Investigating the relationship between biodiversity and ecosystem multifunctionality: challenges and solutions
Open accessAbstract
Summary: Extensive research shows that more species‐rich assemblages are generally more productive and efficient in resource use than comparable assemblages with fewer species. But the question of how diversity simultaneously affects the wide variety of ecological functions that ecosystems perform remains relatively understudied. It presents several analytical and empirical challenges that remain unresolved. In particular, researchers have developed several disparate metrics to quantify multifunctionality, each characterizing different aspects of the concept and each with pros and cons. We compare four approaches to characterizing multifunctionality and its dependence on biodiversity, quantifying (i) magnitudes of multiple individual functions separately, (ii) the extent to which different species promote different functions, (iii) the average level of a suite of functions and (iv) the number of functions that simultaneously exceeds a critical threshold. We illustrate each approach using data from the pan‐European BIODEPTH experiment and the R multifunc package developed for this purpose, evaluate the strengths and weaknesses of each approach and implement several methodological improvements. We conclude that an extension of the fourth approach that systematically explores all possible threshold values provides the most comprehensive description of multifunctionality to date. We outline this method and recommend its use in future research.
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?
Similar complementarity has been observed in diverse assemblages where species can interact.
“similar complementarity has been observed in diverse assemblages where species can interact”
From Biodiversity enhances ecosystem multifunctionality across trophic levels and habitats (2015) · cites this paper as [23]
The results support species richness as an important driver of ecosystem functioning and reveal an overlooked effect of total abundance on supporting and provisioning services.
“Overall, our results support the important role of species richness 1-2,14- 17, 22, 25 as a driver of ecosystem functioning, while also highlighting the overlooked effect of total abundance on supporting and provisioning services.”
From Biodiversity at multiple trophic levels is needed for ecosystem multifunctionality (2016) · cites this paper as [22]
These results provide evidence that biodiversity is an important driver of ecosystem functioning relative to environmental factors, for multiple services in realistic landscapes and not only individual functions in small-scale experiments.
“These results provide evidence that biodiversity is an important driver of ecosystem functioning in comparison with environmental factors, not only for individual functions in small-scale experiments 7,8 , but also for multiple ecosystem services in realistic landscapes (see also refs.15, 22).”
From Biodiversity at multiple trophic levels is needed for ecosystem multifunctionality (2016) · cites this paper as [22]
The EMF index, calculated from functions that are often correlated with one another, does not provide a single best metric of EMF.
“We acknowledge that the EMF index, calculated from functions that are often correlated with one other (Supplementary Figs 13 and 14), does not provide a single best metric of EMF21.”
From The links between ecosystem multifunctionality and above- and belowground biodiversity are mediated by climate (2015) · cites this paper as [21]
There are several ways to estimate the relationship between biodiversity and EMF: the single functions approach, turnover approach, averaging approach and threshold approach.
“There are several ways to estimate the relationship between biodiversity and EMF21: the single functions approach, turnover approach, averaging approach and threshold approach.”
From The links between ecosystem multifunctionality and above- and belowground biodiversity are mediated by climate (2015) · cites this paper as [21]
Each approach to estimating the biodiversity-EMF relationship has strengths and weaknesses.
“Because each approach has its strengths and weaknesses21, we used three distinct methods to calculate multifunctionality: single functions approach, an averaging approach, and a multiple thresholds approach.”
