Submitted:
28 April 2026
Posted:
28 April 2026
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
- a)
- TFR Times Series: Annual TFR data for the 1990-2024 period, sourced fromt he „World Population Data Sheet” (Population Reference Bureau, (www.prb.org), and the UN „World Population Prospect 2024” report. All teritories included and geopolitical changes (e.g., emergence of new states, unifications) were accounted for.
- b)
- Explanatory Indicators: A database of TFR determinants based on the literature review. Table 1 describes these indicators, their sources, and the standardization methods used. While most data series ar complete, some (contraceptive prevalence, mean age at first birth, gender inequality index, and democratic index of freedom) are selective, based on available sources. However, the included countries remain representative across all continents, constituting a valid sample for analysis.
3. Results and Discussions
3.1. Descriptive Analysis
3.2. Factor Analysis
4. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Balbo, N.; Billari, F.C. & Mills, M. Fertility in Advanced Societies: A Review of Research. Eur J Population (2013) 29, 1–38. [CrossRef]
- Bongaarts, J.; Feeney, G. On the Quantum and Tempo of Fertility. Population and Development Review (1998), 24(2):271-291, Wiley. [CrossRef]
- Calot, G.; Sardon, J-P. Fécondité, reproduction et remplacement. Population (2001), 56(3):337 – 370, INED, Paris.
- Dessouroux C.; Vandermotten C. Mapping the massive global fertility decline over the last 20 years. Population and Societies (2024), 618. [CrossRef]
- Herbertsson, T. T.; Orszag, P. R.; and Orszag, J. M. Population Dynamics and Convergence in Fertility Rates. IoES Working Paper (2001), No. W99:12, Available at SSRN. [CrossRef]
- Aitken, R.J. The changing tide of human fertility. Human Reproduction (2022), 37(4):629-638, Oxford Academic. [CrossRef]
- Murphy, M.; Wang, D. The Impact of Intergenerationally-Transmitted Fertility and Nuptialiy on Population Dynamics in Contemporary Populations. In The Biodemography of Human Reproduction and Fertility, Rodgers, J.L., Kohler, H.P. (Eds); Springer, Boston,MA (2003). [CrossRef]
- Aassve, A.; Billari, F.C.; Pessin, L. Trust and Fertility Dynamics. Social Forces (2016), 95(2):663-692. [CrossRef]
- Bellido, H.; Marcen, M. Fertility and the business cycle: the European case. Review of Economy of the Household (2019), 17(4):1289-1319, Springer. [CrossRef]
- Preston, S.H. and Guillot, M. Population dynamics in an age of declining fertility. Genus(1997), 53(3/4):15-31, Springer, https://www.jstor.org/stable/29788518.
- Alkema, L.; Raftery, A.E.; Gerland, P.; Clark, S.J.; Pelletier, F.; and Heilig, G.H. Probabilistic Projections of the Total Fertility Rate for All Countries. Demography (2011), 48 (3):815-839, Population Association of America. [CrossRef]
- Goldstein J.R.; Sobotka T.; Jasilioniene A. The End of ”Lowest-Low” Fertility. Population and Development Studies (2009), 35(4):663-699. [CrossRef]
- Salvati, L.; Benass, F.; Miccoli, S.; Rabiei-Dastjerdi, H.; and Matthews S.A. Spatial variability of total fertility rate and crude birth rate in a low fertility country: Patterns and trends in regional and local scale heterogeneity across Italia, 2002-2018. Applied Geography (2020) 124 (102321), Elsevier. [CrossRef]
- Parant, A. Le déclin de la natalité dans le monde et en Europe: Quels mécanismes explicatifs? Quelle géographie?. Les analyses de Population & Avenir (2023), 46(4):1-64. [CrossRef]
- Cheng, H.; Luo, W.; Si, S. et al. Global trends in total fertility rate and its relation to national wealth, life expectancy and female education. BMC Public Health (2022), 22:1346. [CrossRef]
- Finlay, J.E.; Mejía-Guevara, I.; Akachi, Y. Inequality in total fertility rates and the proximate determinants of fertility in 21 sub-Saharan African countries. PLoS ONE (2018), 13(9): e0203344. [CrossRef]
- Bloom, D.E.; Canning, D.; Fink, G.; Finlay, J.E. Fertility, female labor force participation, and the demographic dividend. Journal of Economic Growth (2009), 14(2):79–101. [CrossRef]
- Kato, H. Total Fertility Rate, Economic–Social Conditions, and Public Policies in OECD Countries. In: Macro-econometric Analysis on Determinants of Fertility Behavior. Springer Briefs in Population Studies (2021), p.51-76, Springer, Singapore. [CrossRef]
- Федеральный закoн "О дoпoлнительных мерах гoсударственнoй пoддержки семей, имеющих детей" oт 29.12.2006 N 256-ФЗ (пoследняя редакция), 29 декабря 2006 гoда N 256-ФЗ, https://www.consultant.ru/document/cons_doc_LAW_64872/.
