Data from: Contrasting conclusions in the study of wetland bird abundances show the importance of multi-level insights into protection and restoration actions
Data files
Sep 01, 2026 version files 923.59 KB
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data4model3_20241115.csv
917.92 KB
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README.md
5.67 KB
Abstract
Wetland biodiversity has declined around the world due to habitat loss and degradation. To alter this trend several management actions still are taken including protection and restoration. The management responses may vary across analytical scales including species, functional groups and total waterbird abundance, but it is rarely investigated how similar conclusions these approaches yield. 2. We evaluated how wetland protection and small-scale restoration actions influenced breeding waterbird abundances and species richness by using a 34-year dataset (1986–2019) from 994 naturally eutrophic wetlands across Finland. Protected wetlands supported higher waterbird abundances and species richness than unprotected sites, indicating successful conservation prioritisation. Contrary to expectations, population trends at protected sites were generally more negative than at unprotected wetlands; a finding potentially related to the higher initial waterbird numbers at protected sites allowing a decline not possible at unprotected sites that harbour less waterbirds. Inference depended strongly on the response metric: species-specific models suggested stable or increasing trends, whereas total abundance models revealed overall declines. Within protected wetlands restored sites exhibited higher abundances and species richness than unrestored sites. However, wetlands restored with multiple restoration actions showed more negative total abundance trends than those restored with one action. Responses varied markedly among guilds and species, with increases in some groups (e.g. large herbivores) and persistent declines in several diving species. Species richness trends did not differ among protection or restoration categories. Wetlands selected for protection and restoration harbour high biodiversity value but may still experience declining water bird populations, likely reflecting broad-scale environmental pressures not mitigated by the small-scale protection and restoration. Contrasting results between species-specific and total abundance models highlight the importance of using multiple response metrics when evaluating management effectiveness. Conservation assessments should thus integrate species-, functional-group- and community-level indicators and address drivers operating beyond site boundaries, including catchment-level processes. These findings provide evidence-based guidance for large-scale wetland restoration and management initiatives, including national programmes and the EU Nature Restoration Regulation.
Dataset DOI: 10.5061/dryad.bcc2fqzvq
Description of the data and file structure
Waterbird count data from Finnish wetlands from years 1986–2019
Data for "Contrasting conclusions in the study of wetland bird abundances show the importance of multi-level insights into protection and restoration action" in Journal of Applied Ecology.
This README file was generated on 2026-08-28 by Petteri Lehikoinen.
Links to publications that compile, describe, and use the data
Lehikoinen, P., Xu, Y., Lehikoinen, A., Mikkola-Roos, M & Jaatinen, K. (2026). Contrasting conclusions in the study of wetland bird abundances show the importance of multi-level insights into protection and restoration action. Journal of Applied Ecology.
Sharing/Access information
- The data is available on Dryad or upon request from the authors.
- We suggest to cite the linked article and this dataset when use this data.
Description of the data and file structure
The data structure corresponds to the described in the linked published article.
Data S1. This data is used (code provided in the published article) to analyse total abundance, species-specific abundance and guild-specific abundance to protection and restoration responses in time.
Data S2. This data is used (code provided in the published article) to analyse single species specific abundance to protection and restoration responses in time.
Data-specific information
data4model3_20241115.csv
List of variables
- SiteID: name of the site
- Year: observation year
- NN: latitude in Finnish KKJ Uniform Coordinate System
- EE: longitude in Finnish KKJ Uniform Coordinate System
- Habitaatti: habitat class of the wetland, 2 = deep, partly eutrophicated late, wide reed-beds in bays, 3 = shallow eutrophicated lake with forests or peatland shores, 4 = eutrophic lake in agricultural or urban area, 5 = barren sea coast, 6 = more eutrophic sea coast, some reed-beds, 7 = eutrophic sea bay, 8 = other (e.g. river), 10 = artificial wetland.
