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Abstract
Climate change has been associated with both latitudinal and elevational shifts in species’ ranges. The extent, however, to which climate change has driven recent range shifts alongside other putative drivers remains uncertain. Here, we use the changing distributions of 378 European breeding bird species over 30 years to explore the putative drivers of recent range dynamics, considering the effects of climate, land cover, other environmental variables, and species’ traits on the probability of local colonisation and extinction. On average, species shifted their ranges by 2.4 km/year. These shifts, however, were significantly different from expectations due to changing climate and land cover. We found that local colonisation and extinction events were influenced primarily by initial climate conditions and by species’ range traits. By contrast, changes in climate suitability over the period were less important. This highlights the limitations of using only climate and land cover when projecting future changes in species’ ranges and emphasises the need for integrative, multi-predictor approaches for more robust forecasting.
Species’ range shifts projections are usually based on climate and land cover variables. Here, the authors use long-term records for bird species to show that species distribution models accounting for climate and land cover often fail to predict observed range shifts.
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1 Durham University, Conservation Ecology Group, Department of Biosciences, Durham, UK (GRID:grid.8250.f) (ISNI:0000 0000 8700 0572)
2 University of Helsinki, The Helsinki Lab of Ornithology, Finnish Museum of Natural History, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071)
3 Ecological and Forestry Applications Research Centre (CREAF), Cerdanyola del Vallès, Spain (GRID:grid.452388.0) (ISNI:0000 0001 0722 403X); Forest Science and Tecnology Centre (CTFC), Carretera vella de Sant Llorenç de Morunys km 2, Sant Llorenç de Morunys, Spain (GRID:grid.452388.0)
4 Swiss Ornithological Institute, Seerose 1, Sempach, Switzerland (GRID:grid.419767.a) (ISNI:0000 0001 1512 3677); University of Bologna, Department of Biological, Geological and Environmental Sciences (BiGeA), Bologna, Italy (GRID:grid.6292.f) (ISNI:0000 0004 1757 1758)
5 Ilia State University, Institute of Zoology, Tbilisi, Georgia (GRID:grid.428923.6) (ISNI:0000 0000 9489 2441)
6 BirdLinks Armenia (former TSE—Towards Sustainable Ecosystems) NGO, Yerevan, Armenia (GRID:grid.428923.6)
7 Society for Birds and Nature Protection, Leova, Republic of Moldova (GRID:grid.428923.6); Moldova State University, Chişinău, Republic of Moldova (GRID:grid.38926.36) (ISNI:0000 0001 2297 8198)
8 Bulgarian Society for the Protection of Birds/BirdLife Bulgaria, Sofia, Bulgaria (GRID:grid.475923.e) (ISNI:0000 0001 2325 5653)
9 British Trust for Ornithology, The Nunnery, Thetford, Norfolk, UK (GRID:grid.423196.b) (ISNI:0000 0001 2171 8108); Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.423196.b)
10 Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.423196.b); Max-Planck Institute of Animal Behaviour, Radolfzell, Germany (GRID:grid.507516.0) (ISNI:0000 0004 7661 536X)
11 University of York, York Environmental Sustainability Institute, York, UK (GRID:grid.5685.e) (ISNI:0000 0004 1936 9668); University of York, Department of Biology, York, UK (GRID:grid.5685.e) (ISNI:0000 0004 1936 9668)