From The links between ecosystem multifunctionality and above- and belowground biodiversity are mediated by climate (2015) · cites this paper as [21]
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
Structural Equations with Latent Variables
Bollen, K. A. (1989) · Wiley series in probability and statistics · doi:10.1002/9781118619179 · Cited by 17,512 · see citing works
EFFECTS OF BIODIVERSITY ON ECOSYSTEM FUNCTIONING: A CONSENSUS OF CURRENT KNOWLEDGE
Hooper, D. U., Chapin, F. S., Ewel, J. J., Hector, A., Inchausti, P., Lavorel, S., Lawton, J. H., Lodge, D. M., Loreau, M., Naeem, S., et al. (2005) · Ecological Monographs · doi:10.1890/04-0922 · Cited by 8,046 · see citing works
Self-citationJost, L. (2006) · Oikos · doi:10.1111/j.2006.0030-1299.14714.x · Cited by 4,669 · see citing works
Partitioning selection and complementarity in biodiversity experiments
Loreau, M., & Hector, A. (2001) · Nature · doi:10.1038/35083573 · Cited by 3,528 · see citing works
Self-citationQuantifying the evidence for biodiversity effects on ecosystem functioning and services
Balvanera, P., Pfisterer, A. B., Buchmann, N., He, J., Nakashizuka, T., Raffaelli, D., & Schmid, B. (2006) · Ecology Letters · doi:10.1111/j.1461-0248.2006.00963.x · Cited by 2,650 · see citing works
A global synthesis reveals biodiversity loss as a major driver of ecosystem change
Hooper, D. U., Adair, E. C., Cardinale, B. J., Byrnes, J. E. K., Hungate, B. A., Matulich, K. L., Gonzalez, A., Duffy, J. E., Gamfeldt, L., & O’Connor, M. I. (2012) · Nature · doi:10.1038/nature11118 · Cited by 2,406 · see citing works
Self-citationEffects of biodiversity on the functioning of trophic groups and ecosystems
Cardinale, B. J., Srivastava, D. S., Emmett Duffy, J., Wright, J. P., Downing, A. L., Sankaran, M., & Jouseau, C. (2006) · Nature · doi:10.1038/nature05202 · Cited by 1,871 · see citing works
Self-citationPlant Species Richness and Ecosystem Multifunctionality in Global Drylands
Maestre, F. T., Quero, J. L., Gotelli, N. J., Escudero, A., Ochoa, V., Delgado-Baquerizo, M., García-Gómez, M., Bowker, M. A., Soliveres, S., Escolar, C., et al. (2012) · Science · doi:10.1126/science.1215442 · Cited by 1,730 · see citing works
High plant diversity is needed to maintain ecosystem services
Isbell, F., Calcagno, V., Hector, A., Connolly, J., Harpole, W. S., Reich, P. B., Scherer-Lorenzen, M., Schmid, B., Tilman, D., van Ruijven, J., et al. (2011) · Nature · doi:10.1038/nature10282 · Cited by 1,664 · see citing works
Self-citationHigher levels of multiple ecosystem services are found in forests with more tree species
Gamfeldt, L., Snäll, T., Bagchi, R., Jonsson, M., Gustafsson, L., Kjellander, P., Ruiz-Jaen, M. C., Fröberg, M., Stendahl, J., Philipson, C. D., et al. (2013) · Nature Communications · doi:10.1038/ncomms2328 · Cited by 1,477 · see citing works
Self-citationBiodiversity and ecosystem multifunctionality
Hector, A., & Bagchi, R. (2007) · Nature · doi:10.1038/nature05947 · Cited by 1,412 · see citing works
Self-citationThe functional role of producer diversity in ecosystems
Cardinale, B. J., Matulich, K. L., Hooper, D. U., Byrnes, J. E., Duffy, E., Gamfeldt, L., Balvanera, P., O'Connor, M. I., & Gonzalez, A. (2011) · American Journal of Botany · doi:10.3732/ajb.1000364 · Cited by 1,336 · see citing works
Self-citationOn the specification of structural equation models for ecological systems
Grace, J. B., Anderson, T. M., Olff, H., & Scheiner, S. M. (2010) · Ecological Monographs · doi:10.1890/09-0464.1 · Cited by 990 · see citing works
Impacts of Biodiversity Loss Escalate Through Time as Redundancy Fades
Reich, P. B., Tilman, D., Isbell, F., Mueller, K., Hobbie, S. E., Flynn, D. F. B., & Eisenhauer, N. (2012) · Science · doi:10.1126/science.1217909 · Cited by 897 · see citing works
Self-citationEFFECTS OF PLANT COMPOSITION AND DIVERSITY ON NUTRIENT CYCLING
Hooper, D. U., & Vitousek, P. M. (1998) · Ecological Monographs · doi:10.1890/0012-9615(1998)068[0121:eopcad]2.0.co;2 · Cited by 816 · see citing works
Self-citationMultiple functions increase the importance of biodiversity for overall ecosystem functioning
Gamfeldt, L., Hillebrand, H., & Jonsson, P. R. (2008) · Ecology · doi:10.1890/06-2091.1 · Cited by 635 · see citing works
Self-citationBiodiversity impacts ecosystem productivity as much as resources, disturbance, or herbivory
Tilman, D., Reich, P. B., & Isbell, F. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1208240109 · Cited by 566 · see citing works
Self-citationSustaining multiple ecosystem functions in grassland communities requires higher biodiversity
Zavaleta, E. S., Pasari, J. R., Hulvey, K. B., & Tilman, G. D. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0906829107 · Cited by 538 · cited 6× · see citing works
“…and ecosystem multifunctionality: challenges and solutions Jarrett E. K. Byrnes Lars Gamfeldt Forest Isbell Jonathan S. Lefcheck Virginia Institute of Marine Science John N. Griffin See next page for additional authors Follow this and additional works at: https://scholarworks.wm.edu/vimsarticles”
BackgroundInfluentialECOSYSTEM EFFECTS OF BIODIVERSITY MANIPULATIONS IN EUROPEAN GRASSLANDS
Spehn, E. M., Hector, A., Joshi, J., Scherer‐Lorenzen, M., Schmid, B., Bazeley‐White, E., Beierkuhnlein, C., Caldeira, M. C., Diemer, M. W., Dimitrakopoulos, P. G., et al. (2005) · Ecological Monographs · doi:10.1890/03-4101 · Cited by 512 · see citing works
Self-citationFunctional Structure of Biological Communities Predicts Ecosystem Multifunctionality
Mouillot, D., Villéger, S., Scherer‐Lorenzen, M., & Mason, N. W. H. (2011) · PLoS ONE · doi:10.1371/journal.pone.0017476 · Cited by 494 · see citing works
Understanding the Effects of Marine Biodiversity on Communities and Ecosystems
Stachowicz, J. J., Bruno, J. F., & Duffy, J. E. (2007) · Annual Review of Ecology, Evolution, and Systematics · doi:10.1146/annurev.ecolsys.38.091206.095659 · Cited by 479 · see citing works
High Productivity in Grassland Ecosystems: Effected by Species Diversity or Productive Species?
