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Biodiversity: Concepts, Patterns, Trends, and Perspectives

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Biodiversity, a term now widely employed in science, policy, and wider society, has a burgeoning associated literature. We synthesize aspects of this literature, focusing on several key concepts, debates, patterns, trends, and drivers. We review the history of the term and the multiple dimensions and values of biodiversity, and we explore what is known and not known about global patterns of biodiversity. We then review changes in biodiversity from early human times to the modern era, examining rates of extinction and direct drivers of biodiversity change and also highlighting some less-well-studied drivers. Finally, we turn attention to the indirect drivers of global biodiversity loss, notably humanity's increasing global consumption footprint, and explore what might be required to reverse the ongoing decline in the fabric of life on Earth. Expected final online publication date for the Annual Review of Environment and Resources, Volume 47 is October 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Annual Review of Environment and Resources
Biodiversity: Concepts,
Patterns, Trends, and
Perspectives
Sandra Díaz1,2 and Yadvinder Malhi3
1Consejo Nacional de Investigaciones Cientícas y Técnicas, Instituto Multidisciplinario de
Biología Vegetal (IMBIV), Córdoba, Argentina; email: sandra.diaz@unc.edu.ar
2Facultad de Ciencias Exactas, Físicas y Naturales, Universidad Nacional de Córdoba,Córdoba,
Argentina
3Environmental Change Institute, School of Geography and the Environment, and Leverhulme
Centre for Nature Recovery, University of Oxford, Oxford, United Kingdom;
email: yadvinder.malhi@ouce.ox.ac.uk
Annu. Rev. Environ. Resour. 2022. 47:31–63
First published as a Review in Advance on
September 2, 2022
The Annual Review of Environment and Resources is
online at environ.annualreviews.org
https://doi.org/10.1146/annurev-environ-120120-
054300
Copyright © 2022 by Annual Reviews. This work is
licensed under a Creative Commons Attribution 4.0
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Keywords
nature, biological diversity, values, extinction rates, drivers of biodiversity
loss
Abstract
Biodiversity, a term now widely employed in science, policy, and wider soci-
ety,has a burgeoning associated literature. We synthesize aspects of this liter-
ature, focusing on several key concepts, debates,patterns, trends, and drivers.
We review the history of the term and the multiple dimensions and values
of biodiversity, and we explore what is known and not known about global
patterns of biodiversity. We then review changes in biodiversity from early
human times to the modern era, examining rates of extinction and direct
drivers of biodiversity change and also highlighting some less-well-studied
drivers. Finally, we turn attention to the indirect drivers of global biodiver-
sity loss, notably humanity’s increasing global consumption footprint, and
explore what might be required to reverse the ongoing decline in the fabric
of life on Earth.

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Intergovernmental
Science-Policy
Platform on
Biodiversity and
Ecosystem Services
(IPBES):
an intergovernmental
body established in
2012 to strengthen the
science-policy
interface for
biodiversity
conservation and
sustainable use, and
long-term human
well-being
Contents
1. INTRODUCTION . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32
2. THECONCEPTOFBIODIVERSITY........................................ 32
2.1. The Meaning of Biodiversity Has Changed Over Time, Fast . . . . . . . . . . . . . . . . 32
2.2. Biodiversity, Nature, and the Fabric of Life on Earth . . . . . . . . . . . . . . . . . . . . . . . . 33
2.3. Biodiversity Is Multidimensional . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34
3. THEDIVERSEVALUESOFBIODIVERSITY................................ 34
4. THEPATTERNS OFBIODIVERSITY ....................................... 35
4.1. How Much Biodiversity Is There? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36
4.2. Causes of the Geographical Patterns of Biodiversity . . . . . . . . . . . . . . . . . . . . . . . . . 39
5. HUMANSANDTRENDSINBIODIVERSITY............................... 41
5.1. Humans and Biodiversity Change in Premodern Times . . . . . . . . . . . . . . . . . . . . . 41
5.2. Modern Biodiversity Decline . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 43
6. CAUSESOFBIODIVERSITYDECLINE..................................... 48
6.1. Recent Trends in Direct Drivers of Biodiversity Decline . . . . . . . . . . . . . . . . . . . . . 49
6.2. Four Emerging Direct Drivers of Biodiversity Decline . . . . . . . . . . . . . . . . . . . . . . 50
6.3. RecentTrendsinIndirectDrivers.......................................... 53
7. CONCLUSION............................................................... 54
1. INTRODUCTION
Biodiversity is a charismatic mega-category (1) of our age that is increasingly widely employed in
science, policy,and wider society, but means different things to different people. There is no short-
age of textbooks and reviews on virtually all aspects of biodiversity.Moreover,there is widespread
recognition of the global biodiversity crisis and a United Nations convention dedicated to ad-
dressing it. In addition, the past few years have seen an unprecedented number of comprehensive
scientic assessments of the state and trends of life on Earth. Three milestones have been the
Global Biodiversity Assessment (2) in 1995, the Millennium Ecosystem Assessment (3) in 2005, and
more recently,the rst intergovernmental global assessment, carried out by the Intergovernmen-
tal Science-Policy Platform on Biodiversity and Ecosystem Services (IPBES) (4) in 2019.
In this article, we explore various aspects of and themes in the prolic recent literature on bio-
diversity.We do not provide an encyclopedic treatment of this vast subject. Rather, we summarize
several key aspects, delve into some overarching perspectives on the concept, and also draw atten-
tion to points of contention and to emerging themes that have not been sufciently covered in
the literature. Specically, we focus on the following ve themes: (a) How did the scientic and
policy concept of biodiversity originate and how has its usage evolved over time? (b)Howandwhy
is biodiversity valued, and what are the tensions and points in different perspectives on the value
of biodiversity? (c) What have we learned about the nature and pattern of biodiversity on Earth,
and how is biodiversity distributed? (d) How has biodiversity changed and declined in the human
era, from prehistory to modern times? (e) What are the direct and indirect drivers of this decline
and what might be needed to halt this decline?
2. THE CONCEPT OF BIODIVERSITY
2.1. The Meaning of Biodiversity Has Changed Over Time, Fast
Today, biodiversity is a widely deployed concept in social narratives, with a prominent presence
in the scientic literature, the press, and social media.It is taught in most elementary schools and
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Convention on
Biological Diversity
(CBD): treaty
created in 1992 for
biodiversity
conservation and
sustainable use and fair
sharing of the benets
arising from it
is heavily used by the advertising industry.This was not the case 50 years ago. The dramatic rise
from obscure technical concept to transdisciplinary boundary object (5) is a vivid illustration of
how social practices shape the evolution of scientic concepts.
The concept of biological diversity can be found in the academic community as early as the
mid-twentieth century, with some writers tracing it back to a description of the natural history
of the southwestern North American desert by J. Arthur Harris in 1916 (6). It was frequently
used in the sense of species number, sometimes accompanied by relative abundance, in a given
unit of study,and until the early 1990s most biology graduate students were taught this denition
(7, 8). Use of the term biological diversity or its contraction, biodiversity, to encompass biological
variability among, but also below and beyond, the level of species rst occurred in the 1980s. The
rst mention of the term biological diversity seems to have been by T.E. Lovejoy in the foreword
to a book on conservation biology (9); it rose in prominence in the scientic and science-policy
literature in the 1980s, notably through the works of W.G. Rosen, E. Norse, and E.O. Wilson
(10), in the context of science-policy initiatives to raise public awareness of the richness of life on
Earth and the need to protect it (9). It appeared ofcially in the intergovernmental science-policy
interface in 1992, at the United Nations Conference on Environment and Development (i.e.,
the Rio Earth Summit), and was formally enshrined into international policy when the United
Nations Convention on Biological Diversity (CBD) entered into force in 1993. Article 2 of the
CBD denes biological diversity as “the variability among living organisms from all sources in-
cluding, inter alia, terrestrial, marine and other aquatic ecosystems and the ecological complexes
of which they are part: this includes diversity within species, between species and of ecosystems”
(https://www.cbd.int/convention/articles/?a=cbd-02). Notably, this denition explicitly incor-
porates ecosystems. Academic denitions up to that point had not included ecosystems probably
because ecosystems consist of both living and nonliving components (water,minerals, other phys-
ical factors), which by previous denitions could not be part of taxonomic biodiversity. Because of
this, many ecologists took (e.g., 11), and still take, exception to this broader denition encompass-
ing variation among ecosystems. Nevertheless, the inclusion of ecosystems in the CBD denition
made sense from the policy, legislation, and public communication points of view: Policies and
regulations focused on species or communities but that leave out the ecosystems that support
them would be difcult to make work in practice. The latest consensus denition of biodiversity
in the intergovernmental space, building heavily on that by the CBD,has been established by the
IPBES. It reads: “The variability among living organisms from all sources including terrestrial,
marine and other aquatic ecosystems and the ecological complexes of which they are a part. This
includes variation in genetic, phenotypic, phylogenetic, and functional attributes,aswellaschangesin
abundance and distribution over time and space within and among species, biological communities
and ecosystems” (https://ipbes.net/glossary/biodiversity; italics added). The IPBES denition
emphasizes that the focus is on the living components, in an attempt to keep to the spirit of the
CBD denition while better aligning it with current ecological theory.
2.2. Biodiversity, Nature, and the Fabric of Life on Earth
This rise in usage strongly framed within the science-policy interface explains why the denition of
biodiversity has evolved toward increasing inclusiveness (as well as length!) rather than acquiring
an increasing sharpness and precision over time. It responds to the need to not only accommodate
new facets of life on Earth as their importance is being highlighted by new natural science insights,
but also give space to policies, avoid implementation shortcuts, and resonate with the multiple
social actors that are increasingly claiming biodiversity as part of their interests and rights. This is
a trade-off often experienced by boundary objects (12): wider meaning and social traction versus
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Anthropocene:
the proposed new
geological epoch that
marks human
domination of key
Earth system processes
higher precision and analytical tractability [e.g., a similar tension is seen in the concept of the
Anthropocene (13)]. It is clear which path the concept of biodiversity has taken.
In public discourse, and in academic circles too, especially interdisciplinary ones, the word
biodiversity is now sometimes used interchangeably with two other concepts: nature and the fabric of
life, both of which, although lacking technical precision,appear to resonate better than biodiversity
with nonspecialists. Nature has the advantage of being simpler and intuitively meaningful to most
people without further explanation. To its disadvantage, it carries certain connotations, particularly
in recent Western tradition, of untouched wilderness, a concept that many nd both inconsistent
with the empirical evidence (see Section 5) and socially problematic (14, 15). It also reinforces
a sense of the natural world as “other, distinct and separate from humans, which has particular
roots in Judeo-Christian and subsequent Enlightenment dualism. This is why some authors prefer
to refer to all living entities as the “fabric of life,” “woven by natural process over many millions
of years and in conjunction with people for many thousands of years” (5, p. 1), in other words, all
life around us and within us, with which people are inextricably interwoven (16). This is certainly
more convoluted and rather literary, but it provides a vivid metaphor for the deep entanglement
of all living entities that multiple social actors nd engaging and inspirational.
2.3. Biodiversity Is Multidimensional
Whatever the chosen working denition, there is consensus in the literature that biodiversity is
multidimensional, encompassing different angles from which to examine and parse the fabric of
life: within species (genetic diversity within populations, and across populations of the same species
and also of varieties of domesticated plants and animals); across species (taxonomic or organismal
diversity at the level of species and higher) within a given area; and across different scales, from
local patches to landscapes to biomes and the whole Earth. Diversity at the organismal or commu-
nity level can be seen from the perspective of taxonomy (e.g., 8), phylogeny (e.g.,17), or functional
traits (e.g., 18), and within each of these facets and perspectives, one can focus on the richness of
entities or components present, the distribution of abundance among these entities (evenness or
its counterpart, dominance, measured as number of individuals, biomass, or productivity), or the
identity of particular entities (composition). There is a vast literature on the basics of these con-
cepts and on the myriad metrics designed to capture them, and we do not attempt to cover them
here. There is no simple best facet or metric to convey the state and trends of biodiversity; there
is a trade-off between simplicity (and thus feasibility of having long-term standard records world-
wide) and functional meaning, and none of these metrics captures the full value of biodiversity to
people.
