Synthetic control methods enable stronger causal inference using participatory science data in cities
Research Square (Research Square),
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 21, 2025
Abstract
As
urban
populations
grow,
conserving
biodiversity
within
cities
is
increasingly
vital
and
of
global
policy
interest.
However,
environments
pose
unique
challenges
for
understanding
drivers
change,
as
fragmented
land
ownership
makes
traditional
monitoring
randomized
experiments
logistically
difficult.
While
participatory
science
platforms
like
iNaturalist
offer
a
promising
data
source
by
providing
extensive
from
areas,
inferring
causality
remains
challenging
due
to
confounding
factors
in
observational
data.
To
leverage
these
advances,
we
framework
that
combines
records
with
synthetic
control
methods,
quasi-experimental
approach.
We
demonstrate
this
approach
case
study
assessing
the
impact
Hurricane
Ida
(2021)
on
bee
Philadelphia,
USA.
The
estimated
9.4%
decline
abundance
two
years
post-event.
In
contrast,
three
conventional
ecological
analyses—an
interrupted
time
series
regression,
before-after
comparison,
(BACI)
design—failed
detect
decline,
naively
detecting
an
increase
unaccounted
temporal
trends.
Synthetic
methods
powerful
tool
estimating
citywide
responses
climate
events
interventions,
enhancing
utility
ecology.
Language: Английский
Evidence-base for urban green-blue infrastructure to support insect diversity
Urban Ecosystems,
Journal Year:
2024,
Volume and Issue:
28(1), P. 1 - 14
Published: Dec. 7, 2024
Abstract
Green-blue
urban
infrastructures
potentially
offer
win-win
benefits
for
people
and
nature
in
areas.
Given
increasing
evidence
of
widespread
declines
insects,
as
well
their
ecological
importance,
there
is
a
need
to
better
understand
the
potential
role
green-blue
infrastructure
insect
conservation.
In
this
review,
we
evaluated
201
studies
about
ability
support
diversity.
Most
were
focused
on
local
landscape-level
characteristics
infrastructure.
Fewer
explicitly
compared
one
type
another,
even
fewer
communities
between
traditional
Overall,
body
research
highlights
importance
plant
diversity
reduced
intensity
management
(e.g.,
mowing)
most
taxon
groups.
While
seem
be
generally
more
important
than
landscape
factors,
within
can
also
depend
connectivity
context.
Some
types
are
beneficial
others;
instance,
ground-level
habitats
tend
insects
green
roofs.
Few
simultaneously
studied
synergies
or
trade-offs
with
other
services
provided
by
infrastructure,
but
environmental
variables,
such
tree
cover
diversity,
that
affect
likely
provision
improving
thermal
comfort
well-being
people.
Our
review
offers
some
initial
how
could
designed
multifunctionality
mind.
Language: Английский