Aarssen, L. W. (1997) · Oikos · doi:10.2307/3546531 · Cited by 477 · see citing works
Grazer diversity effects on ecosystem functioning in seagrass beds
Emmett Duffy, J., Paul Richardson, J., & Canuel, E. A. (2003) · Ecology Letters · doi:10.1046/j.1461-0248.2003.00474.x · Cited by 346 · see citing works
THE ROLE OF PLANT DIVERSITY AND COMPOSITION FOR NITRATE LEACHING IN GRASSLANDS
Scherer‐Lorenzen, M., Palmborg, C., Prinz, A., & Schulze, E. (2003) · Ecology · doi:10.1890/0012-9658(2003)084[1539:tropda]2.0.co;2 · Cited by 315 · see citing works
Maestre, F. T., Castillo‐Monroy, A. P., Bowker, M. A., & Ochoa‐Hueso, R. (2011) · Journal of Ecology · doi:10.1111/j.1365-2745.2011.01918.x · Cited by 262 · see citing works
Kirwan, L., Connolly, J., Finn, J. A., Brophy, C., LÜSCHER, A., Nyfeler, D., & Sebastià, M. (2009) · Ecology · doi:10.1890/08-1684.1 · Cited by 220 · see citing works
Multifunctionality and Diversity in Bacterial Biofilms
Peter, H., Ylla, I., Gudasz, C., Romaní, A. M., Sabater, S., & Tranvik, L. J. (2011) · PLoS ONE · doi:10.1371/journal.pone.0023225 · Cited by 112 · see citing works
He, J., Ge, Y., Xu, Z. H., & Chen, C. R. (2009) · Journal of Soils and Sediments · doi:10.1007/s11368-009-0120-y · Cited by 71 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Microbial diversity drives multifunctionality in terrestrial ecosystems
Delgado-Baquerizo, M., Maestre, F. T., Reich, P. B., Jeffries, T. C., Gaitan, J. J., Encinar, D., Berdugo, M., Campbell, C. D., & Singh, B. K. (2016) · Nature Communications · doi:10.1038/ncomms10541 · Cited by 2,624 · see citing works
Biodiversity and Ecosystem Functioning
Tilman, D., Isbell, F., & Cowles, J. M. (2014) · Annual Review of Ecology, Evolution, and Systematics · doi:10.1146/annurev-ecolsys-120213-091917 · Cited by 2,467 · see citing works
Self-citationJing, X., Sanders, N. J., Shi, Y., Chu, H., Classen, A. T., Zhao, K., Chen, L., Shi, Y., Jiang, Y., & He, J.-S. (2015) · Nature Communications · doi:10.1038/ncomms9159 · Cited by 895 · see citing works
Biodiversity at multiple trophic levels is needed for ecosystem multifunctionality
Soliveres, S., van der Plas, F., Manning, P., Prati, D., Gossner, M. M., Renner, S. C., Alt, F., Arndt, H., Baumgartner, V., Binkenstein, J., et al. (2016) · Nature · doi:10.1038/nature19092 · Cited by 867 · see citing works
Biodiversity enhances ecosystem multifunctionality across trophic levels and habitats
Lefcheck, J. S., Byrnes, J. E. K., Isbell, F., Gamfeldt, L., Griffin, J. N., Eisenhauer, N., Hensel, M. J. S., Hector, A., Cardinale, B. J., & Duffy, J. E. (2015) · Nature Communications · doi:10.1038/ncomms7936 · Cited by 840 · see citing works
Self-citationIncreasing crop heterogeneity enhances multitrophic diversity across agricultural regions
Sirami, C., Gross, N., Baillod, A. B., Bertrand, C., Carrié, R., Hass, A., Henckel, L., Miguet, P., Vuillot, C., Alignier, A., et al. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1906419116 · Cited by 562 · see citing works
Species turnover promotes the importance of bee diversity for crop pollination at regional scales
Winfree, R., Reilly, J. R., Bartomeus, I., Cariveau, D. P., Williams, N. M., & Gibbs, J. (2018) · Science · doi:10.1126/science.aao2117 · Cited by 324 · see citing works
Marine biodiversity and ecosystem functioning: what's known and what's next?