3. THE DIVERSE VALUES OF BIODIVERSITY
Not only is biodiversity multidimensional, it also encompasses diverse values; that is, different
people attribute different meanings and levels of importance to it. A major distinction arises from
holding predominantly biocentric or anthropocentric worldviews. Biocentric worldviews favor
intrinsic values, which are those of nonhuman nature per se, irrespective of any human consid-
eration. By contrast, anthropocentric worldviews favor human-focused values. For example, the
notion of nature’s contributions to people—the myriad positive and negative effects that different
components of nature, or nature as a whole, have on people as individuals, societies, or the whole
of humankind (19)—is anthropocentric. Anthropocentric values of nature and its contributions
to people range from strongly instrumental (i.e., the value of organisms, genes,ecosystems, land-
scapes as a means to achieve specic human ends) to strongly relational (i.e., values that do not
directly emanate from nature but are derivative of our relationships with it and our responsibilities
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toward it, and that are involved in the ideas of a meaningful and fullling life and the “right thing
to do”) (20–22). Entities of nature to which one ascribes instrumental value are often replaceable
by other entities that serve equally well toward a certain human end. In contrast, entities to which
one ascribes relational value are often irreplaceable. For example, a cherry tree in your front yard
can have intrinsic value, associated with the right of the species or that particular tree to exist,
independent of its usefulness or importance to you or anyone else. The tree can also have several
instrumental values, such as providing cool shade, edible fruit, aesthetically pleasant owers, food
for pollinators, and structure for urban avifauna, which in turn are a source of enjoyment and inspi-
ration. Some of these values can be expressed in monetary terms, such as the worth of the wood or
the cherries. Some of these values are commensurable; that is, they can be meaningfully expressed
using the same metric, such as money or biomass. But even if these values were incommensurable
(i.e., they are not comparable on a common scale) in terms of the benets the tree provides, the
cherry tree is fully replaceable by another cherry tree similar in health, stature, and age. And if
the tree also produces detriments (e.g., it attracts bees to which you are allergic, obstructs circula-
tion, or seriously annoys the neighbors), a trade-off analysis of benets versus detriments can be
made, and a decision can be reached on whether the tree is worth keeping or cutting. But if this
cherry tree was planted for you by your mother when you were a child, it acquires a relational
value well beyond any of these instrumental benets, a value that even outweighs any instrumen-
tal detriments it may produce. It is “your” cherry tree and thus cannot be replaced with a similar
cherry tree.
Intrinsic or biocentric values have long been highlighted by nature lovers and conservation-
ists. Our modern scientic geobiosphere consensus, which recognizes the biosphere as varied and
evolving for vast eons of Earth’s history prior to very recent human evolution, and in which there
is no inevitability to human emergence, also resounds with a deeply biocentric worldview. In-
strumental values of nature have been receiving increased attention since the early 2000s, such
as from various initiatives focused on ecosystem services (23, 24). The notion of relational val-
ues, in contrast, has been largely neglected in the literature until recently, even though these
values are some of the strongest and most common motivations in people’s struggles to protect
species, ecosystems, or even venerable individual organisms (21, 25).
In practice, different kinds of values frequently intermix in underpinning people’s decisions
about nature, and it is probably of little practical importance to establish a sharp distinction be-
tween them in particular cases. Importantly, no one kind of value is more important than another,
no single metric would do justice to all that people nd important about nature, and many different
values come into play in decisions about a particular aspect of nature (22). Even more important,
the same entity can encompass vastly different values (on a different or on the same scale) for
different people; there is no single objective answer for how much an entity of nature is worth.
Therefore, it is crucial that discussions on value be pluralistic, in terms of both the multiple di-
mensions of value and the social actors involved. The discussion of how to best value nature, until
recently dominated by technical issues (e.g., the need for better precision and standardization), is
now increasingly focused on issues of equity, legitimacy,and inclusiveness (e.g., who gets to decide
the value of nature, from which perspective, and who benets from and who is damaged by the
nal decision). In other words, social valuation for decision-making is now increasingly seen as an
arena for deliberation and social negotiation, as well as a technical issue (15, 20, 26–28).
4. THE PATTERNS OF BIODIVERSITY
We next briey review how biodiversity, in terms of phylogenetic structure and geography, is
distributed among life on Earth. We explore why such patterns exist and what drives exceptionally
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high levels of diversity in some groups and regions. We summarize recent estimates of the total
amount of biodiversity on Earth, how these estimates arise, and what the key uncertainties are.
We touch upon the complexities in denition and scaling, with a particular focus on prokaryotic
diversity,which is probably the least understood component of biodiversity.
4.1. How Much Biodiversity Is There?
At the higher levels of the taxonomic hierarchy, the tapestry of life can be partitioned into sev-
eral kingdoms. The number of such kingdoms has increased as our understanding of the deep
taxonomy of life has improved; the most recent broadly adopted approach proposes seven king-
doms of life (29, 30), divided between a prokaryotic superkingdom consisting of bacteria and ar-
chaea and a eukaryotic superkingdom consisting of protists, chromists, fungi, plants, and animals
(Table 1). The protists and chromists are considered polyphyletic (i.e., consisting of many incon-
sistently connected clades), and all other eukaryotes evolved from the protists.
Life on Earth can be quantied in many different ways. Three major approaches are to esti-
mate the number of species, the amount of evolutionary history, or the amount of biomass. The
most widely employed approach is to estimate species number.There are approximately 2 million
eukaryotic species on Earth (https://www.catalogueoife.org/), of which approximately one-
half are insects and approximately one-fth are vascular plants (mostly owering plants). The
remaining eukaryotes are an assorted variety of life forms, dominated by fungi (approximately
7%), with all vertebrates representing only approximately 4% of the total known species (31–33).
Note that these gures refer to species already described; there is high uncertainty about how
many species there are in total. The most widely cited assessment uses the relationship between
taxonomic level and species diversity of better-understood taxonomic groups to infer species
counts for more poorly understood groups (34) (Figure 1;Table 2). This approach suggests
8.7 million eukaryotic species (±1.3 million). Approximately 8.1 million of these are plants and
animals, of which approximately 5.5 million are insects (34, 35).We are nowhere near describing
Tabl e 1 Estimated total number of species on Earth in the seven kingdoms of life (29, 30)
(Super)Kingdom
When
evolved Structure
Number of species
(total)
Number of
species (marine)
Number of species
(terrestrial)
Superkingdom Prokaryota
Bacteria 3–4 Gyr Unicellular 1,250,000
(0.8–1.7 million)
NA NA
Archaea 3–4 Gyr Unicellular 105,000
(70,000–140,000)
NA NA
Superkingdom Eukaryota
Protozoa 1.5 Gyr Unicellular 36,400 36,400 0
Chromista 1.2 Gyr Unicellular 27,500 7,400 20,100
Fungi 1Gyr Unicellular or
multicellular
611,000 5,320 605,680
Animalia 700 Myr Multicellular 7,770,000 2,150,000 5,620,000
Plantae 500 Myr Multicellular 298,000 16,000 281,400
Total species 10,100,000 2,210,000 6,540,000
Estimates for eukaryotic species are from Reference 34; estimates for prokaryotic species (operation taxonomic units) are based on Global Prokaryotic
Census (39). Total marine and terrestrial species estimates are for eukaryotes only (34). Species numbers for protozoa are very likely to be largely
underestimated.
Abbreviation: NA, not applicable.
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a Species diversity
b Phylogenetic diversity
c Biomass
Plantae
Bacteria
Fungi
Archaea
Animalia
Figure 1
Distribution of global biodiversity in the major kingdoms of life through the metrics of (a) species diversity,
(b) phylogenetic diversity, and (c) biomass.
all species on Earth: According to the same assessment (34), and assuming that the average effort
and cost to describe an animal species remain constant (this could change dramatically with
new technology, for example), it would take approximately 1,200 years and the effort of 303,000
taxonomists to describe all eukaryotic species on the planet. Recent estimates (36) employing
molecular-based species delimitation (rather than the usual morphology-based delimitation) of
arthropod species boundaries controversially suggest that eukaryotic diversity may still be much
higher (approaching 1 billion species in total).
The two prokaryotic kingdoms, Bacteria and Archaea, are the most ancient and widespread
manifestations of life on Earth, are found in every ecosystem, and drive most global biogeo-
chemical cycles. They present even more challenges in both dening species and quantifying
species diversity. Formal description of a microbial species would usually require isolating it in
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Tabl e 2 Quantifying life on Earth through different metrics
Taxon Biomass (Pg C)
No. of
species/OTUs
Estimated phylogenetic diversity
(billions of years)
Plantae 450 (1.2×)419,300 15,384
Bacteria 70 (10×)690,474 205,419
Fungi 12 (3×)261,800 28,330
Archaea 7(13×)49,406 15,531
Animalia 2(5×)1,429,766 80,703
Arthropods 11,152,722 43,028
Fish 0.7 35,810 1,512
Mollusks 0.2 89,359 4,233
Cnidarians 0.1 14,566 896
Nematodes 0.02 18,509 1,023
Mammals 0.007 5,045 66
Birds 0.002 9,993 81
Humans 0.06 10.01
Eukaryotic species numbers refer to species cataloged on the Open Tree of Life (https://opentreeoife.github.io/),
accessed in December 2021; prokaryotic species numbers (OTUs) are from the Global Prokaryotic Census (39). Numbers
refer to described species (eukaryotes) or quantied OTUs (prokaryotes). Evolutionary history was estimated as Faith’s PD
(44) by James Rosindell (personal communication); these are rough estimates with rounded decimals and in some cases were
extrapolated from only species richness and clade age assuming a log-linear growth of lineages over time, based on the Open
Tree of Life and Reference 196. Biomass numbers are from Reference 45, with numbers in parentheses indicating the
multiplicative range of uncertainty.
Abbreviations: OTU, operational taxonomic unit; PD, phylogenetic diversity.
pure culture and describing it biochemically and morphologically. However, only approximately
1% of prokaryotic species can be isolated in culture with current techniques (37). Moreover, the
concept of species boundaries is particularly challenging for quantifying prokaryotes because the
widespread occurrence of lateral transfer of DNA between lineages complicates the denition of
species. Lateral transfer has led researchers to suggest that prokaryotic cells are simply holding
vessels for a single prokaryotic metaspecies gene pool, with the part of this pool seen in any
single cluster (species) simply being the genes that are selectively useful in a given environment
(38). However, this is not the prevalent view and it is recognized that most gene transfer occurs
between prokaryotes of similar genetic composition, where the lateral gene transfer within groups
is much greater than the transfer across groups, enabling phylogenetic history to be preserved
when genomes are compared. A practical denition is to consider operational taxonomic units
(OTUs), where typically 97% of genetic material is shared, with the 16S rRNA gene used as
a point of comparison (39). Total prokaryotic diversity is a subject of controversy, constrained
by both limited sampling and questions of appropriate scaling. Some authors have suggested
that prokaryotic diversity may reach up to a trillion (1012) species (40) based on extrapolating
empirical scaling laws of local diversity in individual communities to global scales. This view
would imply that prokaryotes are the overwhelming dominant component of terrestrial diversity.
The Global Prokaryotic Census compiled sequencing data from 2,800 locations to esti-
mate prokaryotic diversity (39). These samples were taken from the vast environments in which
prokaryotes are found, including surface- and deep-ocean water, oxygen minimum zones, fresh-
water and hypersaline lakes, rivers, groundwater, marine surface and deep subsurface sediments,
agricultural and forest soils, peats, permafrost, deserts, animal guts and feces, plant leaves and
rhizospheres, salt marshes, bioreactors, processed food, methane seeps, mine drainages, sewages,
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Deep biosphere: the
part of the biosphere
that resides below the
rst few meters of the
land and seaoor
surface (the zone of
animal bioturbation)
hydrothermal vents, and hot springs. The census identied approximately 740,000 prokaryotic
OTUs, of which approximately 90% were bacterial (Table 2). It then employed statistical scaling
methods to estimate total prokaryotic diversity,arriving at 0.8–1.7 million OTUs for bacteria and
70,000–140,000 OTUs for archaea (Table 1), large numbers but at the low end of some of the
previous estimates described above. A key source of uncertainty is the extent of geographical vari-
ability and also of host-taxon-specic variability in microbiomes (41, 42); if microbiome diversity
is specic to the host taxon, total prokaryotic diversity could be much higher. The evidence to date
suggests that taxon-specic microbiomes show only modest variation across related host taxa and
that biogeographical variation is even lower,with the same prokaryotic species found in the same
environments worldwide. Among the eukaryotes, protist diversity has a set of challenges similar
to that for prokaryotic biodiversity and is also probably greatly underestimated, with soils being a
particularly rich habitat (43).
A second approach is to estimate how much evolutionary history, or how much of the Tree
of Life, is embodied in a set of taxa. One of the most used metrics is phylogenetic diversity (44),
which is the summation of the branch lengths connecting a set of taxa on a phylogeny. Although
it gives different information than species diversity, phylogenetic diversity is broadly correlated
with species number within specic taxa, because additional species add at least one extra branch
to the tree, but it also reects the taxonomic depth of clades. In terms of phylogenetic diver-
sity, our planet appears dominated by bacterial phylogenetic diversity, which underpins the di-
versity of metabolic toolkits that life has developed over its deep evolutionary history (Figure 1;
Table 2).
A third approach is to estimate Earth’s total living biomass. This task is far from trivial, es-
pecially when soil and sediment ecosystems are considered, particularly the deep biosphere of
bacteria and archaea living in the planetary crust. Bar-On and colleagues (45) undertook a heroic
assessment and synthesis of hundreds of studies (Figure 1;Table 2). They estimated the total
biomass of life to be 550 Pg C (95% CI 323–935 Pg C). This estimate is in carbon units, roughly
equivalent to 1,100 Pg of dry biomass or approximately 1,800 Pg of naturally hydrated biomass.
