Global predictors of language endangerment and the future of linguistic diversity
Open accessAbstract
Language diversity is under threat. While each language is subject to specific social, demographic and political pressures, there may also be common threatening processes. We use an analysis of 6,511 spoken languages with 51 predictor variables spanning aspects of population, documentation, legal recognition, education policy, socioeconomic indicators and environmental features to show that, counter to common perception, contact with other languages per se is not a driver of language loss. However, greater road density, which may encourage population movement, is associated with increased endangerment. Higher average years of schooling is also associated with greater endangerment, evidence that formal education can contribute to loss of language diversity. Without intervention, language loss could triple within 40 years, with at least one language lost per month. To avoid the loss of over 1,500 languages by the end of the century, urgent investment is needed in language documentation, bilingual education programmes and other community-based programmes.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
These impacts would involve irreversible loss of biodiversity, socioeconomic and cultural values.
“These impacts would also involve irreversible loss of biodiversity, socioeconomic and cultural values1,7–9.”
From Critical transitions in the Amazon forest system (2024) · cites this paper as [7]
The Main section says biodiversity is under threat, and ‘Safeguarding language diversity’ warns that language loss could erase unique expressions of human cultural diversity. The paper does not say these impacts would irreversibly destroy biodiversity or socioeconomic values; it discusses socioeconomic change chiefly as a factor in language loss. The cited passages have no page numbers in our copy. (LLM, conf=0.78)
Experimental — accuracy not yet measuredConsistent loss of Amazonian languages is causing an irreversible disruption of ecological knowledge systems, mostly driven by road construction.
“However, consistent loss of Amazonian languages is causing an irreversible disruption of ecological knowledge systems, mostly driven by road construction7.”
From Critical transitions in the Amazon forest system (2024) · cites this paper as [7]
In “Predicting future language loss” (page unavailable), the paper identifies the Amazon rainforest as a projected hotspot, not a documented site of consistent loss. “Predictors of language endangerment” associates road density with endangerment globally but does not establish that road construction is the main cause of Amazonian language loss. The cited passages do not establish irreversible disruption of ecological knowledge systems; “Safeguarding language diversity” instead describes the predictions as possible outcomes that intervention may change. (LLM, conf=0.88)
Experimental — accuracy not yet measuredIndigenous peoples and local communities would be harmed by forest loss in terms of their livelihoods, lifeways and knowledge systems.
“Indigenous peoples and local communities (IPLCs) would be harmed by forest loss in terms of their livelihoods, lifeways and knowledge systems that inspire societies globally1,7,9.”
From Critical transitions in the Amazon forest system (2024) · cites this paper as [7]
The Results and discussion sections address Indigenous language endangerment, including associations with roads and some forms of land use. They do not say that forest loss harms Indigenous peoples’ and local communities’ livelihoods, lifeways, or knowledge systems (searched for forest loss, deforestation, livelihoods, and knowledge). (LLM, conf=0.77)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Pseudoreplication and the Design of Ecological Field Experiments
Hurlbert, S. H. (1984) · Ecological Monographs · doi:10.2307/1942661 · Cited by 8,377 · see citing works
Global effects of land use on local terrestrial biodiversity
Newbold, T., Hudson, L. N., Hill, S. L. L., Contu, S., Lysenko, I., Senior, R. A., Börger, L., Bennett, D. J., Choimes, A., Collen, B., et al. (2015) · Nature · doi:10.1038/nature14324 · Cited by 4,352 · see citing works
How many bird and mammal extinctions has recent conservation action prevented?
Bolam, F. C., Mair, L., Angelico, M., Brooks, T. M., Burgman, M., Hermes, C., Hoffmann, M., Martin, R. W., McGowan, P. J. K., Rodrigues, A. S. L., et al. (2021) · Conservation Letters · doi:10.1111/conl.12762 · Cited by 286 · see citing works
Flagged first, then by citations
Research works printed but not linked: 50
- [1]Rehg, K. L. & Campbell, L. The Oxford Handbook of Endangered Languages (Oxford Univ. Press, 2018).