Gamfeldt, L., Lefcheck, J. S., Byrnes, J. E. K., Cardinale, B. J., Duffy, J. E., & Griffin, J. N. (2015) · Oikos · doi:10.1111/oik.01549 · Cited by 297 · see citing works
Self-citationLocally rare species influence grassland ecosystem multifunctionality
Soliveres, S., Manning, P., Prati, D., Gossner, M. M., Alt, F., Arndt, H., Baumgartner, V., Binkenstein, J., Birkhofer, K., Blaser, S., et al. (2016) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2015.0269 · Cited by 168 · see citing works
Understanding the value of plant diversity for ecosystem functioning through niche theory
Turnbull, L. A., Isbell, F., Purves, D. W., Loreau, M., & Hector, A. (2016) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2016.0536 · Cited by 149 · see citing works
Self-citationEcosystem multifunctionality in metacommunities
Thompson, P. L., & Gonzalez, A. (2016) · Ecology · doi:10.1002/ecy.1502 · Cited by 64 · see citing works
Ecological engineering helps maximize function in algal oil production
Jackrel, S. L., Narwani, A., Bentlage, B., Levine, R. B., Hietala, D. C., Savage, P. E., Oakley, T. H., Denef, V. J., & Cardinale, B. J. (2018) · Applied and Environmental Microbiology · doi:10.1128/aem.00953-18 · Cited by 11 · see citing works
Self-citation
- Authors
- Byrnes, J. E. K., Gamfeldt, L., Isbell, F., Lefcheck, J. S., Griffin, J. N., Hector, A., Cardinale, B. J., Hooper, D. U., Dee, L. E., & Emmett Duffy, J.
- Affiliations
- National Center for Ecological Analysis and Synthesis (US)
- University of Gothenburg (SE)
- University of Minnesota (US)
- William & Mary (US)
- Swansea University (GB)
- University of Oxford (GB)
- University of Michigan (US)
- Western Washington University (US)
- University of California, Santa Barbara (US)
- Virginia Institute of Marine Science College of William & Mary Gloucester Point VA 23062 USA
- Corresponding author
- Byrnes, Jarrett E. K.
- Venue
- Methods in Ecology and Evolution
- Publisher
- Wiley
- Published
- 2014-01-17
- Volume
- 5
- Issue
- 2
- Pages
- 111-124
- ISSN
- 2041-210X (ISSN-L)
- OpenAlex
- W2117867889
- Cited by
- 942
- References
- 28
- Citations by year
- 2026: 184 · 2025: 156 · 2024: 117 · 2023: 119 · 2022: 75 · 2021: 64 · 2020: 54 · 2019: 44 · 2018: 47 · 2017: 35 · 2016: 22 · 2015: 17 · 2014: 7 · 2012: 1
- FWCI
- 13.72
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Methods in Ecology and Evolution (publishedVersion)
- arXiv (Cornell University) (submittedVersion)
- Deep Blue (University of Michigan) (submittedVersion)
- arXiv (Cornell University) (cc-by)
- Funders
- National Science Foundation (1144085, 1031061, 1046121)
- Microsoft Research
- Vetenskapsrådet
- Division of Environmental Biology
- Topics
- Physical Sciences › Environmental Science › Nature and Landscape Conservation › Ecology and Vegetation Dynamics Studies
- Physical Sciences › Environmental Science › Global and Planetary Change › Land Use and Ecosystem Services
- Physical Sciences › Environmental Science › Global and Planetary Change › Ecosystem dynamics and resilience
- Keywords
- biodiversity, ecosystem multifunctionality, species richness, ecosystem functioning, threshold analysis, species assemblages
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