How to Enhance Enterprises’ Radical Innovation Performance Through Multiple Pathways—A Machine Learning Analysis of SRDI Enterprises in China
Liping Zhang,
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Hanhui Qiu,
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Jinyi Chen
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et al.
Systems,
Journal Year:
2025,
Volume and Issue:
13(3), P. 198 - 198
Published: March 12, 2025
Specialized,
Refined,
Differentiated,
and
Innovative
(SRDI)
enterprises
are
crucial
to
China’s
economic
development.
It
is
important
examine
how
various
factors’
combinations
impact
the
radical
innovation
performance
of
SRDI
in
order
promote
high-quality
regional
Based
on
Technology–Organization–Environment
(TOE)
framework,
this
study
selected
as
research
samples,
used
a
hierarchical
clustering
algorithm
divide
into
groups
according
characteristics
enterprises,
employed
classification
regression
tree
(CART)
reveal
complex
nonlinear
relationships
between
multiple
key
influencing
factors
from
multi-source
big
data.
The
findings
indicate
that
(1)
there
significant
variations
affecting
different
types
enterprises;
(2)
stems
synergistic
interaction
among
factors;
(3)
R&D
investment
not
simply
linear.
This
effectively
captures
performance.
great
practical
significance
for
revealing
enterprises’
improvement
pathways
enhancing
their
capability.
Language: Английский
Open Government Data and Corporate Technology Diversification
Finance research letters,
Journal Year:
2025,
Volume and Issue:
unknown, P. 107365 - 107365
Published: April 1, 2025
Language: Английский
Tracing the Paths to Sustainable Production and Consumption Through Indigenous Directors, Environmental Innovation, and Sustainability Committees
Business Strategy and the Environment,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 23, 2025
ABSTRACT
This
study
investigates
the
influence
of
indigenous
directors
on
sustainable
production
and
consumption
in
energy
sector
Latin
America
Caribbean
(LAC)
countries,
while
considering
moderating
roles
environmental
innovation
sustainability
committees.
Using
panel
data
from
378
firms
across
LAC
region
2012
to
2023,
employs
robust
econometric
methods,
including
quantile
regression,
IV‐GMM,
IV‐2SLS,
address
potential
endogeneity
issues
ensure
reliable
results.
The
findings
reveal
that
significantly
promote
SPC
initiatives
lower,
middle,
upper
quantiles.
Also,
not
only
directly
impact
but
also
enhances
positive
leadership
practices,
particularly
at
higher
Additionally,
presence
a
committee
amplifies
link
between
SPC,
all
analysis
uncovers
substantial
heterogeneity
effects
driven
by
regional,
policy,
industry,
stratification
dynamics.
contributes
growing
literature
corporate
governance
strategy,
offering
actionable
insights
for
policymakers,
leaders,
practitioners
seeking
foster
business
practices
emerging
markets.
Language: Английский