Intelligence Scale, Fourth Edition (WAIS-IV)Wechsler, D., 2008 · full-scale IQ from verbal comprehension, perceptual reasoning, working memory, and processing speed indices; the count is of subtests, not items15 items

Emotional intelligence

the ability to monitor and discriminate one's own and others' emotions and use that information to guide thinking and action.

The ability to monitor one's own and others' feelings and emotions, to discriminate among them, and to use this information to guide one's thinking and actions, Salovey and Mayer's 1990 definition, later refined into four branches: perceiving, using, understanding, and managing emotion. Mayer, Salovey, and Caruso's 2008 review drew the line that matters: emotional intelligence is a set of abilities measured by right-and-wrong performance tests, and the self-report "mixed" models that sell under the same name measure personality traits instead. It borrows psychology's test logic and applies it to a domain g was said to miss.[4][5]

Unit
A person, on emotional tasks
Recovery means
Not applicable, an ability, though training studies claim modest gains
Measured by
Ability tests with consensus- or expert-scored answers (MSCEIT); contested self-report trait inventories

Organizational science

a group's general ability to perform a wide variety of tasks, measured as the first factor across many tasks.

A group's general ability to perform a wide variety of tasks, measured the way Spearman measured individuals: give many groups many tasks and extract the first factor from the correlation matrix. Woolley and colleagues did this in 2010 and found a c factor that explained more variance than the members' average or maximum individual intelligence, and that was predicted by social sensitivity, equal turn-taking, and the proportion of women. Malone and Bernstein's handbook widens the term to any group, human or computational, acting collectively in ways that seem intelligent. The unit shifts from a mind to a collective, and the question becomes design rather than selection.[6][7]

Unit
A group, or a human–machine collective, across tasks
Recovery means
Restored group performance after membership or process change
Measured by
Batteries of group tasks with a factor extracted; crowd forecasting accuracy; team performance

Artificial intelligence

Intelligence as behaviour a machine can exhibit

Whatever it is that lets an agent achieve goals across a wide range of environments. Turing's 1950 move was to refuse to define it and replace the question with a test: a machine is intelligent enough if an interrogator cannot reliably tell it from a person in conversation. The 1955 Dartmouth proposal set the field's working conjecture that every feature of intelligence can be described precisely enough for a machine to simulate it. Legg and Hutter's 2007 universal intelligence formalised the goal-achieving reading (expected reward across all computable environments, weighted by their simplicity) which drops the human benchmark entirely. Intelligence here is judged by what the system does, never by what it is made of.[8][9][10]

Unit
An agent interacting with environments
Recovery means
Not applicable, robustness to distribution shift is the nearest analogue
Measured by
Task benchmarks and leaderboards; imitation-game judgments; formally, expected reward across environments

Information systems

techniques, systems, and practices analysing critical business data to help an enterprise understand its market and make timely decisions.

The techniques, technologies, systems, practices, methodologies, and applications that analyse critical business data to help an enterprise better understand its business and market and make timely decisions (Chen, Chiang, and Storey's 2012 framing of business intelligence and analytics). Luhn coined the phrase in 1958 for an IBM system that would route documents to the people who needed them, defining intelligence as the ability to apprehend the interrelationships of facts in a way that guides action toward a goal. In this meaning intelligence is not a capacity of anyone; it is the output of a pipeline (warehouses, queries, dashboards), and it is good when decisions improve.[11][12]

Unit
An enterprise data pipeline and its outputs
Recovery means
Restoring data integrity or reporting after a system failure
Measured by
Adoption and usage of BI systems; decision quality; data quality metrics

Intelligence studies

Intelligence as secret knowledge for the state

Knowledge, the organization that produces it, and the activity of producing it (Kent's 1949 triple, written to give American policymakers a discipline for foreign affairs). Warner's 2002 survey of definitions added the feature Kent left implicit: intelligence is secret state activity to understand or influence foreign entities, and the secrecy is what separates it from research. Here intelligence is a product, an estimate or a report, and its quality is judged by whether it was accurate, timely, and acted on.[13][14]

Unit
A state, its agencies, and a finished product
Recovery means
Not applicable, an intelligence failure is investigated, not recovered
Measured by
Post-hoc accuracy of estimates; commissions of inquiry after failures; timeliness and relevance to decisions

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Nearby collisions

learning6 fields · 14 citationsjingle · one name, six constructsagency6 fields · 12 citationsjingle · one name, six constructsattention5 fields · 10 citationsjingle · one name, five constructsbusiness intelligence and analytics1 fields · 1 citationsanchor · a standalone construct

References

  1. Spearman, C. (1904). "General intelligence," objectively determined and measured. American Journal of Psychology, 15(2), 201–292. https://doi.org/10.2307/1412107
  2. Gottfredson, L. S. (1997). Mainstream science on intelligence: An editorial with 52 signatories, history, and bibliography. Intelligence, 24(1), 13–23. https://doi.org/10.1016/S0160-2896(97)90011-8
  3. Wechsler, D. (2008). Wechsler Adult Intelligence Scale–Fourth Edition (WAIS-IV): Administration and scoring manual. Pearson.
  4. Salovey, P., & Mayer, J. D. (1990). Emotional intelligence. Imagination, Cognition and Personality, 9(3), 185–211. https://doi.org/10.2190/DUGG-P24E-52WK-6CDG
  5. Mayer, J. D., Salovey, P., & Caruso, D. R. (2008). Emotional intelligence: New ability or eclectic traits? American Psychologist, 63(6), 503–517. https://doi.org/10.1037/0003-066X.63.6.503
  6. Woolley, A. W., Chabris, C. F., Pentland, A., Hashmi, N., & Malone, T. W. (2010). Evidence for a collective intelligence factor in the performance of human groups. Science, 330(6004), 686–688. https://doi.org/10.1126/science.1193147
  7. Malone, T. W., & Bernstein, M. S. (Eds.). (2015). Handbook of collective intelligence. MIT Press. ISBN 9780262029810
  8. Turing, A. M. (1950). Computing machinery and intelligence. Mind, 59(236), 433–460. https://doi.org/10.1093/mind/LIX.236.433
  9. McCarthy, J., Minsky, M. L., Rochester, N., & Shannon, C. E. (2006). A proposal for the Dartmouth summer research project on artificial intelligence, August 31, 1955. AI Magazine, 27(4), 12–14.
  10. Legg, S., & Hutter, M. (2007). Universal intelligence: A definition of machine intelligence. Minds and Machines, 17(4), 391–444. https://doi.org/10.1007/s11023-007-9079-x
  11. Luhn, H. P. (1958). A business intelligence system. IBM Journal of Research and Development, 2(4), 314–319. https://doi.org/10.1147/rd.24.0314
  12. Chen, H., Chiang, R. H. L., & Storey, V. C. (2012). Business intelligence and analytics: From big data to big impact. MIS Quarterly, 36(4), 1165–1188. https://doi.org/10.2307/41703503
  13. Kent, S. (1949). Strategic intelligence for American world policy. Princeton University Press.
  14. Warner, M. (2002). Wanted: A definition of "intelligence". Studies in Intelligence, 46(3), 15–22.

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