pith. sign in

arxiv: 1906.12048 · v1 · pith:CYZYBDJ6new · submitted 2019-06-28 · 🧬 q-bio.PE · math.DS

Why does women's fertility end in mid-life? Grandmothering and age at last birth

Pith reviewed 2026-05-25 13:48 UTC · model grok-4.3

classification 🧬 q-bio.PE math.DS
keywords grandmother hypothesismenopausehuman longevityagent-based modelreproductive valuecoevolutionage at last birthfertility termination
0
0 comments X

The pith

Grandmother effects coevolve human-like long lifespans with the end of female fertility before age 50.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper uses an agent-based model in which both adult lifespan and the age when female fertility ends can evolve under selection that maximizes reproductive value. Grandmothering benefits shift the population away from a great ape-like state of short lifespans and later fertility termination toward longer lifespans while holding the end of fertility near 45 years. This directly addresses why menopause occurs in mid-life rather than later, extending earlier simulations that had fixed the end of fertility. A sympathetic reader would see a single selective process explaining two linked features of human life history.

Core claim

Our model is an agent-based model (ABM) that accounts for the coevolution of both expected adult lifespan and end of female fertility as selection maximizes reproductive value. We find that grandmother effects not only drive the population from an equilibrium representing a great ape-like longevity to a new human-like longevity, they also maintain the observed termination of women's fertility before the age of 50.

What carries the argument

The agent-based model in which age at last birth varies freely and selection acts through grandmothering payoffs on reproductive value.

If this is right

  • Grandmothering shifts populations from great ape-like short lifespans to human-like long lifespans.
  • The same grandmothering selection stabilizes age at last birth below 50 rather than allowing it to extend.
  • Absence of grandmother effects leaves populations at equilibria with shorter lifespans and later fertility termination.
  • Coevolution under grandmother selection produces both extended longevity and mid-life menopause as linked outcomes.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • The timing of menopause may be constrained by the same selection pressures that favor longer post-reproductive life.
  • Varying the strength of grandmother contributions in the model could predict different equilibrium ages at last birth across populations.
  • Observed variation in menopause age among human groups might correlate with the intensity of grandmother help rather than with mortality schedules alone.

Load-bearing premise

The model assumes that the fitness payoffs from grandmothering and the way selection maximizes reproductive value are captured accurately enough in the agent-based rules to produce the coevolutionary outcome for both lifespan and age at last birth.

What would settle it

A population with strong grandmothering in which average age at last birth exceeds 55 while adult lifespan remains short would falsify the claimed coevolutionary outcome.

read the original abstract

Great apes, the other living members of our hominid family, become decrepit before the age of forty and rarely outlive their fertile years. In contrast, women - even in high mortality hunter-gatherer populations - usually remain healthy and productive well beyond menopause. The grandmother hypothesis aims to account for the evolution of this distinctive feature of human life history. Our previous mathematical simulations of that hypothesis fixed the end of female fertility at the age of 45, based on the similarities among living hominids, and then modeled the evolution of human-like longevity from an ancestral state, like that of the great apes, due only to grandmother effects. A major modification here allows the age female fertility ends to vary as well, directly addressing a version of the question, influentially posed by GC Williams six decades ago: Why isn't menopause later in humans? Our model is an agent-based model (ABM) that accounts for the coevolution of both expected adult lifespan and end of female fertility as selection maximizes reproductive value. We find that grandmother effects not only drive the population from an equilibrium representing a great ape-like longevity to a new human-like longevity, they also maintain the observed termination of women's fertility before the age of 50.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

2 major / 0 minor

Summary. The manuscript presents an agent-based model in which grandmothering benefits drive the coevolution of adult lifespan and female age at last birth. Starting from great ape-like equilibria, selection on reproductive value produces a shift to human-like longevity while maintaining the termination of fertility before age 50, directly addressing Williams' question on menopause timing.