Plants dominate this estimate at 450 Pg C (375–540 Pg C); however,global plant biomass is 70%
woody tissue, which is relatively (but not totally) metabolically inert. Hence, the more metaboli-
cally active component of plant matter (primarily leaves, ne roots, green stems,owers, and fruit)
sums to approximately 135 Pg C, still about twice that of the bacteria, which place second in this
biomass ranking at 70 Pg C, though with a large uncertainty (7–700 Pg C). Ninety percent of bac-
terial biomass occurs in the deep surface (mainly in aquifers and below the seaoor) and also has
slow metabolic activity. Hence, in terms of metabolic activity and energy ow, plants almost cer-
tainly dominate life on Earth. While animals dominate the species diversity metrics, they account
for only 2 (0.4–10) Pg C of biomass, approximately 0.4% of the total.
In summary,according to the metric applied, different kingdoms of life rise to prominence, with
plants dominating in terms of biomass and metabolic activity, animals in terms of known species
diversity, and bacteria in terms of phylogenetic diversity and diversity of metabolic innovations
(Figure 1;Table 2).
4.2. Causes of the Geographical Patterns of Biodiversity
Approximately 90% of known species diversity is found on land, primarily because insects are
predominantly a terrestrial clade, but the prevalence of terrestrial species persists even without
counting arthropods. Land environments tend to incorporate a wider range of environmental het-
erogeneity (e.g., wider range of microclimates and microenvironmental conditions; varying levels
of restrictions in water supply; less easy lateral mixing than, for example, through ocean currents).
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86%
6%
9%
22%
44%
98%
~100%*
1%
2%
4%
2%
78%
56%
13%
90%
Distribution of biomass
89%
0 102030405060708090100
All life
Archaea
Bacteria
Animals
Protists/chromists
Fungi
Plants
Terrestrial Marine Deep subsurface
Figure 2
The distribution of biomass between terrestrial (green), marine (blue), and deep subsurface (yellow) environments in the main kingdoms
of life. Derived from Reference 45. The asterisk corresponds to land plants,which represent more than 99.5% of the total plant
biomass (46–48).
However, as the point of origin of life on Earth, the oceans contain a higher level of deeper tax-
onomic diversity, with many phyla present that have not made a transition to land environments
(e.g., cnidarians, sponges, echinoderms).
The biomass of life is also predominantly terrestrial, as plants are dominant organisms that
shape terrestrial environments and, in the case of trees, have evolved long-lived woody forms that
enable high biomass to be created and maintained. Marine ecosystems have similar global primary
productivity to that of terrestrial ecosystems (90 Pg C year1for marine systems compared with
120 Pg C year1for terrestrial ones), but because phytoplankton are single celled and short lived,
marine biomass accounts for a small fraction of planetary biomass and is more concentrated at
higher trophic levels (Figure 2). Meanwhile, the poorly described deep subsurface biosphere ac-
counts for the vast amounts of bacterial and archaeal biomass, although its species/OTU diversity
is still poorly understood (Figure 2).
This pattern of domination of global species-level diversity by land biota seems relatively re-
cent, associated with the rise of the (overwhelmingly terrestrial) angiosperm plants approximately
100 million years ago and with the diversication by arthropods as specialist mutualists or preda-
tors (49), although issues around preservation bias toward more recent times cast an element of
uncertainty around past projections of biodiversity trends.
Ultimately, in terms of number of species, the extant number of species is the end product of
historical rates of speciation and extinction. A biome can facilitate high rates of speciation through
provision of microenvironmental niches or isolation; enhanced biotic pressures through com-
petition, predation, parasitism, or pathogens; enhanced biotic synergies and mutualisms; higher
rates of generation turnover; or higher rates of mutation. Biomes may also facilitate high rates
of extinction through environmental variation over time, disturbance regimes, and strong abiotic
lters (e.g., climate) that limit the potential for new species to be successful. Past environmental
change also plays a major role in shaping modern biodiversity.For example, the temperate forests
of Europe are much less diverse than those of East Asia because these ecosystems (including
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soils) have assembled from isolated glacial refugia into postglacial environments only in the last
11,000 years, whereas East Asia avoided extensive glaciation (50). Similarly, the tropical forests
of Africa appear less diverse in plants than those of Asia and the Americas, a pattern that can be
explained by a higher level of past extinctions driven by climate variability in Africa and also by
elevated rates of speciation associated with tectonic activity in Asia and the Americas (51).
Hence, species-rich biomes can be cradles of biodiversity (high speciation rates), museums of
biodiversity (low extinction rates), or both. Recent phylogenetic, geomorphological, and mod-
eling analyses are shedding new light on species-rich regions. A good example is the Amazon
tropical rainforest, the most species-rich biome on Earth. This region appears to be both a cra-
dle and a museum. The lineage diversity of the Amazonian biota is quite old, with many plant
families dating back to (or before) the emergence of angiosperm-dominated tropical rainforests
approximately 65 million years ago. However, most Amazonian species are young, dating from the
Pleistocene (last 2.6 million years) (52). The Andes mountains and their complex topography and
microenvironments are unique in that they compose a long north-south mountain chain adjacent
to a tropical rainforest. Their complex topography, coupled with climate variability, appears to
have been pivotal in providing microenvironments that facilitate high levels of speciation, refugia
that reduce the rate of extinction, and migration corridors that facilitate species adaptation to cli-
mate change (53). The interaction between cradle and museum roles can be spatially complex. For
example, for birds in the Americas it appears that low-diversity and environmentally stressful en-
vironments such as temperate or montane regions act as centers of speciation, whereas subsequent
spread of species results in low-stress lowland tropical regions being museums of biodiversity (54).
5. HUMANS AND TRENDS IN BIODIVERSITY
5.1. Humans and Biodiversity Change in Premodern Times
Being social megafaunal omnivorous predators and competitors, species of the genus Homo are
likely to have always affected the biodiversity of ecosystems they have inhabited. Indeed, its abil-
ity to construct a wide array of environmental niches (55, 56) is a key attribute of Homo.Human
shaping of the biota started in the Pleistocene through hunting, transport of other species, and the
use of re (55, 57–59), and by the start of the Holocene, approximately 12,000 years ago, roughly
three-quarters of terrestrial ecosystems were already inhabited by people (60). There is evidence
that some species extinction associated with the emergence of Homo erectus, with its larger brain
size, associated shift to a more heavily meat-based diet, and use of re as a strategy to modify
ecosystems and cook foodstuffs, may have taken place in Africa 1–2 million years ago (61). The
more striking evidence emerges from the megafaunal extinctions that are loosely associated with
the spread of Homo sapiens out of Africa and across continents and islands. Vertebrate megafauna
(>44 kg mass) appeared particularly vulnerable on continents because of their slow generation
times and large range requirements (58). The role of humans in Pleistocene megafaunal extinc-
tions remains debated, partially because in any one locale it can be hard to denitively separate
the poor archaeological record of human presence from other possible environmental factors.
However, when the global picture is considered, it is hard to deny that human arrival is associ-
ated with the loss of many species, possibly in some cases in association with climate variation
that put short-term pressure on megafaunal populations (62–64). This argument is reinforced
when we consider that climate has uctuated from glacial to interglacial conditions throughout
the Pleistocene without causing extensive megafaunal extinction. In total, 178 megafaunal mam-
mals are thought to have gone extinct in the Late Pleistocene Extinctions (64). Across conti-
nents, it is estimated that Eurasia has lost 9 of 28 megafauna species; Australia, 14 of 16; North
America, 50 of 60; and South America, 34 of 47. Africa was the least affected continent, and it
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is interesting to speculate why (65). The most frequent argument is that species there (and to
a lesser extent southern Eurasia) coevolved with hominids and learned to fear their potential as
predators, whereas species in other continents were ecologically naive to the threat these puny
primates presented. However, several megafauna species (e.g., proboscideans) show high behav-
ioral and social intelligence and could be expected to learn rapidly in response to new threats. An
alternative or complementary argument is that Africa experienced a long, drawn-out megafau-
nal decline under successive waves of hominids over the 2 million years of the Pleistocene. A
recent study from the southern Levant shows a steady decline of large-mammal biomass through-
out the Pleistocene across occupation by Homo erectus,Homo neanderthalensis,andHomo sapiens.By
10,500 years ago, the average biomass of mammal remains was only 1.5% of that found 1.5 million
years ago (66). The impacts of these extensions likely extended beyond the species themselves, as
large animals play key roles in shaping ecosystem structure and functions such as nutrient cycling
(67, 68).
In the Holocene, the pattern of species loss continued on island systems (including large is-
lands such as Madagascar and Aotearoa/New Zealand), spreading through a much wider range
of body mass. Endemic island faunas appear particularly vulnerable because of their depauperate
environment, ecological naivety, and lack of resistance to human-associated species such as rats.
The Polynesian expansion across the Pacic is associated with the extinction of approximately
1,000 endemic bird species (mainly ightless rails); this is almost certainly the largest vertebrate
species extinction event of the Holocene thus far (69).
This history of global extinctions since the Pleistocene, and the modern trends described in
the next section, may lead to the conclusion that human impacts on biodiversity are negative by
denition. While the global balance is overwhelmingly negative, and megafauna and island en-
demics are particularly sensitive, human activities have also deliberately or involuntarily fostered
biodiversity throughout history, including to the present day. This can happen in several ways.
After the extinction event associated with the rst arrival of humans in exotic ecosystems, many
Indigenous cultures developed systems of reciprocity and stewardship based on a close under-
standing of local ecosystems. In its simplest form, disturbance associated with human activities,
especially at low to medium intensities and small spatial scales, creates habitat heterogeneity (70)
and prevents competitive dominance, favoring the coexistence of a higher number of species at
the level of both local patches and whole landscapes. At the other end, many ancient and elaborate
farming or stewardship practices and institutions by Indigenous peoples and local communities
around the world have deliberately fostered particular organisms, biotic assemblages, or whole
ecosystems (33, 71–73). Some of the meadows and grasslands with the highest richness of vascular
plants are in long-managed landscapes in Europe, maintained by extensive traditional manage-
ment by local communities over hundreds or thousands of years, in areas that otherwise would
be much more homogeneously dominated by coniferous or broad-leaved shrubs or forests (70,
74). In many regions, there is evidence of ancient gardening for useful wild plants, contributing
to their dominance. Complex cultural landscapes combining wild and domesticated plants and
animals are still maintained today around the world, including traditionally burned hunting and
grazing lands in Africa and Australia; complex agricultural mosaics in the Pacic Islands (75); de-
hesas (savannah-like landscapes) in southern Europe; hay and sheep grasslands in Europe and Asia;
forest gardens in tropical Asia, Africa and Latin America; vegas (wet meadows) in the high Andes;
and satoyama landscapes (a mosaic of forests, rice elds, grasslands, streams, and irrigation infra-
structure) in Japan (33). While the main focus of these practices tends to be on a small number of
species, these gardened patches often favor other wild organisms at all trophic levels, such as bees
and other insects, frugivorous mammals and birds, and fungi, that are rarer in either more intact
or more industrially managed areas.
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The examples above mostly involve favoring organisms that already exist in a region, although
in fewer places and/or at lower densities. Another key way people have fostered diversity in the
broadest sense is by creating, predominantly by deliberate selection based on initially wild species
(76), a large number of domesticated plant, animal,and microbial phenotypes (e.g., livestock,poul-
try, work and ornamental animals, food, ber and fuel crops, ornamental plants, yeasts, fungi). Al-
though small compared with the whole of wild genetic diversity on Earth, domesticated diversity
is far from being insignicant. The total number of domesticated phenotypes (variously termed
varieties, land races, breeds, or strains depending on the organism and sector; hereafter termed
varieties) is unknown beyond particular groups. However, a rough estimation of well-monitored
domesticated terrestrial animals and plants that contribute to major food groups is approximately
300 species (77). This number is dwarfed by the number of derived varieties: almost 1 million,
dominated by grains, tubers, and legumes (77). A stocktaking restricted to terrestrial farm mam-
mals and birds, excluding those believed to be extinct, yielded 8,179 in 2016 (78). The numbers
are bound to be much higher when considering aquatic animals, ornamental and companionship
animals, ornamental plants, and microorganisms. The social, cultural, and economic importance
of domesticated biodiversity to humanity is immense (33, 77–79).
5.2. Modern Biodiversity Decline
The rate of decline of biodiversity has intensied in modern times. Several dening features of the
model of human appropriation of nature that is globally dominant today were already present in
premodern times. However, the scale increased dramatically, coinciding with step changes in glob-
alization and economic mercantilism (80): the onset of the European exploitation of the Americas
and other colonized regions at the turn of the sixteenth century, the Industrial Revolution in the
late eighteenth and early nineteenth centuries, and the Great Acceleration (81) since the 1950s.