12 Albanian Ornithological Society, Rr. “Vaso Pasha”, Tirana, Albania (GRID:grid.5685.e)
13 WWF Turkey, Büyük Postane Caddesi No: 19 Kat: 5, İstanbul, Turkey (GRID:grid.5685.e)
14 BirdLife International, David Attenborough Building, Cambridge, UK (GRID:grid.432210.6) (ISNI:0000 0004 0383 6292)
15 Bullford Business Campus, Kilcoole, Greystones, BirdWatch Ireland, Unit 20, Block D, County Wicklow, Ireland (GRID:grid.432210.6)
16 Polish Academy of Sciences, Museum and Institute of Zoology, Warszawa, Poland (GRID:grid.413454.3) (ISNI:0000 0001 1958 0162); Polish Society for the Protection of Birds, Marki, Poland (GRID:grid.413454.3)
17 Sociedad Española de Ornitología (SEO/BirdLife), Madrid, Spain (GRID:grid.413454.3)
18 Ministry of Economy and Sustainable Development, Institute for Environment and Nature, Zagreb, Croatia (GRID:grid.413454.3)
19 German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany (GRID:grid.421064.5) (ISNI:0000 0004 7470 3956); Inst. of Biology, Martin Luther Univ. Halle-Wittenberg, Halle, Germany (GRID:grid.9018.0) (ISNI:0000 0001 0679 2801)
20 Associazione FaunaViva, Via Fumagalli 6, Milano, Italy (GRID:grid.9018.0)
21 DDA—Federation of German Avifaunists, Münster, Germany (GRID:grid.9018.0)
22 Environment and Development; LabOr—Laboratório de Ornitologia Universidade de Évora Pólo da Mitra, MED—Mediterranean Institute for Agriculture, Évora, Portugal (GRID:grid.8389.a) (ISNI:0000 0000 9310 6111)
23 Ecological and Forestry Applications Research Centre (CREAF), Cerdanyola del Vallès, Spain (GRID:grid.452388.0) (ISNI:0000 0001 0722 403X); Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.452388.0); Natural History Museum of Barcelona, Plaça Leonardo da Vinci 4–5, Catalan Ornithological Institute, Barcelona, Spain (GRID:grid.511627.6)
24 BirdLife Cyprus, Nicosia, Cyprus (GRID:grid.475904.b)
25 University of St Andrews, Centre for Research into Ecological and Environmental Modelling, St Andrews, UK (GRID:grid.11914.3c) (ISNI:0000 0001 0721 1626)
26 Pro Natura, Donji Crnci bb, Spuž, Montenegro (GRID:grid.11914.3c)
27 Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.11914.3c); Zoological Museum of Lomonosov Moscow State University, Moscow, Russia (GRID:grid.14476.30) (ISNI:0000 0001 2342 9668)
28 Swiss Ornithological Institute, Seerose 1, Sempach, Switzerland (GRID:grid.419767.a) (ISNI:0000 0001 1512 3677); Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.419767.a)
29 Swiss Ornithological Institute, Seerose 1, Sempach, Switzerland (GRID:grid.419767.a) (ISNI:0000 0001 1512 3677)
30 Ornithological society “Naše ptice”, Sarajevo, Bosnia and Herzegovina (GRID:grid.419767.a)
31 Ukrainian Society for the Protection of Birds, Kyiv, Ukraine (GRID:grid.419767.a)
32 Sociedade Portuguesa para o Estudo das Aves, Lisboa, Portugal (GRID:grid.419767.a)
33 Lund University, Department of Biology, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361)
34 Kosovo Ornithological Society, Prishtinë, Republic of Kosovo (GRID:grid.4514.4)
35 DOPPS—BirdLife Slovenia, Ljubljana, Slovenia (GRID:grid.4514.4)
36 Croatian Society for Birds and Nature Protection, Osijek, Croatia (GRID:grid.4514.4)
37 Sociedad Española de Ornitología (SEO/BirdLife), Madrid, Spain (GRID:grid.4514.4)
38 MME BirdLife Hungary, Budapest, Hungary (GRID:grid.452150.7) (ISNI:0000 0004 8513 9916)