- [3]Sallabank, J. & Austin, P. The Cambridge Handbook of Endangered Languages (Cambridge Univ. Press, 2011).
- [4]Sutherland WJ Parallel extinction risk and global distribution of languages and species Nature 2003 423 276 279 10.1038/nature01607 12748639 · DOI
- [8]Campbell, L. & Okura, E. in Cataloguing the World’s Endangered Languages 1st edn (eds Campbell, L. & Belew, A.) 79–84 (Routledge, 2018).
- [10]Romaine, S. in The Routledge Handbook of Ecolinguistics (eds Fill, A. F. & Penz, H.) Ch. 3 (Routledge, 2017).
- [11]Crystal, D. Language Death (Cambridge Univ. Press, 2000).
- [12]Simons GF Two centuries of spreading language loss Proc. Linguist. Soc. Am. 2019 4 27 38 10.3765/plsa.v4i1.4532 · DOI
- [13]Krauss M The world’s languages in crisis Language 1992 68 4 10 10.1353/lan.1992.0075 · DOI
- [15]Bowern C Language vitality: theorizing language loss, shift, and reclamation (Response to Mufwene) Language 2017 93 e243 e253 10.1353/lan.2017.0068 · DOI
- [16]Mufwene SS Language vitality: The weak theoretical underpinnings of what can be an exciting research area Language 2017 93 e202 e223 10.1353/lan.2017.0065 · DOI
- [17]Hua X Greenhill SJ Cardillo M Schneemann H Bromham L The ecological drivers of variation in global language diversity Nat. Commun. 2019 10 2047 10.1038/s41467-019-09842-2 31053716 PMC6499821 · DOI
- [18]Grenoble, L. A. & Whaley, L. J. in Endangered Languages (eds Grenoble, L. A. & Whaley, L. J.) 22–54 (Cambridge Univ. Press, 1998).
- [19]Cardillo M Bromham L Greenhill SJ Links between language diversity and species richness can be confounded by spatial autocorrelation Proc. R. Soc. B 2015 282 20142986 10.1098/rspb.2014.2986 PMC4590437 26019157 · DOI
- [20]Amano T Global distribution and drivers of language extinction risk Proc. R. Soc. B 2014 281 20141574 10.1098/rspb.2014.1574 PMC4173687 25186001 · DOI
- [22]Fishman, J. A. Reversing Language Shift: Theoretical and Empirical Foundations of Assistance to Threatened Languages Vol. 76 (Multilingual Matters, 1991).
- [25]Hobson, J. R. Re-awakening Languages: Theory and Practice in the Revitalisation of Australia’s Indigenous Languages (Sydney Univ. Press, 2010).
- [26]Di Marco M A novel approach for global mammal extinction risk reduction Conserv. Lett. 2012 5 134 141 10.1111/j.1755-263X.2011.00219.x · DOI
- [27]Cardillo M Mace GM Gittleman JL Purvis A Latent extinction risk and the future battlegrounds of mammal conservation Proc. Natl Acad. Sci. USA 2006 103 4157 4161 10.1073/pnas.0510541103 16537501 PMC1449663 · DOI
- [29]Balmford A Extinction filters and current resilience: the significance of past selection pressures for conservation biology Trends Ecol. Evol. 1996 11 193 196 10.1016/0169-5347(96)10026-4 21237807 · DOI
- [31]Aikhenvald, A. Y. in Language Endangerment and Language Maintenance: An Active Approach (eds Bradley, D. & Bradley, M.) 24–33 (Taylor & Francis, 2002).
- [35]Gal, S. Language Shift: Social Determinants of Linguistic Change in Bilingual Austria (Academic Press, 1979).