- Miljkovic, D.; Glasyrina, A. The impact of socio-economic policy on total fertility rate in Russia. Journal of Policy Modeling (2015), 37(6):961-973), Elsevier, https://doi.org/10.1016/j.polmod.2015.07.004.
- Muntele, I. Demographical Limits of the Globalization. Journal of Romanian Population (2008), 2(1):105-113, Presa Unviversitară Clujeană, Cluj-Napoca, https://www.ceeol.com/search/article-detail?id=223823.
- Stover, J. Revising the proximate determinants of fertility framework: What have we learned in the past 20 years? Studies in Family Planning (1998), 29(3):255–67, WOS:000076229700001. pmid:9789319.
- Bongaarts, J. Modeling the fertility impact of the proximate determinants: Time for a tune-up. Demographic Research (2015), 33:535–59. WOS:000361063000001.
- World Population Prospects, 2024 Revision, Department of Economic and Social Affairs, United Nations, https://population.un.org/wpp/.
- World Population Data Sheet (1990-2024 eds). Population Reference Bureau, Washington, www.prb.org.
- Gross Domestic Product (2000-2024). World Bank, https://data.worldbank.org/indicator/NY.GDP.MKTP.CD.
- Human Development Report (1990-2024 eds). United Nations Development Program, https://hdr.undp.org/.
- World Contraceptive use, Department of Economic and Social Affairs, United Nations, Population Divison, https://www.un.org/development/desa/pd/dat/world-contraceptive-use.
- Countries statistics, Citypopulation, https://www.citypopulation.de/.
- List of countries by population statistics, Demographics of the World, https://en.wikipedia.org/wiki/Demographics_of_the_world.
- Adult and Youth Literacy. National, regional and global trends: 1985-2013 (june 2013), UNESCO, UIS Information Paper, https://uis.unesco.org.
- Global Gender Gaap Report.World Economic Forum, Geneva (1990-2023), https://www.3.weforum.org/docs/WEF_GCCR.pdf.
- Freedom in the World Dataset, Freedom House, https://freedomhouse.org/countries/freedom-world/scores.
- 34. Freedom Index by Country, World Population Review, https://worldpopulationreview.com/country-rankings/freedom-index-by-country.
- Li, Y. The Relationship between Fertility Rate and Economic Growth in Developing Countries. Master thesis, Lund School of Economics and Management (2016), https://lup.lub.lu.se/student-papers/search/publication/8727479.
- Fehr, H.; Jokisch, S.; Kotlikoff, L.J. Fertility, mortality and the developed world’s demographic transition. Journal of Policy Modeling (2008), 30 (3):455-473, Elsevier. [CrossRef]
- Gustafsson, S. Optimal age at motherhood. Theoretical and empirical considerations on postponement of maternity on Europe, Journal of Population Economics (2001), 14:225-247, Springer. [CrossRef]
- McClamroch, K. Total fertility rate, women’s education, and women’s work: What are the relationships?. Population and Environment (1996), 18:175–186, Springer. [CrossRef]
- Ward, M.P.; Butz, W.P. Completed Fertility and Its Timing. Journal of Political Economy (1980), 88(5):917-940. [CrossRef]
- Kirubarajan, A.; Li, X.; Yau, M.; Yu, C.; Got, T.; Li, Q.; Huszti, E.; Leung, S.; Thangavelu, N.; Sobel, M. Awareness, knowledge, and misconceptions of adolescents and young people regardint long-acting reversible contraceptives: a systematic review and meta-analysis. Fertility and Sterility (2022), 118(1): 168-179, Elsevier. [CrossRef]
- Mishra, V.; Smyth, R. Female labor force participation and total fertility rates in the OECD: New evidence from panel cointegration and Granger causality testing. Journal of Economics and Bussiness (2010), 62(1):48−64, EconPapers, https://www.sciencedirect.com/science/article/pii/S0148-6195(09)00050-2.
