About

Why this map exists.

ConstructCollision is a map of research constructs: the ideas researchers measure and test, like trust, resilience or self-efficacy. It holds more than 50,000 of them across 21 areas of research, with more than 55,000 meanings. Each meaning is tied to the paper or book it comes from, and every citation is checked against Crossref or a library catalogue before it goes on the map.

The problem

jingle

One name is used for two or more things that are not actually the same. The shared word makes them sound like a single construct.

same label → different constructs

jangle

Two different names are used for what is actually the same thing. The different words make one construct sound like two.

different labels → same construct

The jingle-jangle fallacies

In 1904, Edward Thorndike pointed to the phrase “college student.” It covers the full-timer and the part-timer, the freshman and the grad student. Very different people under one name. The jingle.[1]

The jangle came later, from Truman Lee Kelley in 1927. Setting the two side by side in Interpretation of Educational Measurements, he wrote:

Equally contaminating to clear thinking is the use of two separate words or expressions covering in fact the same basic situation, but sounding different, as though they were in truth different. Kelley, 1927, p. 64 [2]

His example was achievement and intelligence. The field kept the two names apart; the tests measured much the same thing.[2] The names jangled; the constructs did not.

Construct proliferation: new constructs that turn out to be old ones under a new name.[8] The usual checks run inside one field. ConstructCollision puts every field side by side, so a construct can be checked against the idea itself, regardless of discipline.

How to use it

What the map is, and what it is not

Every dot is one meaning, placed near similar meanings. “Close” on the map means close in meaning, not proof that two measures behave the same in data. The map is a compass, not a judge: the real test is reading the papers, and testing on your own sample.

This site is in beta, and it may have errors. If you find one, tell us. We appreciate honest feedback.

The scale of the problem is now measurable

A construct is only as precise as its items. When two scales share a name but not their items, pooling them mixes unlike things. When two scales share their items but not their name, one variable ends up with two literatures.

Grit vs. conscientiousnessPerseverance-of-effort items in grit scales overlap heavily with conscientiousness measures; a 2020 analysis titled it “another jangle fallacy.”[5]
jangle
"Resilience" across disciplinesEngineering, ecology, developmental psychology, and public health each use the word, with different objects, timescales, and measures.[6]
jingle
Achievement vs. intelligenceKelley’s original case: distinct names, converging measurement.[2]
jangle

Applying language-model embeddings to the text of items and scales, Wulff and Mata found that the semantic similarity of items predicted their empirical correlations, and used this to flag hundreds of candidate fallacies across a corpus of several hundred personality scales, the majority jingles and a substantial minority jangles.[3] In a companion review, they argue the approach generalizes beyond personality and propose that the field's construct taxonomy could be compressed dramatically with little loss.[4]

How to check for one

Before you cite, pool, or coin

  1. Go to the items. A construct's name is a claim; its items are the evidence. Read what the scale actually asks.
  2. Compare across fields, not just within. Jingles hide at disciplinary borders, where the same name was adopted independently.
  3. Look for the nearest neighbor. Before you name a new construct, find the existing construct whose items are closest to yours on the map. Then consider how yours differs, item by item, not just in name.
  4. Put a number on it. Distinctness is something you measure, not something you assert. Two scales that share most of their item wording, or whose scores rise and fall together, are probably one construct with two names.

None of this is new. Checking a construct against its nearest neighbor is discriminant validity; the redundancy it guards against is what organizational research named construct proliferation. The difference here is that the check runs across fields, not within one study.[7][8]

Test your construct. Is it a jingle-jangle?

Build your model

References

  1. Thorndike, E. L. (1904). An Introduction to the Theory of Mental and Social Measurements. New York: Teachers College, Columbia University. p. 14.
  2. Kelley, T. L. (1927). Interpretation of Educational Measurements. Yonkers-on-Hudson, NY: World Book Company. pp. 62–65.
  3. Wulff, D. U., & Mata, R. (2025). Semantic embeddings reveal and address taxonomic incommensurability in psychological measurement. Nature Human Behaviour, 9(5), 944–954. https://doi.org/10.1038/s41562-024-02089-y
  4. Wulff, D. U., & Mata, R. (2025). Escaping the jingle-jangle jungle: Increasing conceptual clarity in psychology using large language models. Current Directions in Psychological Science. https://doi.org/10.1177/09637214251382083
  5. Ponnock, A., Muenks, K., Morell, M., Yang, J. S., Gladstone, J. R., & Wigfield, A. (2020). Grit and conscientiousness: Another jangle fallacy. Journal of Research in Personality, 89, 104021.
  6. Southwick, S. M., Bonanno, G. A., Masten, A. S., Panter-Brick, C., & Yehuda, R. (2014). Resilience definitions, theory, and challenges: Interdisciplinary perspectives. European Journal of Psychotraumatology, 5(1), 25338. https://doi.org/10.3402/ejpt.v5.25338
  7. Campbell, D. T., & Fiske, D. W. (1959). Convergent and discriminant validation by the multitrait-multimethod matrix. Psychological Bulletin, 56, 81–105.
  8. Shaffer, J. A., DeGeest, D., & Li, A. (2016). Tackling the problem of construct proliferation: A guide to assessing the discriminant validity of conceptually related constructs. Organizational Research Methods, 19(1), 80–110. https://doi.org/10.1177/1094428115598239