As a consequence, the extent and integrity of natural ecosystems, the distinctiveness of local com-
munities, the size and geographical spread of plant and animal populations, the number of species,
and the intraspecic genetic diversity of wild and domesticated organisms have all decreased (5,
33). These declines have been accompanied by two other global processes that have received less
public attention. The rst process, termed biotic homogenization, consists of a decrease in the tax-
onomic, functional, phylogenetic, and species-richness distinctiveness of regional biotas across the
world due to deliberate or involuntary transport of organisms by humans (82, 83); such a degree
of reshaping of global biogeography was termed a New Pangaea by Harold A. Mooney (84). For
example, in the past ve centuries, there has been a widespread homogenization of plant commu-
nities, but this is much more the result of species becoming naturalized beyond their native ranges
than of the extinction of native species (85).
The second widespread process is contemporary evolution, that is, the ongoing or recent heri-
table phenotypic changes taking place in wild populations (86, 87) as a consequence of directional
selection pressures by humans such as hunting, shing, urbanization,use of agricultural biocides,
or development of transport or irrigation infrastructure. These pressures are mostly unintended
in the sense that the phenotypic changes are a collateral effect rather than a desired target of the
activity, as opposed to, for example, selective breeding. The number of examples has escalated in
the past few years (33, 88, 89), probably because of a shift in attention rather than an acceleration
of contemporary evolution per se. The worldwide reconguring of life on Earth at all levels, from
genes to biomes, by humans has prompted rich discussions in ecological, philosophical,and policy
arenas (5, 15, 80, 90, 91).
We next focus particular attention on wild species extinctions and trends in taxonomic and
functional composition of local communities, as they are areas with abundant data worldwide,
standardized and widely adopted methods, and a rapidly growing literature.
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5.2.1. Extinction risks and rates. That our planet is quickly losing species is well known to
scientists and is one aspect of nature’s decline best known by the wider public. Because of this,
a stocktaking of the status of biodiversity at the species level must include not only the number
of species and higher-order taxa, their geographical distribution, and their abundance, but also
their risk of disappearing at human-relevant timescales. Three kinds of extinctions at the species
level are relevant. While catastrophic extinction events that suddenly extirpate a species from the
face of the Earth do occur,most extinctions occur more or less gradually.They start when species
become increasingly rare in some locations and, while their populations are still high enough to
persist in the long term, they are too small to fully perform some of the species’ ecological roles;
this is called functional extinction (92). The second kind is local extinction,which is when a species
goes extinct in part of its range but persists in other areas. For example, lion (Panthera leo), guanaco
(Lama guanicoe), and bison (Bison bison) today occupy a small fraction of their former distributional
range. Finally, a species is said to be globally extinct when it disappears from the Earth. While the
rst two kinds are undoubtedly important, most of the global monitoring efforts and thus most of
the published information deal with global extinctions, which we discuss in the rest of this section.
The two most common ways to refer to global extinctions are extinction risk and extinction rate.
These complementary metrics provide different insights into the extinction process.
Extinction risk indicates how likely a species will go extinct. It is established for clearly identi-
ed species, typically before they disappear, and it considers the species biology and the external
threats a species faces. The system most used to categorize extinction risk is that carried out by the
International Union for Conservation of Nature (IUCN). The IUCN uses a set of standardized
categories (the IUCN Red List categories; https://www.iucnredlist.org/), ranging from least
concern (not in need of specic conservation efforts) to critically endangered (50% chance of go-
ing extinct in the next 10 years), for species still found in the wild, plus two categories of extinct
species (extinct and extinct in the wild). Threatened species (vulnerable, endangered, and critically
endangered) are those species judged to be at high extinction risk at present.
Extinction rates, on the other hand, indicate the speed at which taxa disappear over a time pe-
riod. Estimation of these rates is often carried out a posteriori (when species have already disap-
peared) and usually does not refer to specic species but rather to large groups of species or whole
biotas. Rates are often expressed in number of extinctions per million species per year (E/MSY) to
standardize comparisons among different time periods and sets of species. These extinction rates
are often compared with the background rate, that is, the average extinction rate due to nonhu-
man causes over geological history. The present consensus for the background rate of extinction
is approximately 1 E/MSY, although there have been arguments for substantially higher (93) or
lower (94) rates (Figure 3). For easier comparison with rates at present and in the near future,
1 E/MSY is equivalent to 1 species extinct in a total sample pool of 10,000 species over a time
period of 100 years (95).
According to the most comprehensive review to date, the total number of animal and plant
species—both known and unknown to science—now threatened with extinction is estimated to
be 1 million (5, 33). This risk estimation is based, on the one hand, on the estimated total number
of plant and animal species on Earth (8.1 million, of which 5.5 million are insects (34, 35); see
above) and, on the other hand, on the proportion of threatened species in different major groups
of organisms according to the IUCN Red List. This proportion is not equally well known for
every group. For example, legumes, ferns and allies, monocots, mammals, birds, and reptiles have
been comprehensively assessed, whereas in other groups, such as sh and invertebrates (including
some mollusks, insects, crustaceans, and corals), only representative samples have been assessed.
And even among the comprehensively assessed, there are not enough data to assign a risk category
to many species; the percentage of data-decient species varies widely, for example, from 0.4% in
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Seed plants 1900–2018
(Humphreys et al. 2019)
Background for plants
(De Vos et al. 2015)
Invertebrates last 50–300 years
(Rounsevell et al. 2020)
Background for invertebrates
(Rounsevell et al. 2020)
Terrestrial vertebrates 1500–2019
(Rounsevell et al. 2020)
Background for mammals
(Proença & Pereira 2013)
1
Prehuman times
Prehuman times
Human times
Human times
Overall background extinction rate
(Purvis et al. 2019)
Maximum for Pleistocene megafaunal diversity crash
(Barnosky et al. 2011)
All current species (estimate)
(Rounsevell et al. 2020)
All current described species
(Rounsevell et al. 2020)
0.01
0.001
0.1
10
100
1,000
10,000
Extinctions per million species-year
Figure 3
How present extinction rates compare with those of the past. Extinction rate estimations by different authors
vary widely depending on taxa, timespan, and methods considered, but modern extinction rates greatly
exceed those in prehuman times. Figure adapted with permission from Reference 100. Data for the overall
background extinction rate are from Reference 33, based on References 93, 94, 98, 101; the background and
present extinction rates for plants, from References 94 and 97, respectively; the background extinction rate
for invertebrates, from Reference 100 (fossil insects); the background extinction rate for mammals, from
Reference 95, based on References 98 and 102; the maximum extinction rate for the Pleistocene megafaunal
diversity crash, from Reference 98; the extinction rate for seed plants from 1900 to 2018, from Reference 97;
the extinction rate for invertebrates for the last 50–300 years, for terrestrial vertebrates from 1500 to 2019,
for all current species (estimate), and for all current described species, from Reference 100.
cycads to 40% or more in some invertebrates. Acknowledging all these uncertainties, the average
proportion of threatened species (all categories, from vulnerable to critically endangered) across all
assessed groups of animals, plants, and noninsect invertebrates is approximately 25%.The risk for
insects as a whole is largely unknown. For Odonata (dragonies), the only globally assessed group,
approximately 15% are threatened, but the fact that freshwater habitats face many threats may
mean that other insects have lower levels of extinction risk. Assessments of several insect groups
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(bees, butteries, saproxylic beetles) in Europe have assigned a risk prevalence closer to 10%.
On this basis, 10% was used as a conservative proxy gure for insects—the true value might be
higher but is unlikely to be lower (33). If one extrapolates these risks to the total number of plants
plus noninsect animals and the total number of insects (25% and 10%, respectively), the total
number of species threatened comes to be on the order of 1 million. Several sources of uncertainty,
such as those around the total number of species on Earth, and whether the extinction risks of
well-known groups are representative of less-well-assessed groups, in particular the enormous
and poorly known group of the insects (96), make this number only an approximation. However,
it is the most reliable and transparent global estimate available to date.
Considering extinction, together with species origination, is a natural phenomenon that has
been occurring since life appeared on Earth, how high are these numbers compared with num-
bers expected from nonhuman causes and from rates in the past? Although the precise numbers
for present extinction rates vary according to different time frames, taxonomic groups, and esti-
mation methods and thus are difcult to compare with each other, scientic opinions converge
on an overall wild species extinction rate that is at least tens to hundreds of times higher than the
background rate (33, 95, 97) and is likely to be increasing rapidly (98) (Figure 3).
While a 50% chance of disappearing in the next 10 years (the average risk for critically en-
dangered species) appears as an obviously high risk, some might think that the risk to vulnerable
species (10% chance in 100 years) is low. To put these numbers in context, if a species were a
50-year-old human with a life expectancy of 80 years, a human in the nonthreatened category
would have on average 30 more years to live, whereas a human in the vulnerable category would
have approximately 1 week, and a critically endangered one would have as little as 3 hours (99).
Put another way, think of how long it would take to lose half of the currently extant animal
and plant species on Earth. Without human intervention (background extinction rates), it would
take approximately 1 million years; if all species were in the vulnerable category, it would take
600 years to lose them, which is approximately 1,500 times faster than the natural extinction risk.
If all animal and plant species were instead critically endangered, complete loss would take only
10 years, more than 100,000 times faster than the background extinction rate. Therefore, the over-
all extinction risk of threatened species is on the order of 1,000 to 100,000 times higher than the
background extinction risk. The extinction risk of all species, threatened and nonthreatened,is of
course much lower (99).
5.2.2. A sixth mass extinction event? There has been widespread media coverage of an on-
going sixth mass extinction (i.e., whether the present extinction magnitude and rate are similar
to those estimated for the ve major extinction events over Earth’s history). A mass extinction is
technically dened as the loss of at least 75% species over a relatively short period in geological
time. The problem is that “short” is not easy to dene; time spans of extinction events range from
years for an asteroid impact to millions of years for episodes of enhanced volcanism. So, while it is
easy to conclude that the magnitude of extinction observed is still far from the threshold of a mass
extinction event, the rate is more difcult to compare. Barnosky and colleagues (98) calculated how
long would it take for current extinction rates to produce a loss of mammal, bird, and amphibian
species equivalent to those in the ve mass extinctions. Depending on whether one assumes a pes-
simistic scenario (all species currently threatened go extinct within 100 years) or an optimistic one
(only the critically endangered species go extinct over the next 500 years), extinction rates would
be reaching mass extinction magnitudes within two to three centuries or 10,000 years or longer.
Although what we are seeing today technically does not amount to a sixth mass extinction, whether
we are on the brink of one depends on whether we think in human or geological timescales and also
on our success in improving species’ conservation status. But these technical issues, discrepancies,
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and uncertainties should not obscure the facts that (a) current extinction rates are higher than the
average at any time in human history; (b) mass extinction magnitudes of species loss in the next few
centuries cannot be ruled out; and (c) mass extinction is far from an inexorable process—human
actions can make a dramatic difference as to whether such extinction rates are even reached.
5.2.3. Trends in taxonomic diversity of local communities. How is nature changing at much
ner scales, from plots to landscapes? This is relevant because conservation and management
actions tend to be implemented, and most of the functions of biodiversity and derived societal
benets delivered, at the local to regional scales. The wide scientic consensus on the decreas-
ing trends in biodiversity indicators at the global scale does not extend to local assemblages. To
what extent are local ecosystems increasing in taxonomic and functional biodiversity as a result of
global species movement even while both native species and global biodiversity metrics decline?
There is no agreement in the scientic community about whether the number of species in lo-
cal communities shows a globally consistent trend. This disagreement is due to several factors,
such as differences in spatiotemporal design, limitations in the methods of analysis and underly-
ing datasets (103–106), and ecological causes. Among the last factor, a constant or nearly constant
total number of species in many cases masks a balance between local losses and new arrivals of
nonnative or native species. Weak global trends may be masking increasing trends in some re-
gions (e.g., in temperate and boreal regions as a result of climate warming) and decreasing trends
in other regions (e.g., in tropical regions as a result of land-use change). Some of the observed
trends between only two points in time may represent oscillations rather than consistent direc-
tional trends. This discrepancy in ndings is illustrated by two of the largest global analyses to
date. One analysis, based on time series (repeated sampling of the same sites at different times)
since around 1850 but with strong emphasis on the last few decades, and comprising a majority
of marine organisms as well as some terrestrial and freshwater ones (107), shows no evidence of
a consistent and widespread decline of species richness in local assemblages over time. The other
analysis, based on a space-for-time substitution approach (a comparison of nearby sites that differ
in land use but are assumed to be similar in other aspects) using data on terrestrial assemblages
starting in the 1500s (108), shows an average decline of approximately 13%. More evidence and a
better integration of methods are needed before more denitive conclusions can be drawn. Less
controversial is the nding that, behind these trends (or lack thereof), the turnover in local species
composition and relative abundance seems to be increasing as a result of an acceleration in both
local colonization and extinction (107, 109).
