Using novel data and ensemble models to improve automated labeling of Sustainable Development Goals
Sustainability Science,
Год журнала:
2024,
Номер
19(5), С. 1773 - 1787
Опубликована: Июль 24, 2024
Abstract
A
number
of
labeling
systems
based
on
text
have
been
proposed
to
help
monitor
work
the
United
Nations
(UN)
Sustainable
Development
Goals
(SDGs).
Here,
we
present
a
systematic
comparison
prominent
SDG
using
variety
sources
and
show
that
these
differ
considerably
in
their
sensitivity
(i.e.,
true-positive
rate)
specificity
true-negative
rate),
biases
(e.g.,
are
more
sensitive
specific
SDGs
relative
others),
susceptible
type
amount
analyzed.
We
then
an
ensemble
model
pools
alleviates
some
limitations,
exceeding
performance
individual
considered.
conclude
researchers
policymakers
should
care
about
choice
system
methods
be
favored
when
drawing
conclusions
absolute
prevalence
automated
methods.
Язык: Английский
Exploring the supply chain’s transformation to achieve the sustainable development goals in the post-pandemic scenario: a review and a research agenda
The International Journal of Logistics Management,
Год журнала:
2025,
Номер
36(7), С. 137 - 177
Опубликована: Март 19, 2025
Purpose
This
paper
aims
to
show
the
relationship
between
Sustainable
Development
Goals
(SDGs)
and
supply
chain
identify
new
trend
topics,
shedding
light
on
opportunities
in
research.
Design/methodology/approach
uses
bibliographic
coupling
analysis
of
a
sample
381
articles,
conducted
with
VOSviewer
software,
detect
both
research
trends
gaps
this
field
2021
2022.
Based
results
obtained,
provides
an
agenda
for
future
Findings
The
significance
SDGs’
application
towards
more
sustainable
practices
end-to-end
management.
main
hotspots
stream
are
focused
food
agri-food
chains,
implementation
technologies
such
as
blockchain
big
data
analytics
build
resilient
chains
after
pandemic
scenario,
green
industrialisation,
use
renewable
energies
introduction
circular
thanks
closed-loop
chains.
Originality/value
review
contributes
current
literature
by
providing
framework
understand
overview
topics
field.
Thus,
presents
valuable
information
guide
practitioners,
academics
managers
achieving
SDGs.
Язык: Английский
From Mission to Market: Assessing Sector Overlap Between Nonprofits and For-Profits
Nonprofit and Voluntary Sector Quarterly,
Год журнала:
2024,
Номер
unknown
Опубликована: Дек. 8, 2024
The
ongoing
debate
about
the
distinctiveness
of
nonprofit
and
for-profit
sectors
has
intensified,
particularly
in
light
recent
research
suggesting
increasingly
blurred
boundaries
due
to
marketization
sector.
In
this
study,
we
are
first
analyze
mission
statements
(
n
=
611,077)
from
both
examine
their
potential
overlap.
Our
findings
reveal
that
while
two
remain
largely
distinct,
there
is
also
significant
This
similarity
driven
by
marketization,
with
organizations
showing
greater
alignment
sector
than
reverse.
results
underscore
concerns
sector,
as
find
a
negative
correlation
between
(similarity
sector)
expressive
functions
organizations.
Although
exhibit
strong
instrumental
functions,
these
dimensions
negatively
correlated
within
highlighting
an
inherent
trade-off.
Язык: Английский
Mapping the Landscape of SDG Research in Kazakhstan: A Machine Learning–Based Approach
Journal of the Knowledge Economy,
Год журнала:
2024,
Номер
unknown
Опубликована: Дек. 27, 2024
Research
is
critical
in
tackling
the
sustainable
development
goals
(SDGs)
particularly
knowledge
economy
context,
offering
evidence-based
solutions,
monitoring
advancements,
and
pinpointing
hurdles.
While
scholars
globally
have
extensively
studied
SDGs,
there
a
notable
gap
understanding
SDG-related
research
non-Global
North
contexts.
This
paper
addresses
this
by
examining
trajectory
current
landscape
of
scholarly
addressing
SDGs
Kazakhstan.
A
total
7092
Scopus-indexed
Kazakhstani
publications
relevant
to
from
2015
2023
were
identified
using
machine
learning–based
automated
detection
method
investigate
evolving
over
time
predominant
garnering
most
interest,
analyze
characteristics
production
related
development,
interconnectedness
between
published
works.
Kazakhstan's
engagement
with
reflects
its
commitment
economy,
especially
research,
results
show
that
relative
growth
Kazakhstan
has
declined
10%
last
seven
years.
Moreover,
exhibit
statistically
lower
rate
international
collaboration,
are
less
available
open
access,
receive
funding
than
not
SDGs.
The
study
highlights
significant
variation
attention
given
different
SDGs:
7,
8,
10,
3,
4
received
attention,
while
least
was
directed
toward
1,
5,
14,
17.
Our
analysis
also
revealed
multiple
synergies
certain
thematically
aligned
within
context
findings
discussed,
implications
for
achievement
beyond
presented.
Язык: Английский
Concepts of sustainable public administration: perspectives and challenges
Revista Amazonia Investiga,
Год журнала:
2023,
Номер
12(71), С. 252 - 262
Опубликована: Ноя. 30, 2023
The
purpose
of
the
study:
a
comprehensive
analysis
aspects
implementation
public
administration
mechanism
in
context
sustainable
development,
identification
main
issues
management
paradigm,
and
variations
ways
to
solve
them.
Research
methodology:
logical
structural
analysis,
induction
deduction,
comparison,
abstraction,
specification,
generalisation,
formalisation,
tabular
graphical
interpretation
theoretical
information.
Results:
based
on
development
as
an
important
basis
for
domestic
policy
are
formed.
problems,
challenges,
achievements
process
transformation
socio-economic
processes
considered.
experience
developed
countries
society's
life,
its
administration,
legal
organisational
studied.
Scientific
novelty:
directions
strategic
planning
system
globalisation
determined.
Conclusions:
results
study
practical
value
formation
or
improvement
modern
publicity
balanced
well
state
programmes
various
areas
activity.
Язык: Английский