Randomness first

Model lab

Before invoking culture, test what repetition looks like when many choices are drawn from an unequal distribution.

This is a toy model. It uses anonymous names and synthetic probabilities. It demonstrates how assumptions create patterns; it is not an estimate of the cause of Olivia’s popularity.

Null-model assumptions

A skew of 0 makes every name equally likely. Higher values create a longer tail and a smaller group of frequently chosen names.

Top-name count
Top-name share
Names observed
Concentration index

Ten most frequent synthetic names

Interpretation

Run the model to see how much apparent coordination can emerge before any imitation or media effect is introduced.

The correct question is not “why did repetition occur?” It is “how much repetition exceeds the distribution we should already expect?”