- Lehrer, E.L. Religion as a Determinant of Economic and Demographic Behavior in the United States. Population and Development Review (2004), 30(4):707-726, Wiley. [CrossRef]
- Lesthaeghe, R. and Surkyn, J. Cultural Dynamics and Economic Theories of Fertility Change. Population and Development Review (1988), 14(1):1-45, Wiley. [CrossRef]
- Drago, C., Talamo, G. Fertility Rates Around the World: A Cluster Analysis of Time Series Data from 1960 to 2013. In Paoloni, P., Lombardi, R.(eds), Gender Issues in Bussiness and Economics. Springer Proceedings in Bussiness and Economics (2018)., p.19−35, Cham. [CrossRef]
- Lesthaeghe, R. The second demographic transition. A concise overview of its developments. PNAS (2014), 111(51):18112-18115. [CrossRef]
- Gabrielli, G.; Paterno, A.; Salvini, S.; Corazziari, I. Demographic trends in less and least developed countries: Convergence or divergence?. Journal of Population Research (2021), 38: 221−258, Springer. [CrossRef]
- Wilson C., Understanding Global Demographic Convergence since 1950, Population and Development Review (2011), 37(2):375-388. [CrossRef]
- Bongaarts, J.; Sobotka, T. A Demographic Explanation for the Recent Rise in European Fertility. Population and Development Review (2012), 38 (1):83-120, Wiley. [CrossRef]
- Ward, Z.J., Goldie, S.J. Global Burden of Disease Study 2021 estimates: implications for health policy and research, The Lancet (2024), 403 (10440):P1958-1959, https://ww.thelancet.com/article/S0140-637636(24)0081202.



| Variable type | Variable | Acronym | Description | Data source | Standardization |
| Dependent | Total fertility rate | TFR | TFR = [∑GF(15-19 years)....GF(45-49 years)]*0,005, where GF is general fertility by age group | [24,25] | Z score |
| Explanatory | Gross Domestic Product | GDPppa | Dollars per capita | [25,26] | Z score |
| Human Development Index | HDI | Composite index of health, education, and income. | [27] | Z score | |
| Infant Mortality | IM | Deaths (0-1 years) per 1,000 live births | [24,25] | Z score | |
| Contraceptive Prevalence | CP | % of women (aged 15-49) using contraception | [25,28] | Z score | |
| Mean Age at First Birth | MAFB | Years | [24] | Z score | |
| Urbanization Degree | UD | % of population in cities > 100,000 inhabitants | [29] | Z score | |
| Main Religion | MR | CR-Christianity; IS-Islam; AS-Asian religious Syncretism; B-Buddhism; H-Hinduism; AL-other religions | [30] | Nominal | |
| Demographic Policy | DP | Government perception of birth rate: H – high; L – low; N – neutral. | [25] | Nominal | |
| Adult Literacy Rate | ALR | % of literate population (age 15+). | [31] | Z score | |
| Gender Inequality Index | GII | UNDP index (health, empowerment, labor market, access to health services, and public functions). | [32] | Z score | |
| Democratic Freedom Index | DFI | Score based on pluralism, voting rights, and free elections. | [33,34] | Z score |
| Variable | 1990-1994 | 1995-1999 | 2000-2004 | 2005-2009 | 2010-2014 | 2015-2019 | 2020-2024 |
| TFR | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| GDPppa | -0.558 | -0.562 | -0.535 | -0.568 | -0.470 | -0.618 | -0.630 |
| HDI | -0.873 | -0.869 | -0.860 | -0.855 | -0.852 | -0.839 | -0.715 |
| IM | 0.852 | 0.854 | 0.867 | 0.879 | 0.874 | 0.854 | 0.858 |
| CP | -0.874 | -0.859 | -0.850 | -0.831 | -0.806 | -0.775 | -0.749 |
| MAFB | -0.769 | -0.740 | -0.721 | -0.703 | -0.687 | -0.673 | -0.666 |
| UD | -0.288 | -0.297 | -0.259 | -0.225 | -0.191 | -0.164 | -0.157 |
| MR | 0.416 | 0.371 | 0.341 | 0.324 | 0.327 | 0.335 | 0.317 |
| ODP | 0.528 | 0.515 | 0.530 | 0.623 | 0.603 | 0.584 | 0.576 |
| ALR | -0.864 | -0.862 | -0.839 | -0.833 | -0.824 | -0.804 | -0.796 |
| GII | 0.819 | 0.783 | 0.753 | 0.875 | 0.859 | 0.832 | 0.921 |
| DFI | -0.589 | -0.579 | 0.567 | ||||
| R2 | 0.865 | 0.860 | 0.855 | 0.854 | 0.839 | 0.809 | 0.793 |
| RMSE | 0.0952 | 0.0948 | 0.0913 | 0.0877 | 0.0889 | 0.093 | 0.091 |
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