The Score of Reproduction: How Entropy Predicts Reproductive Age

Original: "Evolutionary Entropy Shapes Reproductive Lifespan in Age-Structured Populations"
arXiv:2606.22001 · 2026-06-20 · CC BY 4.0 · 2 min
Across 130 animal species, reproductive windows turn out to be arranged so as to maximize evolutionary entropy, a measure of how widely reproduction is spread across ages.

An orchestra plays a score in which every note is a birth at a particular age. In some species the notes cluster into a short, loud phrase; in others they stretch across an entire lifetime. The rhythm of that distribution, it turns out, obeys a mathematical law that can be computed straight from life tables.

Researchers in Lisbon and San Antonio started from Leslie matrices: tables that give, for each age, the odds of surviving and the number of offspring produced. From these tables they derived a quantity they called evolutionary entropy. It measures how evenly reproduction is spread across ages. If a species gives birth at one and the same age, entropy is low; if its contributions are smeared across decades, entropy is high. Strikingly, entropy does not depend on how fecund a species is or how long it lives, only on the shape of the distribution.

The key result is a threshold theorem. If survival declines too slowly compared with the population growth rate, entropy grows without bound and no optimal age exists. If survival declines quickly, the maximum is finite and points to a specific age.

Testing against 130 animal species from the COMADRE database showed strong agreement. For 61% of species the predicted and observed reproductive medians matched exactly, and for 85.8% they matched to within two age classes. Even after accounting for species relatedness, the correlation between the predicted median and the mean reproductive age came to 0.884. That means the score of reproduction in most species is tuned to maximum entropy.

It used to be thought that reproductive schedules were set by survival curves, whether type I, II or III. But the model showed that species with different curves can have identical reproductive distributions. Entropy optimization yields biologically meaningful lower bounds on reproductive lifespan, and the geometric distributions that arise naturally in open populations play a central role.

Among the species analyzed was the beluga sturgeon, one of the longest-lived fish. Its predicted reproductive median was off by 23 age classes, the largest discrepancy in the sample.

The practical payoff is obvious: from demographic tables alone, you can assess a species' reproductive strategy without spending years on field observations. That gives a tool for comparative demography and conservation. The orchestra of life plays from a score that can now be read.

Among the species analyzed was the beluga sturgeon (Huso huso), one of the longest-lived fish, whose predicted reproductive median was off by 23 age classes, the largest discrepancy in the sample.

The idea that the distribution of reproductive contributions can be described by entropy echoes the concept of 'demographic pressure' in Ursula K. Le Guin's novel The Dispossessed, where a society deliberately regulates reproduction to maintain equilibrium.

H = -\frac{\sum_{j} p_j \log p_j}{T}
Entropy measures the temporal variance of reproductive contribution, normalized to the mean age of reproduction
q^A + q - 1 = 0
Defines the boundary between a finite entropy maximum and the asymptotic regime
H_n = \frac{-\log q \left( \frac{q}{1-q} - \frac{n q^n}{1-q^n} \right) + \log\left( \frac{1-q^n}{1-q} \right)}{A + \frac{q}{1-q} - \frac{n q^n}{1-q^n}}
Explicit entropy formula for a truncated geometric distribution with parameter q and window length n
Concepts
Cope's rule evolution Price equation reproduction embryonic development lifespan epigenetic aging principle of maximum entropy epigenetic clock epidemic model Wright–Fisher model species Hardy–Weinberg principle phylogenetic network Fisher's fundamental theorem of natural selection ecological pyramid rule genetic algorithm