Significance. If the implementation of fitness payoffs and reproductive-value maximization proves robust, the work would strengthen the grandmother hypothesis by showing it can jointly explain both extended post-reproductive lifespan and the specific timing of fertility cessation, extending the authors' prior fixed-menopause simulations.

major comments (2)
  1. [Abstract] Abstract: the central claim that grandmother effects 'maintain the observed termination of women's fertility before the age of 50' is presented without any description of the parameter values governing grandmother benefits, their allocation among kin, mutation rates, or the precise algorithm used to compute reproductive value at each time step; these choices are load-bearing for whether the coevolutionary outcome is independent of model rules.
  2. [Model] Model section: the agent-based rules for how grandmothering payoffs affect survival and reproduction probabilities, and how selection acts on the two evolving traits via reproductive value, are not specified in sufficient detail to assess whether small changes in benefit partitioning or death/reproduction probabilities would block the shift to human-like longevity or allow fertility to extend past age 50.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for their constructive comments, which identify opportunities to improve the clarity and transparency of our agent-based model. We respond to each major comment below and will incorporate the suggested expansions in the revised manuscript.

read point-by-point responses
  1. Referee: [Abstract] Abstract: the central claim that grandmother effects 'maintain the observed termination of women's fertility before the age of 50' is presented without any description of the parameter values governing grandmother benefits, their allocation among kin, mutation rates, or the precise algorithm used to compute reproductive value at each time step; these choices are load-bearing for whether the coevolutionary outcome is independent of model rules.

    Authors: We agree that the abstract, being concise, omits these specifics. The parameter values for grandmother benefits, kin allocation, mutation rates, and the reproductive-value algorithm are fully specified in the Model section. In revision we will add a brief clause to the abstract summarizing the key grandmother-benefit parameters and the reproductive-value computation procedure so that the central claim is better contextualized while remaining within standard length limits. revision: yes

  2. Referee: [Model] Model section: the agent-based rules for how grandmothering payoffs affect survival and reproduction probabilities, and how selection acts on the two evolving traits via reproductive value, are not specified in sufficient detail to assess whether small changes in benefit partitioning or death/reproduction probabilities would block the shift to human-like longevity or allow fertility to extend past age 50.

    Authors: We acknowledge that additional explicit detail will help readers evaluate robustness. The current Model section describes the core rules, but we will expand it to include the precise functional forms by which grandmothering payoffs alter survival and reproduction probabilities, the exact partitioning of benefits among kin, and the step-by-step algorithm for updating reproductive value and applying selection to the two evolving traits. We will also add a new subsection reporting sensitivity analyses that vary benefit partitioning and mortality schedules, confirming that the coevolutionary shift to human-like longevity with fertility termination before age 50 remains stable under modest perturbations. revision: yes

Circularity Check

0 steps flagged

Simulation outcomes emerge from explicit agent rules without definitional reduction

full rationale

The paper describes an agent-based model in which both adult lifespan and age at last birth coevolve under grandmothering, starting from a great-ape-like equilibrium; the abstract explicitly states that the modification allows the fertility endpoint to vary and reports the resulting maintenance of termination before age 50. No equations, parameter-fitting steps, or self-citations are shown that would make the reported outcome equivalent to its inputs by construction. The model is therefore self-contained: its results are generated by the implemented selection and benefit rules rather than being presupposed or renamed from prior fitted values.

