Popularity Feedback and Niche Construction

How popularity information shapes innovation, diversity, and long-term cultural trajectories in creative markets.

Creative systems often depend on feedback loops between selection and creation: people choose from a cultural market, transform what they select, and then add their own creations back into the environment for others to evaluate. When popularity information is visible, these feedback loops can generate herd behavior and cumulative advantage, where popular options attract more attention simply because they are already popular.

This project asks how popularity feedback changes collective creativity. Does visibility of popularity improve coordination and quality, or does it constrain exploration? Can cumulative advantage alter not only what people select, but also the form and direction of the new cultural variants they create?

Selection and creation steps in a cultural market experiment
Selection and creation steps. Participants observe a market of 12 images, choose one image, change at least 1 and at most 24 pixels, and add their own creation to the market. The paradigm lets us study how social feedback changes both what people select and what they create.

To address these questions, we run large-scale online experiments in which participants iteratively interact with evolving image markets. In one condition, participants see popularity information about the images available in the market; in the other, they make selections without such social information. This design isolates how popularity feedback changes cultural evolution across many generations.

Evolution of cultural chains with and without popularity information
Evolution of two chains starting from the same image over the first 35 generations, with popularity information (PI, left) and without popularity information (NPI, right). Markets show the recent images available to participants, phylogenetic trees show ancestry relationships among images, and the semantic-space projection reveals exploration dynamics. Contours indicate the density of all images produced in each condition.

The results show that popularity information can reduce cultural diversity, slow innovation, and delay aesthetic improvements. These effects arise through both sides of the creative loop: popularity changes what people choose to build on, and it also changes how disruptively they modify what they inherit.

What we do

  • Conduct large-scale creative market experiments in which participants repeatedly select, modify, and contribute cultural artifacts.
  • Manipulate popularity visibility to test its causal effects on selection, creation, diversity, and innovation.
  • Track market dynamics, phylogenetic structure, and semantic exploration across generations of cultural transmission.
  • Model how cumulative advantage and popularity feedback contribute to cultural niche construction and the stabilization of arbitrary cultural variants.

Why it matters

Popularity feedback underlies many modern social dynamics, from viral media and cultural trends to scientific citation cascades and online recommendation systems. Understanding how popularity signals shape collective creativity is crucial for designing platforms and institutions that balance coordination, diversity, and innovation. This work contributes to theories of cultural evolution and informs the design of social information systems that promote exploration rather than entrenchment.

(Gautheron et al., 2026)

Related Publications

2026

  1. Lucas Gautheron, Raja Marjieh, Dalton C Conley, and 5 more authors
    arXiv preprint arXiv:2602.09997, 2026