Though relatively easy to monitor and useful as a rough approximation, species richness does
not inform about changes in the abundance of populations or composition of communities. Be-
cause of this, other indices are used to monitor the state of biodiversity at these levels. Those most
frequently used around the world show clear declining trends. For example, the Living Planet
Index shows that the average change in abundance of over 20,000 monitored populations of over
4,000 species of amphibians, birds, sh, mammals, and reptiles has decreased 68% since 1970, with
large differences among regions: 94% in Latin America and 24% in Europe (110). This nding
is widely misreported as indicating that the abundance of all wild animals has decreased by 68%
(111). The Biodiversity Intactness Index (BII) (112), which estimates the similarity between an
area’s terrestrial ecological communities (in terms of which species are present and their abun-
dance) and the communities that would be there if there had been no human impacts, has fallen to
a global average of 79% (33, 113); this 21% average change in ecological communities is greater
than the average loss of species (13%, above) because it also reects changes in species abundance.
The BII detects changes in abundance (of both individual species and the whole assemblage) and it
excludes increases in species number or abundance due to nonnative species. However, because it
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does not incorporate functional trait information, at least in its classical formulation, the BII does
not differentiate between replacement of a species by a functional analog (which is unlikely to
drive changes in ecosystem function) and replacement of a species by another species whose ecol-
ogy is different (which may drive changes in ecosystem function). The rapid growth of functional
trait databases may soon allow more direct estimates of changes in functional diversity.
5.2.4. Changes in functional composition of local communities: functional diversity and
homogenization. The indices discussed above do not inform about another important way in
which life on Earth is changing: The declining trends are not affecting different organisms in
a homogeneous or random way. Rather, certain organisms are much more affected than others.
This is because the functional traits (e.g., life span, reproductive strategy, morphology, physiology,
lifestyle) of some organisms make them particularly vulnerable to human impacts, whereas other
organisms, with opposite characteristics, thrive as a result of our activities.This process can hap-
pen in two nonmutually exclusive ways: First, humans involuntarily create habitat conditions that
are distinctively favorable for some organisms but not others. For example, the frequently dis-
turbed, nutrient-enriched soils in agricultural and peri-urban settings are ideal for ruderal plants
to thrive and spread all over the world. Second, people deliberately target certain organisms either
by extracting them (e.g., hunting, shing, selective harvesting) or by nurturing and deliberately
transporting them over long distances (e.g., garden plants, work animals, pets). While a compre-
hensive global stocktaking of the functional shifts in the composition of biological assemblages
using a standard methodology is still lacking, evidence of functional shifts, particularly for verte-
brates (114–119) and to a lesser degree for vascular plants (97, 118), is accumulating. As a broad
generalization, within each trophic level, organisms that reach a large individual size, grow slowly,
produce few offspring over their lifetime, and tend to tolerate resource scarcity more than phys-
ical disturbance are selected against, whereas organisms of small size and fast-paced lifestyle and
whose tness is more affected by lack of resources than by high disturbance and direct human
presence tend to thrive around people and are transported over the world (120). The consistent
decline of large, slowly growing organisms (the megabiota) such as large trees and animals is of
particular concern, because they can have a disproportionate inuence on key aspects of commu-
nity dynamics and ecosystem function, from nutrient cycling to habitat creation to long-distance
seed dispersal (68, 121–123).
6. CAUSES OF BIODIVERSITY DECLINE
What factors are behind the pervasive decline of nature? A distinction is made between di-
rect drivers, which have direct physical impacts on nature, and indirect drivers, which operate
diffusely by affecting the level, direction, rate, and/or intensity of direct drivers (124). Direct
drivers can be natural (e.g., volcanic eruptions, earthquakes, weather events), human caused (e.g.,
deforestation, hunting, pollution, anthropogenic climate change), or a mixture of both (such
as El Niño–Southern Oscillation phenomena or zoonotic diseases amplied by anthropogenic
climate change). All indirect drivers are human caused, social, economic, demographic, cultural,
institutional, and political in nature and ultimately underpinned by social values and narratives.
They include patterns of supply and production of goods and services; patterns of consumption
and technology adoption; dietary preferences; demographic dynamics; lifestyle choices and
fashion trends; and institutions in the broad sense of socially shared rules, from local customary
inheritance rules to international agreements such as the CBD and the World Trade Organiza-
tion. The distinction between direct and indirect drivers is crucial conceptually and practically,
because although direct drivers can be ameliorated or even temporarily stopped, these efforts are
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unlikely to succeed in the long term unless the indirect drivers, the root causes of the present
decline in biodiversity,are tackled.
6.1. Recent Trends in Direct Drivers of Biodiversity Decline
The most comprehensive global systematic review to date (33, 125) shows that the most preva-
lent direct causes of nature’s decline worldwide are land- and sea-use change (e.g., deforestation,
expansion of agricultural frontiers, coastal development) and direct exploitation (e.g., hunting,
shing, selective logging), with climate change (e.g., changes in mean temperature, precipitation,
and frequency and severity of extreme climatic events), pollution (including point-source organic
and chemical pollution, seawater acidication by increased levels of CO2in the atmosphere, and
light and noise pollution), and invasive species (introduced either voluntarily or unintentionally
by humans or, much more rarely, arriving on their own) having less importance. This overall
importance ranking of direct drivers changes according to realms and regions (Figure 4). For ex-
ample, direct exploitation (mainly shing) is the most important driver of biodiversity decline in
the seas. Numerous more detailed and geographically restricted studies show that invasive species
are a much more important driver in oceanic islands than on continents and that climate change is
more important in Arctic and Mediterranean climate areas. Climate change has not been the most
prominent driver of changes in nature at the global scale so far, but its impacts are growing and
are likely to continue to grow during the rest of the twenty-rst century (126–130). Two recent
global studies, with a narrower and sharper focus on the distribution ranges of a wide set of marine
organisms (131) and terrestrial amphibians, birds, and mammals (132), broadly agree with these
conclusions.
Crucially, these drivers tend to act synergistically. For example, reef-forming corals can cope
to some degree with seawater acidication, warming, local and remotely originated pollution,
0 20406080100
0 20406080100
0 20406080100
Overall impact of drivers (%)
Terrestrial
Freshwater
Marine
Africa
Impact of direct drivers by broad regions (%) Impact of direct drivers by realm (%)
Americas
Asia-Pacic
Europe,
Central Asia
Land-/sea-use change
Direct exploitation
Climate change
Pollution
Invasive species
Other
25.4 29.7 13.6 13.0 11.8 6.6
24.7 23.4 15.0 14.8 12.2 9.9
27.5 22.9 13.7 14.9 12.2 8.8
30.4 20.9 14.6 12.3 11.8 10.0
30.4 20.0 12.8 17.5 11.0 8.3
21.8 29.2 15.7 14.8 10.5 8.0
27.3 22.5 14.9 13.6 10.5 11.2
30 23 14 14 11 9
Figure 4
Relative impact of direct drivers of changes in nature since the 1970s, based on a global systematic review. Adapted with permission
from Reference 33.
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and physical disturbance separately, but the combined impacts of these factors have catastrophic
effects (128). As a land-based example, in the Amazon forest the synergy between global climate
change (which caused increased occurrence of extreme drought events on top of a long-term
warming trend), forest loss and fragmentation through agropastoral expansion, and increased re
use to manage pasturelands and clear forests is leading to large-scale re events and associated
biodiversity loss (133, 134).
6.2. Four Emerging Direct Drivers of Biodiversity Decline
The common direct drivers of diversity loss have been extensively covered in the literature,
but several emerging drivers have only recently gained attention from the scientic community.
While some direct drivers of biodiversity change are as old as humanity (e.g., burning, gardening
for desirable wild plants, hunting of vulnerable species) or date back thousands (agriculture) or
hundreds (chemical pollution) of years, others have emerged or dramatically increased in the past
few decades. Prominent examples are plastic pollution, noise and light pollution,and seabed explo-
ration and exploitation (a special case in the broad category of land- and sea-use change). Though
vastly different in physical nature, these emerging drivers share some key characteristics: They are
comparatively novel and therefore organisms have had little time to adapt to them, their magni-
tude is either already extremely high or rising steeply, and they involve telecoupled systems (see
below). We examine these emerging direct drivers in the next subsections.
6.2.1. Plastic pollution. Since the 1950s, approximately 8,300 million tons of plastic (synthetic
organic polymers) have been discarded, of which nearly 80% has ended up in landlls or the
natural environment. Because they resist degradation through chemical or biological processes
and tend to accumulate in sediments and organisms, plastics are a persistent as well as widespread
form of pollution. The annual production [367 Tg year1in 2020 (135)] approximates the total
weight of the human population (136). Were this trend to continue, approximately 12,000 Tg of
plastic waste would be in landlls or in the natural environment by 2050 (137). If spread evenly,
this number would represent approximately 24 tonnes of plastic waste per square kilometer of
land and sea surface, a level of pollution of any kind unprecedented in human history (128). Plastic
pollution has numerous ecological effects. Images of sea mammals, birds, and turtles entangled in
or choked with large pieces of plastic have captured the public’s attention. Indeed, the strongest
evidence of the harmful effects of plastics on the biota is associated with macroplastics, with more
than 900 marine vertebrate and invertebrate species now affected by ingestion or entanglement
(138).
However, a much more pervasive form of plastic contamination, whose effects are much less
known and difcult to control, is that from microplastics and nanoplastics (particles less than
5 mm in length; hereafter termed microplastics). Microplastics are created by the weathering and
breakdown of plastic objects, car tires, textiles, coatings, and additives to various products, and
they are now found everywhere on the planet, including water, air, soils, and the bodies of many
organisms (128, 136, 139). Their harmfulness is still poorly known due to technical difculties
in quantifying exposure and harm, uncertainty about how common in nature are the doses that
have been found harmful in controlled experiments, and difculties in tracking the many path-
ways through which they can cause harm (e.g., physical blockage, toxicity, inammation, indirect
effects through their additives or adsorption of toxic substances, replacement of food or chemical
cues involved in feeding or mating behavior,bioaccumulation through trophic chains). Empirical
evidence of negative effects on behavior,survival, and tness of various organisms is accumulating
(136, 140, 141), but reviews also show that no detectable effect is a response at least as common as
harmful effect (141–144). The concentrations found in the environment are thus far considered
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below the threshold level known to cause harm in many locations, but if present trends continue
(137), and with no realistic way of decreasing those levels once reached by using current technol-
ogy,global exposure is projected to increase dramatically, with many locations going beyond these
thresholds (143).
6.2.2. Noise and light pollution. Noise and light pollution are two other emerging pollutants.
They act on organisms by disrupting environmental cues and thus are sometimes placed in the
special category of sensory pollutants (145). Humans have been increasing the levels of noise and
nocturnal light for centuries or even millennia, but the vast increases in magnitude and rate in
the past few decades may overwhelm the adaptation capacity of many organisms. Although the
inuence of noise and articial light can go well beyond the point source, unlike plastics their
worst effects are expected to decline sharply once the sources are removed (146).
Noise pollution originates from urban dwellings, roads, industry, and aircraft and, in the oceans,
from vessels, sonars, energy and construction infrastructure, and seismic surveys (146, 147). Be-
cause noise pollution is typically associated with other human activities that produce other po-
tentially disrupting effects, such as light and chemical pollution or habitat disruption, testing its
effects has called for inventive approaches. For example, an observational study using the carni-
val festival in Salvador, Brazil, as a proxy for high-noise treatment found decreased feeding and
predator-eeing activity in reef sh (148). An experimental study involved the playback of a phan-
tom acoustical road to compare migratory bird habitat use, keeping all other factors constant (149).
Noise pollution affects genetic and cellular levels, individual behavior, communication and tness,
and the structure of many communities of terrestrial and aquatic organisms, such as parasitic in-
sects and sh and whales (146, 150–153). However, studies of noise pollution’s impact on survival
are far less numerous than those on behavior and physiology (146), and not all of these effects
are associated with a clear net negative outcome. In addition, different taxonomic groups can be
similar in their responses, suggesting most species respond to noise to some degree rather than a
few species being particularly sensitive to noise (151).
Light pollution, compellingly described by Gaston and colleagues (154, p. 1132) as “erosion of
natural darkness,” is due to articial lighting at night associated with the prolongation of human
activity (work, recreation, travel,unmanned industrial operations) into the night hours. In addition
to the direct effect of lighting infrastructure, skyglow—the brightening of the sky by upwardly
emitted and reected articial light scattered in the atmosphere (155)—affects the nighttime sky
sometimes hundreds of kilometers from the light source. Light pollution extends over 80% of
the world, is disproportionately found in the Northern Hemisphere (155), and is increasing fast
in spatial, temporal, and spectral extent (156). Areas that were lit for a long time, such as cities,
are now under much brighter lighting and during much longer periods; areas on land and in the
ocean that until recently were in deep darkness at night are now being lit. In addition, the spectral
quality of articial light is changing fast: Other sources of light are being replaced with solid-state
light-emitting diode (LED) technology,which emits at a wider visible light spectrum, specically
the blue wavelengths, which are sensed by a wide variety of organisms (156).