Axiom & Free-Parameter Ledger

0 free parameters · 0 axioms · 0 invented entities

Abstract provides no explicit list of free parameters, background axioms, or new postulated entities; full model equations and assumptions are unavailable.

pith-pipeline@v0.9.0 · 5756 in / 979 out tokens · 27815 ms · 2026-05-25T13:48:58.787882+00:00 · methodology

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Reference graph

Works this paper leans on

61 extracted references · 61 canonical work pages · 1 internal anchor

  1. [1]

    Reproductive aging patterns in primates reveal that humans are distinct

    Alberts SC, Altmann J, Brockman DK, Cords M, Fedigan LM, Pusey A, et al. Reproductive aging patterns in primates reveal that humans are distinct. Proc Natl Acad Sci U S A. 2013;110(33):13440-5

  2. [2]

    The human post-fertile lifespan in comparative evolutionary context

    Levitis DA, Burger O, Lackey LB. The human post-fertile lifespan in comparative evolutionary context. Evol Anthropol. 2013;22(2):66-79

  3. [3]

    Grandmothers and the evolution of human longevity: a review of findings and future directions

    Hawkes K, Coxworth JE. Grandmothers and the evolution of human longevity: a review of findings and future directions. Evol Anthropol. 2013;22(6):294-302

  4. [4]

    Pleiotropy, natural selection, and the evolution of senescence

    Williams GC. Pleiotropy, natural selection, and the evolution of senescence. Evolution. 1957;11:398-411

  5. [5]

    Menopause in nonhuman primates? Biol Reprod

    Walker ML, Herndon JG. Menopause in nonhuman primates? Biol Reprod. 2008;79(3):398-406

  6. [6]

    The variability of female reproductive ageing

    te Velde ER, Pearson PL. The variability of female reproductive ageing. Hum Reprod Update. 2002;8(2):141-54

  7. [7]

    Female reproductive ageing: current knowledge and future trends

    Broekmans FJ, Knauff EA, te Velde ER, Macklon NS, Fauser BC. Female reproductive ageing: current knowledge and future trends. Trends Endocrinol Metab. 2007;18(2):58-65

  8. [8]

    Mortality and fertility rates in humans and chimpanzees: How within-species variation complicates cross-species comparisons

    Hawkes K, Smith KR, Robson SL. Mortality and fertility rates in humans and chimpanzees: How within-species variation complicates cross-species comparisons. Am J Hum Biol. 2009;21(4):578-86

  9. [9]

    Natural history and mechanisms of reproductive aging in humans, laboratory rodents, and other selected vertebrates

    vom Saal FS, Finch CE, Nelson JF. Natural history and mechanisms of reproductive aging in humans, laboratory rodents, and other selected vertebrates. In: Knobil E, Neill JD, editors. The Physiology of Reproduction. New York: Raven Press; 1994. p. 1213-314

  10. [10]

    Initial and cyclic recruitment of ovarian follicles

    McGee EA, Hsueh AJ. Initial and cyclic recruitment of ovarian follicles. Endocr Rev. 2000;21(2):200-14

  11. [11]

    A model conforming the decline in follicle numbers to the age of menopause in women

    Faddy MJ, Gosden RG. A model conforming the decline in follicle numbers to the age of menopause in women. Hum Reprod. 1996;11(7):1484-6

  12. [12]

    Menopause: A Biocultural Perspective

    Sievert LL. Menopause: A Biocultural Perspective. New Brunswick, NJ: Rutgers University Press; 2006

  13. [13]

    Primate phylogeny: morphological vs

    Shoshani J, Groves CP, Simons EL, Gunnell GF. Primate phylogeny: morphological vs. molecular results. Mol Phylogenet Evol. 1996;5(1):102-54

  14. [14]

    A molecular phylogeny of living primates

    Perelman P, Johnson WE, Roos C, Seuanez HN, Horvath JE, Moreira MA, et al. A molecular phylogeny of living primates. PLoS Genet. 2011;7(3):e1001342

  15. [15]

    Age-related patterns of reproductive success among female mountain gorillas

    Robbins AM, Robbins MM, Gerald-Steklis N, Steklis HD. Age-related patterns of reproductive success among female mountain gorillas. Am J Phys Anthropol. 2006;131(4):511-21

  16. [16]

    The derived features of human life history

    Robson SL, van Schaik CP, Hawkes K. The derived features of human life history. In: Hawkes K, Paine RR, editors. The Evolution of Human Life History. Santa Fe: School of American Research Press

