Figure 1. What six label studies found

Across these six studies, labels most often changed where people looked or how easy a work felt to make sense of, and liking or interest changed less often. Label effects vary with the text, the artwork, the viewer, the setting, and the outcome measured, and they cannot be pooled into one score. How to read this: each row is one study, so read across to see what the label changed, what it did not, and what the study cannot show.

Figure 1. What six label studies found. Across these six studies, labels most often changed where people looked or how easy a work felt to make sense of, and liking or interest changed less often. Label effects vary with the text, the artwork, the viewer, the setting, and the outcome measured, and they cannot be pooled into one score. How to read this: each row is one study, so read across to see what the label changed, what it did not, and what the study cannot show.
SourceWho took part and what they sawWhat text viewers gotWhat changedWhat did not change, or was not measuredWhat this does not show
S130 viewers; 30 works, 15 abstract and 15 figurativeTitle, aesthetic-process context, or semantic contextSemantic context increased abstract understanding and salient-region exploration; aesthetic-process context reduced overall looking time for abstract workAbstract appreciation was lower for aesthetic-process than semantic context, but not reliably different from title-only contextNo universal label effect or correct meaning
S2214 viewers; 31 Pollock works in Experiment 1None, artist, technique, or combined informationSmall liking and interest increase for combined information among lower-art-experience viewersNo museum behavior; order was fixedNo biography-only or large general effect
S330 viewers; eight museum paintings; 20 experimental and 10 controlEssential then descriptive labels, or essential labels twiceViewing, described-area gaze, perceived complexity, comprehensibility, positive emotion, pupil, and electrodermal measuresAppreciation, interest, curiosity, and heart rate did not significantly changeMore looking is not more liking
S460 enrolled viewers; 49 usable physiological records; eight digital paintingsEssential versus descriptive labels across sessionsComprehensibility, complexity, and emotional measuresLiking and interest did not significantly changeDigital viewing is not a museum visit
S5127 viewers; 40 contemporary worksNo title, consistent title, or inconsistent titleSeveral gaze measures and their timingMuseum behavior and durable interpretation were not measuredTitle alignment is not truth
S652 viewers across two experiments; 30 abstract worksBroad categorical title before viewingGaze shifted from early scanning to later survey over timeLabel did not reliably change the measured gaze pattern; liking and understanding were not measuredBroad-label nulls do not cover rich labels
Does not prove
The matrix does not establish label quality, one correct interpretation, durable learning, visitor agreement, or artistic value.
Scope
Six peer-reviewed experiments published from 2022 through 2025 that vary label or title context and measure visual-art responses
Units
Study-specific viewer and artwork counts with direction-of-result descriptions; no pooled effect size
Denominator
One row per study setting; viewers, artworks, conditions, and physiological exclusions remain study-specific
Date
Sources published 2022-03-04 through 2025-06-12 and observed 2026-09-02
Transformation
Outcomes are paraphrased as changed, no reliable change, or not measured; no meta-analysis, normalization, or cross-study ranking
Uncertainty
Settings, viewers, works, text interventions, exposure sequences, and measures differ substantially
Limitations
The 2026 field study is discussed in prose but excluded from the matrix because its naturalistic, bundled between-condition intervention and selected 80-participant subset are not directly comparable to the six controlled rows.

Sources

  1. How does contextual information affect aesthetic appreciation and gaze behavior in figurative and abstract artwork?. Journal of Vision. Published 2024-11-08; observed 2026-09-02.
  2. The impact of contextual information on aesthetic engagement of artworks. Scientific Reports. Published 2023-03-15; observed 2026-09-02.
  3. Psychophysiological and behavioral responses to descriptive labels in modern art museums. PLOS ONE. Published 2023-05-03; observed 2026-09-02.
  4. Effectiveness of labels in digital art experience: psychophysiological and behavioral evidence. Frontiers in Psychology. Published 2024-07-01; observed 2026-09-02.
  5. Titles and Semantic Violations Affect Eye Movements When Viewing Contemporary Paintings. Frontiers in Human Neuroscience. Published 2022-03-04; observed 2026-09-02.
  6. Viewing of abstract art follows a gist to survey gaze pattern over time regardless of broad categorical titles. PLOS ONE. Published 2025-06-12; observed 2026-09-02.