The impacts of light pollution have been detected in microorganisms, fungi, invertebrates,
vertebrates, and vascular plants. Light pollution affects, for example, the phenology, physiology,
behavior, and in some cases population parameters of reptiles, birds, mammals (157, 158), and
insects (159, 160). The effects are especially well documented in the case of night-ying mi-
gratory birds (158, 161, 162) and are expected to be particularly prominent on organisms used
to living under low levels of light for long periods, such as those close to the poles (163) or
those living in the ocean aphotic zone (deeper than 200 m) (164). The direction and inten-
sity of the impacts vary widely and tend to be stronger (or better documented) at the level
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of individual physiology and activity and weaker toward the population and community levels
(165).
The rise in extent, intensity, and range of noise and light pollution is well documented and
their effects at the level of individual organisms appear widespread, but the literature on their
population-level effects and especially on community-level cascading consequences in the eld is
much sparser. Intriguing examples such as altered plant dispersal due to noise alteration of bird
behavior (166) and the indirect effects of light and noise on frog-biting parasites (147) suggest
that the ecological cascades caused by these sensory pollutants deserve attention.
6.2.3. Seabed exploration and exploitation. The exploitation of seabed resources includes the
extraction of polymetallic nodules (mostly manganese but also nickel, copper, cobalt molybdenum,
and rare earth metals) from the abyssal plains, seaoor massive suldes around the hydrothermal
vents that form along oceanic ridges (mostly suldes but also copper, gold, zinc, lead, barium, and
silver), ferromanganese crusts (containing manganese, iron,and trace metals such as cobalt, copper,
nickel, and platinum) (167) from the anks of seamounts, and methane from gas hydrates from
continental slopes and rises (168). This activity is only nascent: By early 2021, the International
Seabed Authority (https://www.isa.org.jm/) had entered into only approximately 30 exploration
contracts, none of them in the area of the ocean beyond national jurisdiction; ofcial commercial
exploitation had not yet started (168, 169); and much of the proposed activity is on the open
ocean oor.This and the fact that the deep sea is a vast and largely unexplored area, representing
approximately 50% of the Earth’s surface and 95% of the biosphere’s inhabitable volume (168),
might lead to arguments that this activity is not much of a concern. However, seabed exploration
and exploitation are clearly rising in the agenda of many sectors, both private and public, not least
because the minerals extracted play an important part in the aviation and battery industries, and
their extraction has been portrayed as a lesser evil and as a fundamental input in the transition
to a low-carbon economy (169). Of particular concern is that the relatively small areas of the
seabed with high mineral concentration also harbor unique, fragile, and poorly known biodiversity
(170). The density of corals, anemones, sponges, and echinoderms in nodule-rich areas was more
than two times higher than that in nodule-free areas, and some of the corals were found only in
nodule-rich areas (171). Seamounts are also hot spots (or oases) of marine biodiversity and primary
productivity and are used by pelagic sh, turtles, and mammals for feeding and resting (172–174).
Deep hydrothermal vents pose larger technological challenges for exploitation, but they are
not free of risk, and they host organisms with an extraordinary degree of endemicity, estimated at
85% (170). They also display unique metabolic adaptations; many mollusks, tubeworms, and crus-
taceans living around hydrothermal vents feed on symbiotic chemosynthetic bacteria that thrive
on the emissions from the vent. Two recently discovered examples eloquently illustrate how un-
usual vent life forms can be: The yeti crabs (Kiwa hirsuta and K. puravida) feed on chemosynthetic
bacteria farmed on its claws (175), and the scaly-foot snail (Chrysomallon squamiferum) hosts symbi-
otic bacteria in an oversized esophageal gland that contribute to its nutrition (176). Deep-sea vents
are also proposed as the most likely origin zone for all life on Earth and therefore have intrinsic
value in terms of deep heritage of Earth’s biosphere (177). Deep-sea organisms tend to have long
life spans accompanied by extremely low growth rates. For example, the black corals (Leiopathes sp.)
that live in seamounts near the Azores islands show a radial growth rate of 5 to 30 µm year1and
are estimated to live between 265 and 2,300 years (178). While these traits confer obvious selective
advantages for survival at extreme conditions and low levels of resources, they make species highly
vulnerable to disturbance. Indeed, the few studies carried out so far found that seaoor habitats
take decades to recover following low-level disturbance (171; https://www.eu-midas.net/).
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Current seaoor mining technologies include massive physical disruption and release of toxic
elements in situ and far-reaching sediment plumes and light and noise pollution (146, 168;
https://www.eu-midas.net/).Researchers have been working on possible ways to minimize these
impacts, whereas others are questioning the need to start immediately and are proposing a mora-
torium, taking advantage of the fact that this new kind of large-scale disturbance, unlike noise,
light, and plastic, is not yet in full deployment,giving the opportunity to prevent damage instead
of attempting to remediate it a posteriori (169, 179).
6.3. Recent Trends in Indirect Drivers
A large-scale quantitative ranking of indirect drivers similar to that of direct drivers depicted in
Figure 4 is not possible because indirect drivers tend to be diffuse and interact with each other in
complex ways. However, their impacts have increased substantially since the middle of the twen-
tieth century in both magnitude and geographical extent. The world’s human population, which
has nearly doubled since 1970, undoubtedly plays a role, but other factors that indirectly affect
biodiversity have changed even faster: Global per capita spending has increased 13-fold (180), and
global trade has increased by 900% (181). Diets have shifted considerably: Per capita consump-
tion of land-based meat has roughly doubled since the 1960s (182) and that of sh and seafood
has increased by more than 23% since 1998 (183). Nonfood consumer choices, such as fashion,
mobile phones, recreation, and exotic pets, are also changing quickly. Global tourism, for example,
has been growing at 3–5% per year (184).
Increasing asymmetries in the distribution of wealth have been associated with negative conse-
quences for biodiversity (185–187). Income inequality at the global scale and among countries has
decreased, but this has been driven by strong economic growth in a few countries with large popu-
lations (notably China), masking persistent inequalities in many other countries (188). Moreover,
the contribution of within-country inequality to overall global inequality has risen (187, 188): As
much as 38% of all additional wealth accumulated since the mid-1990s has been captured by the
richest 1%, while the poorest 50% have captured only 2% of additional wealth (187). The share of
wealth held by the private sector has increased at the expense of that shared by governments (187).
While the isolated effects of these socioeconomic factors on pollution, land-use change, climate
change, and exploitation of organisms are well understood, they affect each other and often cancel
or synergize each other’s effects on direct drivers. Several technological advances have decreased
the per-gram footprint of material consumption on biodiversity; meanwhile, planned obsoles-
cence, fast turnover, and disposal models have increasingly dominated the consumer goods supply
chains, often outweighing such advances. A few examples at increasingly wider scales illustrate this
point: In rural China, while nature-based tourism and labor migration should each have a positive
effect on local forest recovery,they partially cancel each other’s impact, leading to a net effect that
is still positive but smaller than their separate effects (189). Increasingly widespread nature- and
climate-friendly practices associated with nature-based tourism around the world are outweighed
by the rise in the number of emission-heavy international ights (184). More broadly, global pub-
lic and private nance to foster biodiversity is estimated on the order of US$80–90 billion per
year; at the same time, public support of activities that are potentially harmful to biodiversity is
approximately US$500 billion per year (190).
In addition, because of the dramatic rise in international trade and globalization, impacts on
nature in one place are often driven by choices, demands, and institutions in distant places.Con-
versely, consumers often do not suffer, or frequently are not even aware of, the ecological or social
consequences of their choices. Although telecouplings—environmental and socioeconomic inter-
actions over distances (191)—are part of the natural dynamics of Earth and have been accelerated
by humans for millennia (80), they have been exacerbated since the 1970s (81, 185, 191). For better
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or worse, this increasing connectivity of materials, energy, information, wealth, waste, people, and
other organisms across the globe is a hallmark of recent times. For example, the deposition of dust
from Africa over the Amazon and the Caribbean has been occurring at varying rates for millions
of years. However, changes in its amount, composition, and pollutant and pathogen loads due to
land-use and waste-disposal practices, as well as climatic factors, over the past few decades have
been proposed as factors with negative effects for marine communities (192). One-third of the
threats to animals (193) and approximately 40% of natural resource extraction (194) worldwide
are linked to international trade. Deforestation of tropical forests and worldwide illegal, unre-
ported, and unregulated shing are connected with the international corporate use of remote tax
havens (195).
These complex entanglements between places, choices, and social actors might appear over-
whelming. Rather than a reason for paralysis, however, they point to the need to tackle not only the
direct local causes of nature’s decline but also the socioeconomic factors fueling them. They illus-
trate why transformative change—fundamental, system-wide reorganization across technological,
economic, and social factors, including paradigms,goals, and values (5)—rather than partial xes at
the level of symptoms is needed. Moreover, they stress the need to examine precisely how different
socioeconomic factors, incentives, institutions, and organisms are embedded in the supply chain
of good and services in order to devise long-lasting solutions for concrete biodiversity problems.
7. CONCLUSION
This article has taken a somewhat selective journey through what we see as some key or emerging
issues in the arena of biodiversity.There has never been greater awareness of the global decline in
biodiversity and its importance for Earth’s functioning and humanity’s well-being.Yet biodiversity
remains a challenging term, a boundary object that spans a range of meanings and values but
captures something essential to understand and nurture as we contemplate how to navigate toward
a sustainable future entangled within the biosphere from which we spring.
SUMMARY POINTS
1. Since its origin in the 1980s, the concept and use of the term biodiversity have evolved
quickly and now have multiple dimensions.
2. Biodiversity has multiple values ranging across intrinsic, instrumental, and relational val-
ues, which differ strongly among social actors. Which of these values predominate or are
even considered has a major inuence on practical decisions about biodiversity.
3. Approximately 2 million species of living organisms are currently described; the to-
tal number of species on Earth is estimated, with much uncertainty, to be 10 million.
Species-level diversity is dominated by terrestrial animals (especially arthropods), but
marine and microbial systems contain a particularly rich phylogenetic diversity.
4. Humans have affected global biodiversity since prehistoric times both negatively (e.g.,
megafaunal and island extinctions) and positively (e.g., stewardship of organisms and
ecosystems, creation of new ecosystems).
5. The reconguring of life on Earth at all levels, from genes to biomes, by humans is now
evident. The rate of decline of biodiversity has intensied in modern times. Current
extinction rates are much higher than prehuman ones. The extent and integrity of natural
ecosystems; the functional, phylogenetic, and species-rich distinctiveness of local biotas
 Díaz Malhi
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across the world; the size of wild plant and animal populations; and the intraspecic
genetic diversity of wild and domesticated organisms have all decreased.
6. The primary direct drivers of modern biodiversity decline include changes in the use of
land, freshwater, and the oceans; increased harvesting of wild organisms; climate change;
various forms of pollution; and invasive species. To date, climate change is a relatively
minor cause of biodiversity decline but its impact is likely to rise greatly over this century.
These drivers interact in complex ways, sometimes ameliorating and often reinforcing
each other’s effects.
7. The indirect drivers of biodiversity decline are increasing. Prominent among them are
globally telecoupled consumption footprints, concentrated in certain countries and so-
cietal groups. Indirect drivers affect the rate and magnitude of preexisting direct drivers
and give rise to new ones, such as plastic pollution, noise and light pollution,and seabed
exploration and exploitation.
8. Addressing these underlying drivers requires bold system-wide rethinking and reorga-
nization to put biodiversity at the center of societal values, planning, and goals.
FUTURE ISSUES
1. Several emerging or neglected drivers of biodiversity decline warrant particular atten-
tion and study. These include plastic pollution, noise and light pollution, and seabed
exploration and exploitation.
2. We need to better understand the biodiversity of novel ecosystems being created by bi-
otic homogenization and climate change and to better contextualize the trade-offs and
tensions between place-based biodiversity values (e.g., native species) and functional val-
ues (e.g., resilience of whole ecosystems over levels of species diversity).
3. The multiple values of biodiversity, and its multiple valuers, including local traditional
and Indigenous communities, need to be better incorporated into global framings of
biodiversity.
4. Many frontiers of biodiversity, including tropical forest canopies, species-specic mutu-
alists or parasites, gut microbiomes, the seaoor and soil sediments,and deep biosphere
microbial communities, are still poorly explored.
5. We need a more rened understanding of how different components in the fabric of
life interact with planetary function, such as maintenance of resilience to extreme events
and climate change, as well as underpinning ner-scale contributions to different people
across the world.
6. We need to better understand how to fully embed biodiversity into societal values, pol-
icy planning, and decision-making to enable the systemic shift required to reverse the
ongoing decline.
DISCLOSURE STATEMENT
The authors are not aware of any afliations, memberships, funding, or nancial holdings that
might be perceived as affecting the objectivity of this review.
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ACKNOWLEDGMENTS
We thank James Rosindell and OneZoom for calculations of phylogenetic diversity; Carlos M.