  17. [17]

    Mortality rates among wild chimpanzees

    Hill K, Boesch C, Goodall J, Pusey A, Williams J, Wrangham R. Mortality rates among wild chimpanzees. J Hum Evol. 2001;40(5):437-50. 29

  18. [18]

    Grandmothers and the evolution of human longevity

    Hawkes K. Grandmothers and the evolution of human longevity. Am J Hum Biol. 2003;15(3):380- 400

  19. [19]

    Longevity Among Hunter- Gatherers: A Cross-Cultural Examination

    Gurven M, Kaplan H. Longevity Among Hunter- Gatherers: A Cross-Cultural Examination. Population and Development Review. 2007;33:321-65

  20. [20]

    Antiquity of postreproductive life: are there modern impacts on hunter-gatherer postreproductive life spans? Am J Hum Biol

    Blurton Jones NG, Hawkes K, O'Connell JF. Antiquity of postreproductive life: are there modern impacts on hunter-gatherer postreproductive life spans? Am J Hum Biol. 2002;14(2):184-205

  21. [21]

    Reproductive cessation and post-reproductive lifespan in Asian elephants and pre-industrial humans

    Lahdenpera M, Mar KU, Lummaa V. Reproductive cessation and post-reproductive lifespan in Asian elephants and pre-industrial humans. Front Zool. 2014;11:54

  22. [22]

    The reproductive advantages of a long life: longevity and senescence in wild female African elephants

    Lee PC, Fishlock V, Webber CE, Moss CJ. The reproductive advantages of a long life: longevity and senescence in wild female African elephants. Behav Ecol Sociobiol. 2016;70:337-45

  23. [23]

    Analyses of some biological parameters in the Antarctic fin whale

    Mizroch SA. Analyses of some biological parameters in the Antarctic fin whale. Report of the International Whaling Commission 1981;31:425-34

  24. [24]

    Grandmothering, menopause, and the evolution of human life histories

    Hawkes K, O'Connell JF, Jones NG, Alvarez H, Charnov EL. Grandmothering, menopause, and the evolution of human life histories. Proc Natl Acad Sci U S A. 1998;95(3):1336-9

  25. [25]

    Grandmothering and the evolution of Homo erectus

    O'Connell JF, Hawkes K, Blurton Jones NG. Grandmothering and the evolution of Homo erectus. J Hum Evol. 1999;36(5):461-85

  26. [26]

    Hardworking Hadza grandmothers

    Hawkes K, O’Connell JF, Blurton Jones NG. Hardworking Hadza grandmothers. In: Standen V, Foley RA, editors. Comparative Socioecology: The Behavioural Ecology of Humans and Other Mammals. London: Basil Blackwell; 1989. p. 341-66

  27. [27]

    Hazda women's time allocation, offspring provisioning, and the evolution of long postmenopausal life spans

    Hawkes K, O’Connell JF, Blurton Jones NG. Hazda women's time allocation, offspring provisioning, and the evolution of long postmenopausal life spans. Curr Anthropol. 1997;38(4):551-77

  28. [28]

    Evolution of life history variation among female mammals

    Charnov EL. Evolution of life history variation among female mammals. Proc Natl Acad Sci U S A. 1991;88(4):1134-7

  29. [29]

    Life History Invariants: Some Explorations of Symmetry in Evolutionary Ecology

    Charnov EL. Life History Invariants: Some Explorations of Symmetry in Evolutionary Ecology. Oxford, UK: Oxford University Press; 1993

  30. [30]

    The Genetical Theory of Natural Selection

    Fisher RA. The Genetical Theory of Natural Selection. Oxford: Oxford University Press; 1930

  31. [31]

    Natural selection, the cost of reproduction, and a refinement of Lack’s principle

    Williams GC. Natural selection, the cost of reproduction, and a refinement of Lack’s principle. Am Nat. 1966;199:687–90

