Gen-Optimizer: A Generative AI Framework for Strategic Business Cost Optimization
Computers,
Год журнала:
2025,
Номер
14(2), С. 59 - 59
Опубликована: Фев. 10, 2025
Strategic
cost
optimization
is
a
critical
challenge
for
businesses
aiming
to
maintain
competitiveness
in
dynamic
markets.
This
paper
introduces
Gen-Optimizer,
Generative
AI-based
framework
designed
analyze
and
optimize
business
costs
through
intelligent
decision
support.
The
employs
transformer-based
model
with
over
140
million
parameters,
fine-tuned
using
diverse
dataset
of
cost-related
scenarios.
By
leveraging
generative
capabilities,
Gen-Optimizer
minimizes
inefficiencies,
automates
analysis
tasks,
provides
actionable
insights
decision-makers.
proposed
achieves
exceptional
performance
metrics,
including
prediction
accuracy
93.2%,
precision
93.5%,
recall
93.1%,
an
F1-score
93.3%.
perplexity
score
20.17
demonstrates
the
model’s
superior
language
understanding
abilities.
was
tested
real-world
scenarios,
demonstrating
its
ability
reduce
operational
by
4.11%
across
key
functions.
Furthermore,
it
aligns
sustainability
objectives,
promoting
resource
efficiency
reducing
waste.
highlights
transformative
potential
AI
management,
paving
way
scalable,
intelligent,
cost-effective
solutions.
Язык: Английский
Fostering a Greener India: Exploring the Mediating Role of Green Finance in Banking Activities and Environmental Performance
SDMIMD Journal of Management,
Год журнала:
2025,
Номер
unknown, С. 39 - 48
Опубликована: Март 19, 2025
The
present
study
examines
the
effect
of
green
banking
initiatives
on
financing
and
environmental
performance
Private
Commercial
Banks
(PCBs)
in
India.
discusses
relationship
between
activities
performance,
with
mediating.
research
brings
out
challenges
benefits
advancing
Indian
economy.
By
adopting
snowball
sampling
technique,
a
total
1,280
responses
were
gathered
from
PCBs,
Smart-Partial
Least
Squares
(PLS)
software
was
used
to
analyse
structural
relations
variables
as
well
assess
reliability
validity
measurement
model
validate
strength
its
significance
for
all
paths.
overall
empirical
findings
revealed
that
have
had
positive
correlation
regarding
through
PCBs
bridge
is
linked
financing.
In
addition,
highlights
spread
India,
which
include
enhanced
competitiveness,
improvement
customer
goodwill,
reduced
long-term
costs
carbon
footprint
minimisation
contributes
sustainable
economic
growth
national
progress.
This
provides
valuable
conceptual
insights
policy
implications
managers
seeking
enhance
services.
can
play
pivotal
role
addressing
promoting
sustainability
sector
by
fostering
implementing
practices.
will
serve
guide
policymakers
professionals
who
are
aiming
integrate
considerations
into
their
strategic
frameworks.
Язык: Английский
Evolution of Green Finance: Mapping Its Role as a Catalyst for Economic Growth and Innovation
Journal of risk and financial management,
Год журнала:
2024,
Номер
17(11), С. 507 - 507
Опубликована: Ноя. 12, 2024
This
scientometric
study
analyzes
the
evolving
landscape
and
outlook
of
green
finance
as
a
driver
economic
innovation
growth,
highlighting
key
trends
influential
research
within
this
critical
field.
A
dataset
371
publications
was
compiled
from
Scopus
Web
Science
databases
analyzed
using
VOSviewer,
Bibliometrix,
Voyant
tools
to
map
landscape.
By
systematically
reviewing
scientific
literature,
tracks
development
finance’s
role
catalyst
for
identifying
trending
topics,
studies,
major
contributors
through
bibliometric
methods.
The
analysis
reveals
growing
interdisciplinary
approach,
integrating
environmental,
social,
political
dimensions
into
research.
Keyword
identified
three
primary
thematic
clusters:
(1)
innovation,
(2)
carbon
neutrality,
fintech,
(3)
renewable
energy
urbanization.
provides
comprehensive
overview
field
aims
guide
future
while
contributing
ongoing
debates
on
in
fostering
sustainable
growth.
Язык: Английский