Duarte for updated estimations of marine plant biomass; and Pedro Jaureguiberry,Colin Khoury,
Zsolt Molnar, Andy Purvis, and Nicolas Titeaux for their suggestions on several sections of this
article. During the preparation of this article S.D. was partially supported by FONCyT (PICT
2017–2084), the Newton Fund (NERC-UK and CONICET-Argentina), and the Inter-American
Institute for Global Change Research (IAI) SGP-HW 090. Y.M. is supported by the Jackson Foun-
dation and the Leverhulme Trust.
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RELATED RESOURCES
IPBES Global Assessment Report on Biodiversity and Ecosystem Services: https://ipbes.net/global-
assessment
Catalogue of Life: https://www.catalogueoife.org/. An online database that provides an index of known
species across the seven kingdoms of life.
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versity data and their interpretation.
www.annualreviews.org Biodiversity 
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Annual Review of
Environment
and Resources
Volume 47, 2022 Contents
The Great Intergenerational Robbery: A Call for Concerted Action
Against Environmental Crises
Ashok Gadgil, Thomas P. Tomich, Arun Agrawal, Jeremy Allouche,
Inês M.L. Azevedo, Mohamed I. Bakarr, Gilberto M. Jannuzzi,
Diana Liverman, Yadvinder Malhi, Stephen Polasky, Joyashree Roy,
Diana Ürge-Vorsatz, and Yanxin Wang ppppppppppppppppppppppppppppppppppppppppppppppppppp1
I. Integrative Themes and Emerging Concerns
A New Dark Age? Truth, Trust, and Environmental Science
Torbjørn Gundersen, Donya Alinejad, T.Y. Branch, Bobby Duffy,
Kirstie Hewlett, Cathrine Holst, Susan Owens, Folco Panizza,
Silje Maria Tellmann, José van Dijck, and Maria Baghramian pppppppppppppppppppppppppp5
Biodiversity: Concepts, Patterns, Trends, and Perspectives
Sandra Díaz and Yadvinder Malhi ppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp31
COVID-19 and the Environment: Short-Run and Potential Long-Run
Impacts
Noah S. Diffenbaugh pppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp65
Shepherding Sub-Saharan Africa’s Wildlife Through Peak
Anthropogenic Pressure Toward a Green Anthropocene
P.A. Lindsey, S.H. Anderson, A. Dickman, P. Gandiwa, S. Harper,
A.B. Morakinyo, N. Nyambe, M. O’Brien-Onyeka, C. Packer, A.H. Parker,
A.S. Robson, Alice Ruhweza, E.A. Sogbohossou, K.W. Steiner, and P.N. Tumenta pppppp91
The Role of Nature-Based Solutions in Supporting Social-Ecological
Resilience for Climate Change Adaptation
Beth Turner, Tahia Devisscher, Nicole Chabaneix, Stephen Woroniecki,
Christian Messier, and Nathalie Seddon pppppppppppppppppppppppppppppppppppppppppppppppp123
Feminist Ecologies
Diana Ojeda, Padini Nirmal, Dianne Rocheleau, and Jody Emel pppppppppppppppppppppppp149
Sustainability in Health Care
Howard Hu, Gary Cohen, Bhavna Sharma, Hao Yin, and Rob McConnell ppppppppppppp173
vi
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Indoor Air Pollution and Health: Bridging Perspectives from
Developing and Developed Countries
Ajay Pillarisetti, Wenlu Ye, and Sourangsu Chowdhury ppppppppppppppppppppppppppppppppppp197
II. Earth’s Life Support Systems
State of the World’s Birds
Alexander C. Lees, Lucy Haskell, Tris Allinson, Simeon B. Bezeng,
Ian J. Bureld, Luis Miguel Renjifo, Kenneth V. Rosenberg,
Ashwin Viswanathan, and Stuart H.M. Butchart pppppppppppppppppppppppppppppppppppppp231
Grassy Ecosystems in the Anthropocene
Nicola Stevens, William Bond, Angelica Feurdean, and Caroline E.R. Lehmann ppppppp261
Anticipating the Future of the World’s Ocean
Casey C. O’Hara and Benjamin S. Halpern ppppppppppppppppppppppppppppppppppppppppppppppp291
The Ocean Carbon Cycle
Tim DeVries ppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp317
Permafrost and Climate Change: Carbon Cycle Feedbacks From the
Warming Arctic
Edward A.G. Schuur, Benjamin W. Abbott, Roisin Commane, Jessica Ernakovich,
Eugenie Euskirchen, Gustaf Hugelius, Guido Grosse, Miriam Jones,
Charlie Koven, Victor Leshyk, David Lawrence, Michael M. Loranty,
Marguerite Mauritz, David Olefeldt, Susan Natali, Heidi Rodenhizer,
Verity Salmon, Christina Schädel, Jens Strauss, Claire Treat,
and Merritt Turetsky ppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp343
III. Human Use of the Environment and Resources
Environmental Impacts of Articial Light at Night
Kevin J. Gaston and Alejandro Sánchez de Miguel pppppppppppppppppppppppppppppppppppppppp373
Agrochemicals, Environment, and Human Health
P. Indira Devi, M. Manjula, and R.V. Bhavani pppppppppppppppppppppppppppppppppppppppppppp399
The Future of Tourism in the Anthropocene
A. Holden, T. Jamal, and F. Burini ppppppppppppppppppppppppppppppppppppppppppppppppppppppppp423
Sustainable Cooling in a Warming World: Technologies, Cultures, and
Circularity
Radhika Khosla, Renaldi Renaldi, Antonella Mazzone, Caitlin McElroy,
and Giovani Palafox-Alcantar ppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp449
Contents vii
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EG47_FrontMatter ARjats.cls September 28, 2022 8:25
Digitalization and the Anthropocene
Felix Creutzig, Daron Acemoglu, Xuemei Bai, Paul N. Edwards,
Marie Josene Hintz, Lynn H. Kaack, Siir Kilkis, Stefanie Kunkel,
Amy Luers, Nikola Milojevic-Dupont, Dave Rejeski, Jürgen Renn,
David Rolnick, Christoph Rosol, Daniela Russ, Thomas Turnbull,
Elena Verdolini, Felix Wagner, Charlie Wilson, Aicha Zekar,
and Marius Zumwald pppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp479
Food System Resilience: Concepts, Issues, and Challenges
Monika Zurek, John Ingram, Angelina Sanderson Bellamy, Conor Goold,
Christopher Lyon, Peter Alexander, Andrew Barnes, Daniel P. Bebber,
Tom D. Breeze, Ann Bruce, Lisa M. Collins, Jessica Davies, Bob Doherty,
Jonathan Ensor, Soa C. Franco, Andrea Gatto, Tim Hess, Chrysa Lamprinopoulou,
Lingxuan Liu, Magnus Merkle, Lisa Norton, Tom Oliver, Jeff Ollerton,
Simon Potts, Mark S. Reed, Chloe Sutcliffe, and Paul J.A. Withers ppppppppppppppppppp511
IV. Management and Governance of Resources and Environment
The Concept of Adaptation
Ben Orlove ppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp535
Transnational Social Movements: Environmentalist, Indigenous, and
Agrarian Visions for Planetary Futures
Carwil Bjork-James, Melissa Checker, and Marc Edelman ppppppppppppppppppppppppppppppp583
Transnational Corporations, Biosphere Stewardship, and Sustainable
Futures
H. Österblom, J. Bebbington, R. Blasiak, M. Sobkowiak, and C. Folke ppppppppppppppppppp609
Community Monitoring of Natural Resource Systems and the
Environment
Finn Danielsen, Hajo Eicken, Mikkel Funder, Noor Johnson, Olivia Lee,
Ida Theilade, Dimitrios Argyriou, and Neil D. Burgess pppppppppppppppppppppppppppppppp637
Contemporary Populism and the Environment
Andrew Ofstehage, Wendy Wolford, and Saturnino M. Borras Jr. pppppppppppppppppppppppp671
How Stimulating Is a Green Stimulus? The Economic Attributes of
Green Fiscal Spending
Brian O’Callaghan, Nigel Yau, and Cameron Hepburn pppppppppppppppppppppppppppppppppp697
V. Methods and Indicators
Why People Do What They Do: An Interdisciplinary Synthesis of
Human Action Theories
Harold N. Eyster, Terre Sattereld, and Kai M.A. Chan ppppppppppppppppppppppppppppppppp725
viii Contents
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Carbon Leakage, Consumption, and Trade
Michael Grubb, Nino David Jordan, Edgar Hertwich, Karsten Neuhoff,
Kasturi Das, Kaushik Ranjan Bandyopadhyay, Harro van Asselt, Misato Sato,
Ranran Wang, William A. Pizer, and Hyungna Oh ppppppppppppppppppppppppppppppppppp753
Detecting Thresholds of Ecological Change in the Anthropocene
Rebecca Spake, Martha Paola Barajas-Barbosa, Shane A. Blowes, Diana E. Bowler,
Corey T. Callaghan, Magda Garbowski, Stephanie D. Jurburg, Roel van Klink,
Lotte Korell, Emma Ladouceur, Roberto Rozzi, Duarte S. Viana, Wu-Bing Xu,
and Jonathan M. Chase pppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp797
Remote Sensing the Ocean Biosphere
Sam Purkis and Ved Chirayath ppppppppppppppppppppppppppppppppppppppppppppppppppppppppppppp823
Net Zero: Science, Origins, and Implications
Myles R. Allen, Pierre Friedlingstein, Cécile A.J. Girardin, Stuart Jenkins,
Yadvinder Malhi, Eli Mitchell-Larson, Glen P. Peters, and Lavanya Rajamani pppppp849
Indexes
Cumulative Index of Contributing Authors, Volumes 38–47 ppppppppppppppppppppppppppp889
Cumulative Index of Article Titles, Volumes 38–47 pppppppppppppppppppppppppppppppppppppp897
Errata
An online log of corrections to Annual Review of Environment and Resources articles may
be found at http://www.annualreviews.org/errata/environ
Contents ix
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... Our findings underscore the critical importance of using multiple outcome metrics to effectively assess NbS performance, specifically for biodiversity. First, biodiversity is inherently multidimensional (Díaz & Malhi, 2022), and multiple metrics are more likely to estimate a complete picture of biodiversity changes (Lyashevska & Farnsworth, 2012;Vereecken et al., 2021). This is evidenced by our data, where most NbS cases used multiple metrics to assess biodiversity, providing a fuller picture and revealing more mixed effects compared to cases relying on a single metric. ...
... For instance, Vereecken et al. (2021) cautioned against the limitations of monitoring biodiversity through insect biomass for the conservation of wild bees and Molina et al. (2023) suggested measuring spontaneous plants as indicators of soil functionality and ecosystem functioning. Our study suggests that metrics reflecting the community structure and ecosystem function need further integration in the assessment, alongside the species-level metrics, consistent with previous suggestions (Díaz & Malhi, 2022;Lyashevska & Farnsworth, 2012). ...
... Additionally, assessing an increase of species that produce a high amount of biomass can indicate the risk of fire, although this is only applicable to warm climatic regions (Winkler et al., 2021). Evaluating the successful win-win solutions thus requires a refined understanding of the relations between indicators of biodiversity and its contributions to people while accounting for these contextual factors (Díaz & Malhi, 2022). ...
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The multifunctional character of nature-based solutions (NbS) in cities, benefiting both biodiversity and human well-being, is gaining increasing attention. Designing multifunctional NbS in cities requires insights in how NbS contribute to biodiversity, since biodiversity supports ecosystem stability and resilience, and benefits for people. While knowledge of urban biodiversity has increased, a comprehensive understanding of how NbS contribute to biodiversity is still lacking. We analyzed the outcomes of 185 urban NbS cases in 87 cities across 33 countries, based on data collected in a systematic literature review. Our results show that 78% of NbS cases contribute positively to improving biodiversity when compared to non-NbS. In some cases, their performance was comparable to that of natural reference sites. Twenty-eight NbS cases evaluating multiple outcomes, beyond biodiversity , predominantly demonstrate win-win solutions for biodiversity and human well-being, although the evidence base remains limited. We showed that current evidence is limited to specific taxa (mostly animals), NbS types (e.g., gardens, forests), and commonly used metrics (e.g., species richness, abundance). We also found that only 39% of cases integrated baseline data, highlighting a lack of comparative studies effectively assessing NbS contributions to biodiversity. Our research provides insights for indicator selection to facilitate the evaluation of NbS for biodiversity and beyond, advancing the understanding of multifunctional NbS, and expanding NbS evaluations to provide accessible information for decision-making and policy.
... Such debates hamper decision- This transition is mostly deemed beneficial to conservation efforts because biodiversity is argued by its proponents to be less ambiguous than nature and because it is easier to convey to the public in terms of its ecocentric and anthropocentric value and is, therefore, a more effective fighting tool in the political arena. Accordingly, biodiversity has become a rallying point around which conservation efforts are focused (Díaz & Malhi, 2022). Nevertheless, this transition is not without criticism (Santana, 2016). ...
