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 Dealing with heterogeneous data to improve our knowledge 
of biodiversity dynamics and ecosystem function: 
perspectives from synthesis projects.
Causes and consequences of functional rarity from the local to global 
scale (FREE)
Matthias Grenié, Cyrille Violle and the FREE consortium
EDF (Électricité de France)
A Multi-faceted world
2
Biodiversity is multi-faceted
A Multi-faceted world
3
Biodiversity is multi-faceted
Ask Multi-faceted Questions
A Multi-faceted world
4
Biodiversity is multi-faceted
Ask Multi-faceted Questions
Require Multi-faceted Expertise
A Multi-faceted world
5
Biodiversity is multi-faceted
Ask Multi-faceted Questions
Require Multi-faceted Expertise
Need Multi-faceted Data
A Multi-faceted world
6
Biodiversity is multi-faceted
Ask Multi-faceted Questions
Require Multi-faceted Expertise
Need Multi-faceted Data
Functional rarity is a biodiversity facet
Causes and consequences of functional rarity from the local 
to global scale (FREE)
7
Wide range of expertise
Functional ecology, biogeography, theoretical ecology,
conservation biology, biodiversity-ecosystem functioning, etc.
From Functional rarity to Abundance-based rarity
8
From Functional rarity to Abundance-based rarity
9
Common 
species
From Functional rarity to Abundance-based rarity
10
Common 
species
Rare 
species
From Functional rarity to Abundance-based rarity
11
Common 
species
Rare 
species
Abundance-based rarity
From Functional rarity to Abundance-based rarity
12
Common 
species
Rare 
species
Abundance-based rarity
From Functional rarity to Abundance-based rarity
13
Common 
species
Rare 
species
Abundance-based rarity
From Functional rarity to Abundance-based rarity
14
Common 
species
Rare 
species
Abundance-based rarity
Trait Rarity
From Functional rarity to Abundance-based rarity
15
Common 
species
Rare 
species
Abundance-based rarity
Trait Rarity
From Functional rarity to Abundance-based rarity
16
Greater discussion in the conceptual article
Main questions about Functional Rarity
17
Main questions about Functional Rarity

Three main questions in the group

Roles of functionally rare species across ecosystems?

What evolutionary and ecological processes cause functional
rarity?

What evolutionary and ecological processes maintain
functional rarity?
18
How to measure functional rarity?
19
Violle et al.
2017 TREE
Grenié et al.
2017 Div. &
Distr.
How to measure functional rarity?
20
Violle et al.
2017 TREE
Grenié et al.
2017 Div. &
Distr.
funrar R package
install.packages(“funrar”)
How to measure functional rarity?
21
Violle et al.
2017 TREE
Grenié et al.
2017 Div. &
Distr.
funrar R package
install.packages(“funrar”)
How to measure functional rarity?
22
Violle et al.
2017 TREE
Grenié et al.
2017 Div. &
Distr.
Two scales
funrar R package
install.packages(“funrar”)
Heterogeneous Data
23
Heterogeneous Data
24
Model
Organisms
Heterogeneous Data
25
Model
Organisms
Data Type
Heterogeneous Data
26
Scales
Model
Organisms
Data Type
Heterogeneous Data
27
Scales
Model
Organisms
Data Type
Heterogeneous Data in practice
28
Herbs Trees River Fishes Birds Soil Bacteria
Species
Richness
Number of
Func. Rare
Species
Multi-taxa → Many methodological and conceptual questions
?
Heterogeneous Data in practice
29
BIEN database
(>400 000 species, >100 000 plots, many traits)
Maitner et al.
2017
Functional rarity: a new currency for conservation?
30
Grenié et al.
2018 Biol.
Cons.
Are functionally rare species already protected?
Discussion with IUCN (France & worldwide)
Species & Habitat prioritization functional rarity?
Functional rarity in an applied context
31
Temporal turnover of functionally rare species
(Anthony Maire – EDF)
Interest to monitor change in species composition
Conclusion
32
Many burning questions about functional rarity
Conclusion
33
Many burning questions about functional rarity
Functional Rarity
in BEF
Conclusion
34
Many burning questions about functional rarity
Functional Rarity
in BEF
Evolutionary Causes of
Functional Rarity
Conclusion
35
Many burning questions about functional rarity
Looking forward to meet again!
Functional Rarity
in BEF
Evolutionary Causes of
Functional Rarity

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