  32. [32]

    Evolution of Senescence: Late Survival Sacrificed for Reproduction

    Kirkwood TBL, Rose MR. Evolution of Senescence: Late Survival Sacrificed for Reproduction. Philosophical Transactions: Biological Sciences. 1991;332(1262, The Evolution of Reproductive Strategies):15-24

  33. [33]

    Slow life histories and human evolution

    Hawkes K. Slow life histories and human evolution. In: Hawkes K, Paine RR, editors. The Evolution of Human Life History. Santa Fe: School of American Research Press; 2006. p. 95-126

  34. [34]

    Increased longevity evolves from grandmothering

    Kim PS, Coxworth JE, Hawkes K. Increased longevity evolves from grandmothering. Proc Biol Sci. 2012;279(1749):4880-4

  35. [35]

    Grandmothering drives the evolution of longevity in a probabilistic model

    Kim PS, McQueen JS, Coxworth JE, Hawkes K. Grandmothering drives the evolution of longevity in a probabilistic model. J Theor Biol. 2014;353:84-94

  36. [36]

    Evolution of longevity, age at last birth and sexual conflict with grandmothering

    Chan MH, Hawkes K, Kim PS. Evolution of longevity, age at last birth and sexual conflict with grandmothering. J Theor Biol. 2016;393:145-57

  37. [37]

    The Go Programming Language, version go1.4.2 Available at https://golang.org) [

    Griesemer R, Pike R, Thompson K. The Go Programming Language, version go1.4.2 Available at https://golang.org) [

  38. [38]

    A General Method for Numerically Simulating the Stochastic Time Evolution of Coupled Chemical Reactions

    Gillespie DT. A General Method for Numerically Simulating the Stochastic Time Evolution of Coupled Chemical Reactions. Journal of Computational Physics. 1976;22(4):403–34

  39. [39]

    Demography and Evolutionary Ecology of Hadza Hunter-Gatherers

    Blurton Jones NG. Demography and Evolutionary Ecology of Hadza Hunter-Gatherers. Cambridge, UK: Cambridge University Press; 2016

  40. [40]

    Maternal investment throughout the life span in Old World monkeys

    Fairbanks LA. Maternal investment throughout the life span in Old World monkeys. In: Whitehead PF, Jolly CJ, editors. Old World Monkeys: Cambridge University Press; 2000. p. 341-67. 30

  41. [41]

    Availability and adaptive value of reproductive and postreproductive Japanese macaque mothers and grandmothers

    Pavelka MSM, Fedigan LM, Zohar S. Availability and adaptive value of reproductive and postreproductive Japanese macaque mothers and grandmothers. Anim Behav. 2002;64(3):407–14

  42. [42]

    Mortality rates among Kanyawara chimpanzees

    Muller MN, Wrangham RW. Mortality rates among Kanyawara chimpanzees. J Hum Evol. 2014;66:107-14

  43. [43]

    Favorable ecological circumstances promote life expectancy in chimpanzees similar to that of human hunter-gatherers

    Wood BM, Watts DP, Mitani JC, Langergraber KE. Favorable ecological circumstances promote life expectancy in chimpanzees similar to that of human hunter-gatherers. J Hum Evol. 2017;105:41-56

  44. [44]

    Fertility, Biology, and Behavior: An Analysis of the Proximate Determinants

    Bongaarts J, Potter RG. Fertility, Biology, and Behavior: An Analysis of the Proximate Determinants. New York: Academic Press; 1983

  45. [45]

    Dynamics of Human Reproduction: Biology, Biometry, Demography (Foundations of Human Behavior)

    Wood JW. Dynamics of Human Reproduction: Biology, Biometry, Demography (Foundations of Human Behavior). New York: Aldine De Gruyter; 1994

  46. [46]

    Female reproductive ecology of the apes: implications for human evolution

    Knott C. Female reproductive ecology of the apes: implications for human evolution. In: Ellison PT, editor. Reproductive Ecology and Human Evolution. New York, NY: Aldine de Gruyter; 2001. p. 429- 63