... In fact, the value goals of ecocentric conservation can be stated, defined, and expounded independent of the term biodiversity. For example, in a review of biodiversity as a concept (Díaz & Malhi, 2022), in a section titled "The Diverse Values of Biodiversity," biodiversity is used only once, whereas nature appears 14 times, all in the context of values. In a paper titled "What Is Conservation?", ...
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Nature is an opaque concept. Consequently, the term biodiversity conservation has replaced nature conservation in most conservation contexts. We review the conceptual indeterminacies that plague the terms nature and natural but then show that comparable difficulties plague biodiversity. Then, we provide a new theory that sorts out the respective normative roles of naturalness and biodiversity within the ecocentric–intrinsic school of conservation. This is an elaboration on the conservation philosophy presented by Saltz and Cohen (2023). They presented a 3‐tiered normative scheme: ultimate value, midlevel principles, and lower level case‐specific judgments. The ultimate value is naturalness, which exists on a gradient. Ethical judgment is needed to choose the most adequate midlevel principle or principles among autonomy, integrity, and resilience based on case‐specific parameters and the goal of maximizing naturalness in a given area. Saltz and Cohen (2023) do not specify the role of biodiversity, however. We fill in that crucial gap by explaining that the midlevel principles refer to structural and functional biodiversity. The principles prioritized are those that will contribute the most to naturalness, depending on the biodiversity attributes and management options in a given area. In this scheme, biodiversity represents the lower tier, case‐specific metrics for assessing naturalness. However, because biodiversity can only be quantified by proxies that cannot be projected onto a unified scale, biodiversity acts as an umbrella term for the measures that are the metrics for assessing naturalness. As such, biodiversity is a salient parameter to be measured for maximizing naturalness in conservation and is analogous to measures of homeostasis for safeguarding health in medicine.
... Biodiversity, encompassing the rich tapestry of life on Earth, and the ecosystem services it provides are integral components of our planet's health and resilience. As human activities continue to shape the global landscape, the conservation of biodiversity and the sustainable delivery of ecosystem services have become paramount for ensuring the well-being of both the natural world and human societies (Díaz & Malhi, 2022;Gangle & Bhatnagar, 2023;Sánchez, 2023) [16,23,47] . This review aims to explore the complex interplay between biodiversity conservation and ecosystem services, offering insights into the challenges that threaten these essential components of our environment and the opportunities that exist to address and overcome them. ...
... Biodiversity, encompassing the rich tapestry of life on Earth, and the ecosystem services it provides are integral components of our planet's health and resilience. As human activities continue to shape the global landscape, the conservation of biodiversity and the sustainable delivery of ecosystem services have become paramount for ensuring the well-being of both the natural world and human societies (Díaz & Malhi, 2022;Gangle & Bhatnagar, 2023;Sánchez, 2023) [16,23,47] . This review aims to explore the complex interplay between biodiversity conservation and ecosystem services, offering insights into the challenges that threaten these essential components of our environment and the opportunities that exist to address and overcome them. ...
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Biodiversity conservation and the delivery of ecosystem services are critical components for sustaining life on Earth. This review explores the multifaceted challenges and opportunities associated with these interconnected concepts, shedding light on the intricate relationship between biodiversity and the services ecosystems provide. The conservation of biodiversity is essential for maintaining ecological balance and resilience, as diverse ecosystems offer a wide array of services crucial for human well-being. The challenges confronting biodiversity conservation are diverse and complex. Anthropogenic activities such as deforestation, habitat destruction, pollution, and climate change pose significant threats to biodiversity. Moreover, the intrinsic interconnectedness of species within ecosystems makes it challenging to predict the cascading effects of the loss of a single species on the entire ecosystem. Inadequate awareness and insufficient policies further exacerbate these challenges, necessitating a holistic and collaborative approach for effective conservation. Despite these challenges, there exist promising opportunities to address and mitigate the threats to biodiversity and ecosystem services. Sustainable land management practices, habitat restoration initiatives, and the establishment of protected areas contribute to the preservation of biodiversity. Furthermore, the integration of traditional ecological knowledge and modern conservation strategies can enhance the effectiveness of conservation efforts. International cooperation and policy frameworks play a crucial role in fostering a global commitment to biodiversity conservation. Recognizing the economic value of ecosystem services provides an additional avenue for promoting conservation. By quantifying and incorporating the value of services such as pollination, water purification, and climate regulation into decision-making processes, societies can establish incentives for sustainable practices. In conclusion, this review highlights the intricate challenges faced by biodiversity conservation and the provision of ecosystem services, emphasizing the need for a comprehensive and collaborative approach. Through a combination of conservation efforts, sustainable practices, and global cooperation, there is an opportunity to secure a future where biodiversity thrives and ecosystems continue to provide essential services for the benefit of both nature and humanity.
... As the human impact on and degradation of biodiversity continues to expand, it becomes increasingly crucial for ecologists to comprehensively quantify and understand the full extent of the effects of human-related disturbances such as nutrient depletion or pollution, invasive species, and land degradation so that effective action can be taken (Díaz & Malhi, 2022;Magurran & McGill, 2010). Quantifying diversity across different scales, metrics, and facets allows us to better identify the most damaging drivers of diversity change (Gonzalez et al., 2023), develop predictions about future changes, and devise actions for conserving and restoring diversity (Leclère et al., 2020;Loreau et al., 2022). ...
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The need to develop optimal restoration protocols for degraded grasslands has led to experimental research aimed at determining how different restoration treatments influence outcomes for biodiversity. The magnitude and direction of diversity responses to restoration treatments may depend on the spatial scale at which diversity is measured (local, regional), the metric of diversity used (Hill numbers), and the facet of diversity (taxonomic, functional, phylogenetic) considered. We conducted a long‐term factorial experiment in a degraded grassland in Missouri, USA, in which we experimentally applied a regionally appropriate biodiverse seed mixture, added soil nutrients to restore soil fertility, and varied the timing in which the invasive plant Lespedeza cuneata entered the community. We used a unified framework of Hill numbers to evaluate how treatments influenced diversity, considering different spatial scales, metrics, and facets (taxonomic, phylogenetic, functional). We find that the timing in which the invasive L. cuneata entered the community had large effects on diversity, while nutrient addition had more limited effects. This was driven by the high dominance of the focal invasive when allowed to invade early in the growing season, suppressing diversity. The positive effects of late invasion increased in magnitude with spatial grain and were higher for taxonomic than phylogenetic and functional facets of diversity. This was largely due to the dominance of the focal invasive, negatively affecting diversity within specific plant families or functional phenotypes across treatments. Under early invasion, nutrients had a negative effect, particularly at local scales, inflating beta diversity in this treatment and resulting in negative to no effect of late invasion on many aspects of beta diversity. Our results demonstrate the importance of looking at a multitude of different measures of diversity to understand the relative effects of ecological restoration treatments combined with invasion timing. Efforts to keep noxious plant invaders out of a system early in restoration approaches better allow desirable, native plants to establish and can have long‐term benefits for multiple aspects of diversity.
... Biodiversity, commonly defined as variability of living organisms at multiple scales, ranging from genetics, species, and ecosystems (Díaz and Malhi 2022), is inherently complex. Hence, a single unit of currency for global biodiversity credits trading, equivalent to what carbon-dioxide equivalents (CO 2 e) are for greenhouse-gas emissions (GHGs), does not exist (Wauchope et al. 2024). ...
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Biodiversity credits are an emerging vehicle for pro‐environmental financing, yet much uncertainty remains around how and when they could boost biodiversity conservation. Here we define what biodiversity credits are and explore impact pathways through a proposed theory of change. Based on evidence from 34 pilot projects and a review of lessons from related market‐based incentives for conservation, we further explore potential opportunities and pitfalls, including future supply and demand, bundling/stacking options, and needed social safeguards. We explore how biodiversity credits can better tackle challenges linked to additionality, permanence, leakage, and commensurability. While new monitoring technologies can help quantify biodiversity, trade‐offs exist between simple metrics enabling liquid markets and costlier ones more adequately representing biodiversity. To avoid past mistakes, sound credit design and implementation require more robust crediting baselines, standards, governance, and impact evaluation. Quality credits will be more expensive than those cutting integrity corners, which may dampen the expected biodiversity credit boom.
... However, their increasing influence on culture, communication, and policy raises urgent questions about how such models reflect -or overwrite -the plurality of human values [Li et al. 2024a;Xu et al. 2023]. As LLMs gain the power to simulate agents, shape discourse, and inform governance, the risk of homogenizing values becomes critical -a sociotechnical equivalent of biodiversity loss undermining ecological resilience [Díaz and Malhi 2022;Garel et al. 2024;Mi et al. 2021;Pascual et al. 2021]. Societies, much like ecosystems, thrive through diversity -of perspectives, moral systems, and cultural expressions -which are essential for adaptability, innovation, and long-term prosperity. ...
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Large language models (LLMs) are transforming global decision-making and societal systems by processing diverse data at unprecedented scales. However, their potential to homogenize human values poses critical risks, similar to biodiversity loss undermining ecological resilience. Rooted in the ancient Greek concept of ethos, meaning both individual character and the shared moral fabric of communities, EthosGPT draws on a tradition that spans from Aristotle's virtue ethics to Adam Smith's moral sentiments as the ethical foundation of economic cooperation. These traditions underscore the vital role of value diversity in fostering social trust, institutional legitimacy, and long-term prosperity. EthosGPT addresses the challenge of value homogenization by introducing an open-source framework for mapping and evaluating LLMs within a global scale of human values. Using international survey data on cultural indices, prompt-based assessments, and comparative statistical analyses, EthosGPT reveals both the adaptability and biases of LLMs across regions and cultures. It offers actionable insights for developing inclusive LLMs, such as diversifying training data and preserving endangered cultural heritage to ensure representation in AI systems. These contributions align with the United Nations Sustainable Development Goals (SDGs), especially SDG 10 (Reduced Inequalities), SDG 11.4 (Cultural Heritage Preservation), and SDG 16 (Peace, Justice and Strong Institutions). Through interdisciplinary collaboration, EthosGPT promotes AI systems that are both technically robust and ethically inclusive, advancing value plurality as a cornerstone for sustainable and equitable futures.
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The spatial decision-making process in urban planning, policy development, and territorial program implementation is fundamentally connected with the concept of location within a geographical context. Given the internal spatial complexity arising from numerous interconnected variables such as natural resources, infrastructure, environmental factors, cultural elements, and security challenges, accurately identifying their spatial positions is crucial. Assuming such complexity of geographical spaces, the spatial decision-making process should adopt an interdisciplinary approach. This approach should consider the opinions of differentsocial actors to achieve a common consensus in the final decision. This dissertation presents applied research aimed at developing a new Spatial Decision Support System to enhance the decision-making process. This system facilitates the acquisition, analysis, and visualisation of expert spatial input to determine optimal locations for goods, services, and events in a territory. The proposed system is based on a spatial modification of the Delphi method, a well-established and robust technique in the literature that aggregates expert judgments to address specific problems, aiming to achieve consensus and stability. Considering the specific technical framework, computational algorithms, and advanced spatial analysis, a web-based open system called the “Real-Time Geo-Spatial Consensus System” (RT-GSCS) is developed. The system enables the administration of a spatial questionnaire in real-time, allowing experts to answer a series of questions by entering spatial information on a dynamic map. They can also consider real-time spatial and textual analyses, along with convergence metrics. The final aim is to achieve a spatial consensus, thereby facilitating the optimal location of goods, services, and events within the territory. To validate the proposed system, we present three major case studies in different geographical areas. The first case study involves developing future spatial scenarios in the climate context for ten coastal European cities. The second case study focuses on the transport sector, specifically identifying logistics facilities such as parcel lockers and loading bays in the city of Dublin. The third case study aims to identify suitable locations for active mobility pathways in Dublin. The primary findings demonstrate the system’s effectiveness in real-time acquisition of spatial judgments from multidisciplinary groups of experts, even those without prior experience with geo-technology tools. This approach supports collective spatial analysis for making spatial decisions, particularly in the realms of planning, organisation, and resource utilisation within a territory.
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The European Habitats Directive lists species and habitats of conservation priority for member states of the European Union, and prescribes that they achieve a favourable conservation status. The benchmark for assessing whether species achieve this status is provided by favourable reference values of distribution and population size. These values cannot be used directly as conservation targets, because they are incomplete, incomparable as they are identified through different methods, and not necessarily achievable in a specified time frame. We set conservation targets for the year 2030 for 81 European terrestrial mammals listed in Annexes II and IV of the Habitats Directive, and/or threatened at European level according to the IUCN Red List of Threatened Species, based on the concept of favourable onservation statuts. We used several methods, including models of population growth and range expansion to 2030, and a reference-based approach. These targets can be used to plan conservation actions for priority mammals, such as increasing protected area coverage to 30% of Europe as envisaged in the European Biodiversity Strategy 2030.
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