- [36]Holmquist J Social correlates of a linguistic variable: a study in a Spanish village Lang. Soc. 1985 14 191 203 10.1017/S004740450001112X · DOI
- [39]Wang Y Phillion J Minority language policy and practice in China: the need for multicultural education Int. J. Multicult. Educ. 2009 11 1 14 10.18251/ijme.v11i1.138 · DOI
- [41]Wiese A-M Garcia EE The Bilingual Education Act: language minority students and equal educational opportunity Biling. Res. J. 1998 22 1 18 10.1080/15235882.1998.10668670 · DOI
- [42]Bromham L Hua X Algy C Meakins F Language endangerment: a multidimensional analysis of risk factors J. Lang. Evol. 2020 5 75 91 10.1093/jole/lzaa002 · DOI
- [43]Gao X Ren W Controversies of bilingual education in China Int. J. Biling. Educ. Biling. 2019 22 267 273 10.1080/13670050.2018.1550049 · DOI
- [44]Dimmendaal, G. J. in Investigating Obsolescence: Studies in Language Contraction and Death (ed. Dorian N. C.) 13-32 (Cambridge Univ. Press, 1989).
- [46]Kuussaari M Extinction debt: a challenge for biodiversity conservation Trends Ecol. Evol. 2009 24 564 571 10.1016/j.tree.2009.04.011 19665254 · DOI
- [47]Tilman D May RM Lehman CL Nowak MA Habitat destruction and the extinction debt Nature 1994 371 65 66 10.1038/371065a0 · DOI · Paper page
- [48]Meijer JR Huijbregts MA Schotten KC Schipper AM Global patterns of current and future road infrastructure Environ. Res. Lett. 2018 13 064006 10.1088/1748-9326/aabd42 · DOI
- [49]Laurance WF Balmford A A global map for road building Nature 2013 495 308 309 10.1038/495308a 23518547 · DOI
- [52]Hallett D Chandler MJ Lalonde CE Aboriginal language knowledge and youth suicide Cogn. Dev. 2007 22 392 399 10.1016/j.cogdev.2007.02.001 · DOI
- [53]Taff, A. et al. in The Oxford Handbook of Endangered Languages (eds Rehg, K. & Campbell, L.) 862–883 (Oxford Univ. Press, 2018).
- [54]Dinku, Y. et al. Language Use is Connected to Indicators of Wellbeing: Evidence from the National Aboriginal and Torres Strait Islander Social Survey 2014/15. CAEPR Working Paper no. 132/2019 (CAEPR, 2020); 10.25911/5ddb9fd6394e8 · DOI
- [56]Davis JL Language affiliation and ethnolinguistic identity in Chickasaw language revitalization Lang. Commun. 2016 47 100 111 10.1016/j.langcom.2015.04.005 · DOI
- [58]Cardillo M The predictability of extinction: biological and external correlates of decline in mammals Proc. R. Soc. B 2008 275 1441 1448 10.1098/rspb.2008.0179 PMC2602711 18367443 · DOI · Paper page
- [59]Evans, N. Dying Words: Endangered Languages and What They Have to Tell Us Vol. 22 (John Wiley & Sons, 2011).
- [60]Ndhlovu, F. in Language Planning and Policy: Ideologies, Ethnicities, and Semiotic Spaces of Power (eds Abdelhay, A. et al.) 133–151 (Cambridge Scholars, 2020).
- [63]King, K. A., Schilling-Estes, N., Lou, J. J., Fogle, F. & Soukup, B. Sustaining Linguistic Diversity: Endangered and Minority Languages and Language Varieties (Georgetown Univ. Press, 2008).