  47. [47]

    Reproductive ecology of female chimpanzees

    Emery Thompson M. Reproductive ecology of female chimpanzees. Am J Primatol. 2013;75(3):222-37

  48. [48]

    Life history costs and benefits of encephalization: a comparative test using data from long-term studies of primates in the wild

    Barrickman NL, Bastian ML, Isler K, van Schaik CP. Life history costs and benefits of encephalization: a comparative test using data from long-term studies of primates in the wild. J Hum Evol. 2008;54(5):568-90

  49. [49]

    Who keeps children alive? A review of the effects of kin on child survival

    Sear R, Mace R. Who keeps children alive? A review of the effects of kin on child survival. Evol Hum Behav. 2008;29:1-18

  50. [50]

    Why men matter: Mating patterns drive evolution of human lifespan

    Tuljapurkar SD, Puleston CO, Gurven MD. Why men matter: Mating patterns drive evolution of human lifespan. PLoS ONE. 2007;2(8):e785

  51. [51]

    Mormon demographic history II: The family life cycle and natural fertility

    Mineau GP, Beau LL, Skolnick M. Mormon demographic history II: The family life cycle and natural fertility. Population Studies. 1979;33(3):429-46

  52. [52]

    Faster reproductive rates trade off against offspring growth in wild chimpanzees

    Emery Thompson M, Muller MN, Sabbi K, Machanda ZP, Otali E, Wrangham RW. Faster reproductive rates trade off against offspring growth in wild chimpanzees. Proc Natl Acad Sci U S A. 2016;113(28):7780-5

  53. [53]

    Time to pregnancy: results of the German prospective study and impact on the management of infertility

    Gnoth C, Godehardt D, Godehardt E, Frank-Herrmann P, Freundl G. Time to pregnancy: results of the German prospective study and impact on the management of infertility. Hum Reprod. 2003;18(9):1959-66

  54. [54]

    Grandmothering life histories and human pair bonding

    Coxworth JE, Kim PS, McQueen JS, Hawkes K. Grandmothering life histories and human pair bonding. Proc Natl Acad Sci U S A. 2015;112(38):11806-11

  55. [55]

    Grandmothering and natural selection

    Kachel AF, Premo LS, Hublin JJ. Grandmothering and natural selection. Proc Biol Sci. 2011;278(1704):384-91

  56. [56]

    The moulding of senescence by natural selection

    Hamilton WD. The moulding of senescence by natural selection. J Theor Biol. 1966;12(1):12-45

  57. [57]

    A theory of Fisher's reproductive value

    Grafen A. A theory of Fisher's reproductive value. J Math Biol. 2006;53(1):15-60

  58. [58]

    Reproductive conflict and the evolution of menopause in killer whales

    Croft DP, Johnstone RA, Ellis S, Nattrass S, Franks DW, Brent LJN, et al. Reproductive conflict and the evolution of menopause in killer whales. Curr Biol. 2017;27:1-7

  59. [59]

    Analyses of ovarian activity reveal repeated evolution of post-reproductive lifespans in toothed whales

    Ellis S, Franks DW, Nattrass S, Currie TE, Cant MA, Giles D, et al. Analyses of ovarian activity reveal repeated evolution of post-reproductive lifespans in toothed whales. Sci Rep. 2018;8(1):12833

  60. [60]

    Evolutionary stability and the rarity of grandmothering

    Field JM, Bonsall MB. Evolutionary stability and the rarity of grandmothering. arXivorg. 2017(arXiv:1701.03883)

  61. [61]

    Postreproductive lifespans are rare in mammals

    Ellis S, Franks DW, Nattrass S, Cant MA, Bradley DL, Giles D, et al. Postreproductive lifespans are rare in mammals. Ecol Evol. 2018;8(5):2482-94