39 BirdLife Norway. Sandgata 30b, Trondheim, Norway (GRID:grid.423196.b)
40 Natagora, Traverse des muses 1, Namur, Belgium (GRID:grid.423196.b)
41 Andorra Research + Innovation, Sant Julià de Lòria, Andorra (GRID:grid.423196.b)
42 Hellenic Ornithological Society / BirdLife Greece, Athens, Greece (GRID:grid.423196.b)
43 University of Novi Sad, Faculty of Sciences, Department of Biology and Ecology, Trg Dositeja Obradovića 3, Novi Sad, Serbia (GRID:grid.10822.39) (ISNI:0000 0001 2149 743X)
44 Center for Biodiversity Research, Novi Sad, Serbia (GRID:grid.10822.39)
45 Lithuanian Ornithological Society, Vilnius, Lithuania (GRID:grid.475779.f) (ISNI:0000 0001 1087 3559)
46 Environmental Protection Agency of Montenegro, Podgorica, Montenegro (GRID:grid.419767.a)
47 BirdLife Norway. Sandgata 30b, Trondheim, Norway (GRID:grid.419767.a)
48 Ornithological society “Naše ptice”, Sarajevo, Bosnia and Herzegovina (GRID:grid.419767.a); Society for Research and Protection of Biodiversity, Banja Luka, Bosnia and Herzegovina (GRID:grid.419767.a)
49 Czech University of Life Sciences, Faculty of Environmental Sciences, Dept. of Ecology, Prague, Czech Republic (GRID:grid.15866.3c) (ISNI:0000 0001 2238 631X)
50 Nature reserve “Roztochya”, Ivano-Frankove, Ukraine (GRID:grid.475923.e)
51 DDA—Federation of German Avifaunists, Münster, Germany (GRID:grid.475923.e)
52 Azerbaijan Ornithological Society, Baku, Azerbaijan Republic (GRID:grid.475923.e)
53 MME BirdLife Hungary, Budapest, Hungary (GRID:grid.452150.7) (ISNI:0000 0004 8513 9916); University of Nyíregyháza, Nyíregyháza, Hungary (GRID:grid.426029.b) (ISNI:0000 0001 0110 6198)
54 BirdLife Österreich, Wien, Austria (GRID:grid.426029.b)
55 Macedonian Ecological Society, Skopje, N, Macedonia (GRID:grid.426029.b)
56 Sovon—Dutch Centre for Field Ornithology, Nijmegen, The Netherlands (GRID:grid.452751.0) (ISNI:0000 0004 0465 6808); Radboud University, Radboud Institute for Biological and Environmental Sciences, Nijmegen, The Netherlands (GRID:grid.5590.9) (ISNI:0000000122931605)
57 Macedonian Ecological Society, Skopje, N, Macedonia (GRID:grid.5590.9)
58 Dansk Ornitologisk Forening (DOF—BirdLife DK), Copenhagen, Denmark (GRID:grid.5590.9)
59 TAA “Dzikaja pryroda”, Minsk, Belarus (GRID:grid.5590.9)
60 Zoological Museum of Lomonosov Moscow State University, Moscow, Russia (GRID:grid.14476.30) (ISNI:0000 0001 2342 9668)
61 Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.14476.30); Czech Society for Ornithology, Prague 5, Czechia (GRID:grid.475834.9)
62 Polish Society for the Protection of Birds, Marki, Poland (GRID:grid.475834.9)
63 University of Potsdam, Institute for Biochemistry and Biology, Potsdam, Germany (GRID:grid.11348.3f) (ISNI:0000 0001 0942 1117)
64 Ecological and Forestry Applications Research Centre (CREAF), Cerdanyola del Vallès, Spain (GRID:grid.452388.0) (ISNI:0000 0001 0722 403X); Forest Science and Tecnology Centre (CTFC), Carretera vella de Sant Llorenç de Morunys km 2, Sant Llorenç de Morunys, Spain (GRID:grid.452388.0); Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.452388.0); CSIC, Cerdanyola del Vallès, Spain (GRID:grid.4711.3) (ISNI:0000 0001 2183 4846)
65 University of Helsinki, The Helsinki Lab of Ornithology, Finnish Museum of Natural History, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); Atlas Steering Committee, European Bird Census Council, Prague 5, Czech Republic (GRID:grid.7737.4)