- [64]Lee NH van Way J Assessing levels of endangerment in the Catalogue of Endangered Languages (ELCat) using the Language Endangerment Index (LEI) Lang. Soc. 2016 45 271 292 10.1017/S0047404515000962 · DOI
- [66]Tershy BR Shen K-W Newton KM Holmes ND Croll DA The importance of islands for the protection of biological and linguistic diversity BioScience 2015 65 592 597 10.1093/biosci/biv031 · DOI
- [67]Igboanusi H Is Igbo an endangered language? Multilingua 2006 25 443 452 10.1515/MULTI.2006.023 · DOI
- [69]Venter O Sixteen years of change in the global terrestrial human footprint and implications for biodiversity conservation Nat. Commun. 2016 7 12558 10.1038/ncomms12558 27552116 PMC4996975 · DOI
- [70]Bromham L Hua X Cardillo M Schneemann H Greenhill SJ Parasites and politics: why cross-cultural studies must control for relatedness, proximity and covariation R. Soc. Open Sci. 2018 5 181100 10.1098/rsos.181100 30225088 PMC6124128 · DOI
- [71]Bromham, L., Skeels, A., Schneemann, H., Dinnage, R. & Hua, X. There is little evidence that spicy food in hot countries is an adaptation to reducing infection risk. Nat. Hum. Behav.10.1038/s41562-020-01039-8 (2021). 33542529 · DOI
- [72]Purvis, A., Cardillo, M., Grenyer, R. & Collen, B. in Phylogeny and Conservation (eds Purvis, A. et al.) 295–316 (Cambridge Univ. Press, 2005).
- [74]Dow MM Network autocorrelation regression with binary and ordinal dependent variables: Galton’s problem Cross Cult. Res. 2008 42 394 419 10.1177/1069397108320411 · DOI
- [75]Wurm, M. J., Rathouz, P. J. & Hanlon, B. M. Regularized ordinal regression and the ordinalNet R package. Preprint at https://arxiv.org/abs/1706.05003 (2017). PMC8432594 34512213 · arXiv
- [76]Byrd RH Lu P Nocedal J Zhu C A limited memory algorithm for bound constrained optimization SIAM J. Sci. Comput. 1995 16 1190 1208 10.1137/0916069 · DOI
- [77]Barro RL Lee J-W A new data set of educational attainment in the world, 1950–2010 J. Dev. Econ. 2013 104 184 198 10.1016/j.jdeveco.2012.10.001 · DOI · Paper page
Cited by
Sorted by citations
Critical transitions in the Amazon forest system
Flores, B. M., Montoya, E., Sakschewski, B., Nascimento, N., Staal, A., Betts, R. A., Levis, C., Lapola, D. M., Esquível-Muelbert, A., Jakovac, C., et al. (2024) · Nature · doi:10.1038/s41586-023-06970-0 · Cited by 607 · see citing works
Bromham, L. (2023) · Cambridge Prisms: Extinction · doi:10.1017/ext.2022.3 · Cited by 18 · see citing works
Self-citationExploring the presence of Cymraeg on TikTok
Cunliffe, D. (2025) · New Media & Society · doi:10.1177/14614448241243096 · Cited by 5 · see citing works
- Authors
- Bromham, L., Dinnage, R., Skirgård, H., Ritchie, A., Cardillo, M., Meakins, F., Greenhill, S., & Hua, X.
- Affiliations
- Australian National University (AU)
- The University of Queensland (AU)
- Corresponding author
- Bromham, Lindell
- ORCID
- Venue
- Nature Ecology & Evolution
- Published
- 2021-12-16
- Volume
- 6
- Issue
- 2
- Pages
- 163-173
- ISSN
- 2397-334X (ISSN-L)
- PMC
- PMC8825282
- OpenAlex
- W4200117540
- Cited by
- 267
- References
- 3
- Citations by year
- 2026: 48 · 2025: 117 · 2024: 45 · 2023: 33 · 2022: 22 · 2021: 2
- FWCI
- 67.71
- Type
- journal article
- Language
- en
- Update notices
- correction (2022-02-03)
- Open access
- hybrid
- doi.org
- Locations
- Nature Ecology & Evolution (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- ANU Open Research (Australian National University) (submittedVersion, cc-by)
- ResearchSpace (University of Auckland) (submittedVersion, cc-by)
- Topics
- Social Sciences › Linguistics and Language › Linguistic and Sociocultural Studies
- Social Sciences › Linguistics and Language › Multilingual Education and Policy
- Social Sciences › Arts and Humanities › Language and Linguistics › Linguistics and Language Studies
- Keywords
- endangered languages, language loss, linguistic diversity, language contact, road density, human mobility, years of schooling, formal education, language documentation, bilingual education, language policy, future of language
- MeSH terms
- Language, Linguistics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review