- Protection: protection status of the wetland, 0 = not protected, 1 = protected non-Helmi, 2 = protected Helmi
- Restoration: number of unique restoration actions implemented at the wetland in years 1986-2019
- lala: area of the wetland in hectares
- GAVSTE: the count of pairs of Gavia stellata. Taxonomy used Avilist v2025
- GAVARC: the count of pairs of Gavia arctica. Taxonomy used Avilist v2025
- TACRUF: the count of pairs of Tachybaptus ruficollis. Taxonomy used Avilist v2025
- PODCRI: the count of pairs of Podiceps cristatus. Taxonomy used Avilist v2025
- PODGRI: the count of pairs of Podiceps grisegena. Taxonomy used Avilist v2025
- PODAUR: the count of pairs of Podiceps auritus. Taxonomy used Avilist v2025
- PHACAR: the count of pairs of Phalacrocorax carbo. Taxonomy used Avilist v2025
- BOTSTE: the count of pairs of Botaurus stellaris. Taxonomy used Avilist v2025
- ARDCIN: the count of pairs of Ardea cinerea. Taxonomy used Avilist v2025
- CYGOLO: the count of pairs of Cygnus olor. Taxonomy used Avilist v2025
- CYGCYG: the count of pairs of Cygnus cygnus. Taxonomy used Avilist v2025
- ANSERY: the count of pairs of Anser erythropus. Taxonomy used Avilist v2025
- ANSANS: the count of pairs of Anser anser. Taxonomy used Avilist v2025
- BRACAN: the count of pairs of Branta canadensis. Taxonomy used Avilist v2025
- BRALEU: the count of pairs of Branta leucopsis. Taxonomy used Avilist v2025
- TADTAD: the count of pairs of Tadorna tadorna. Taxonomy used Avilist v2025
- ANAPEN: the count of pairs of Mareca penelope. Taxonomy used Avilist v2025
- ANASTR: the count of pairs of Mareca strepera. Taxonomy used Avilist v2025
- ANACRE: the count of pairs of Anas crecca. Taxonomy used Avilist v2025
- ANAPLA: the count of pairs of Anas platyrhynchos. Taxonomy used Avilist v2025
- ANAACU: the count of pairs of Anas acuta. Taxonomy used Avilist v2025
- ANAQUE: the count of pairs of Spatula querquedula. Taxonomy used Avilist v2025
- ANACLY: the count of pairs of Spatula clypeata. Taxonomy used Avilist v2025
- AYTFER: the count of pairs of Aythya ferina. Taxonomy used Avilist v2025
- AYTFUL: the count of pairs of Aythya fuligula. Taxonomy used Avilist v2025
- AYTMAR: the count of pairs of Aythya marila. Taxonomy used Avilist v2025
- SOMMOL: the count of pairs of Somateria mollissima. Taxonomy used Avilist v2025
- CLAHYE: the count of pairs of Clangula hyemalis. Taxonomy used Avilist v2025
- MELNIG: the count of pairs of Melanitta nigra. Taxonomy used Avilist v2025
- MELFUS: the count of pairs of Melanitta fusca. Taxonomy used Avilist v2025
- BUCCLA: the count of pairs of Bucephala clangula. Taxonomy used Avilist v2025
- MERALB: the count of pairs of Mergellus albellus. Taxonomy used Avilist v2025
- MERSER: the count of pairs of Mergus serrator. Taxonomy used Avilist v2025
- MERMER: the count of pairs of Mergus merganser. Taxonomy used Avilist v2025
- FULATR: the count of pairs of Fulica atra. Taxonomy used Avilist v2025
- ANSFAB: the count of pairs of Anser fabalis. Taxonomy used Avilist v2025
- Habitat: Locality of the wetland, "Coastal", "Inland", "Unknown"
- ProtectStatus: Protection status written as in "Non-protected", "Protect-Non-Helmi", "Protect-Helmi"
- Hoito2020: Is site restored?: 0 = No, 1 = Yes
- Restored: Is site restored?: "No", "Yes"
- TotalAbundance: The sum of pair counts of all species
Note: Missing data codes: blank
