As
global
environmental
challenges
intensify,
promoting
green
agricultural
production
technologies
(GAPTs)
that
balance
ecological
and
economic
benefits
at
the
farmer
level
has
become
a
crucial
pathway
to
achieving
sustainable
development.
To
achieve
this
goal,
study
uses
an
Ordered
Probit
model,
which
empirically
tests
impact
mechanisms
of
digital
supply
marketing
(DSM)
participation
on
farmers’
adoption
GAPTs,
based
micro-survey
1272
farmers
from
Shaanxi
Province,
Gansu
Ningxia
Hui
Autonomous
Region
in
China.
The
findings
reveal
following:
(1)
Participation
DSM
effectively
encourages
adopt
GAPTs.
(2)
Such
enhances
household
per
capita
income,
strengthens
risk
management,
lowers
entry
barriers
high-value
markets,
improves
access
information,
thereby
(3)
Compared
low-capital,
high-labor,
low-risk
technologies,
stronger
incentivizing
effect
high-capital,
low-labor,
high-risk
technologies.
This
offers
novel
empirical
insights
into
It
provides
micro-level
evidence
supporting
application
agriculture
safeguarding
sustainability.
Sustainability,
Год журнала:
2024,
Номер
16(20), С. 8879 - 8879
Опубликована: Окт. 14, 2024
In
the
context
of
global
climate
change
and
energy
resource
scarcity,
understanding
factors
that
influence
adoption
green
production
technology
by
rice
farmers
promoting
a
transformation
in
agricultural
practices
towards
low-carbon
environmentally
friendly
methods
represent
crucial
step
achieving
sustainable
development.
This
study
employs
an
ordered
logit
model
to
comprehensively
explore
mechanism
social
capital
risk
preference
within
farmers.
Research
indicates
can
significantly
positively
affect
farmers’
uptake
technology.
Among
various
dimensions,
it
be
seen
role
participation
emerges
as
particularly
salient
factor.
The
analysis
demonstrates
exerts
negative
moderating
influence.
heterogeneity
results
indicate
new-generation
part-time
prefer
adopting
new
technologies
if
they
possess
higher
capital.
light
findings
above,
is
recommended
organizational
support
cooperatives
collective
action
reinforced;
use
digital
agriculture
should
increased;
livelihood
changes
considered
meet
their
heterogeneous
needs
accurately;
integration
carbon
emission
reduction
policies
strengthened
promote
widespread
among
Journal of Educational Technology and Learning Creativity,
Год журнала:
2025,
Номер
3(1), С. 47 - 57
Опубликована: Май 3, 2025
Purpose
of
the
study:
This
study
aims
to
identify
socio-economic
and
institutional
factors
influencing
adoption
agricultural
technologies
by
small-scale
farmers
in
Adumasa.
The
explores
types
used
that
determine
their
decisions,
considering
benefits
drawbacks.
Methodology:
a
qualitative
approach
with
sample
15
from
Adumasa
community
(10
adopters
5
non-adopters),
paying
attention
gender
equality
(8
males
7
females).
Data
were
collected
through
direct/telephone
interviews,
field
observations,
document
analysis,
using
interview
guides
observation
notes
as
instruments.
analysis
was
carried
out
thematically
help
Atlas.ti
patterns
technology.
Main
Findings:
results
showed
application
technology
increased
productivity
up
25%
compared
conventional
methods
improved
economic
welfare
income
work
efficiency.
Novelty/Originality
this
novelty
lies
comprehensive
impact
on
aspects
farmers.
contributes
formulation
technology-based
policies
improve
food
security
farmer
welfare.
Environmental and Sustainability Indicators,
Год журнала:
2024,
Номер
23, С. 100432 - 100432
Опубликована: Июнь 26, 2024
Climate
change
is
one
of
the
main
crises
in
world
primarily
due
to
greenhouse
gas
emissions.
The
agricultural
sector
a
key
factor
reducing
Therefore,
this
study
aims
analyze
farmers'
intentions
use
low-carbon
technologies.
Based
on
theoretical
framework
adapted
from
comprehensive
action
determination
model,
data
were
collected
through
questionnaires
distributed
among
373
farmers
southern
region
West
Azarbaijan
province,
Iran.
Factors
influencing
identified
using
structural
equation
model.
results
indicated
that
attitude
(β
=
0.532),
habits
0.282),
and
objective
constraints
0.105)
significantly
influenced
adopt
model
predicted
68.4%
variance
intentions.
All
predictors
demonstrated
robustness
significant
positive
relationships,
except
for
subjective
constraints.
Additionally,
effectively
explained
normative
processes,
habitual
situational
influences,
intentional
processes
farmers.
This
research
suggests
policy
solutions
promote
adoption
technologies
by
response
climate
change,
thereby
fostering
sustainable
agriculture
region.
When
developing
future
plans
adaptation,
planners
should
as
fundamental
guideline.
essential
both
mitigating
enhancing
behavioral
intentions,
which
are
critical
objectives.
Frontiers in Sustainable Food Systems,
Год журнала:
2025,
Номер
9
Опубликована: Апрель 15, 2025
Introduction
Promoting
agricultural
low-carbon
transformation
are
essential
for
achieving
the
“dual
carbon”
targets
and
advancing
high-quality
development.
Methods
This
study
employed
evolutionary
game
theory
to
construct
a
tripartite
model
involving
local
governments,
enterprises,
consumers.
It
stimulated
their
decision-making
processes
explored
mechanisms
of
government
market.
Furthermore,
taking
into
account
regional
technological
differences,
this
examined
differentiated
incentive
effects
two
mechanisms,
developed
comprehensive
analytical
framework
transformation.
Results
(1)
The
revealed
three
evolutionarily
stable
states,
with
system
evolving
toward
optimal
equilibrium
(1,1,1)
under
specific
constraint
conditions.
(2)
To
achieve
system's
Pareto
optimality,
intervals
subsidy
coefficients
carbon
emission
penalties
were
(0.2,
0.25)
(1.5,
1.75),
respectively.
publicity
consumption
preferences
(0.3,
0.35)
(0.65,
0.7),
(3)
Considering
western
regions
lower
levels
technology
should
prioritize
regulation,
supplemented
by
market
adjustment.
Central
strike
balance
between
methods,
whereas
eastern
more
advanced
technologies
focus
on
adjustment,
regulation
as
supplement.
Discussion
enhances
understanding
underlying
market,
holding
both
theoretical
practical
significance
Frontiers in Environmental Science,
Год журнала:
2025,
Номер
13
Опубликована: Апрель 28, 2025
Introduction
Global
crop
straw
production
has
increased
sharply,
leading
to
serious
challenges
in
burning
and
disposal.
The
unsustainable
practice
of
open
wastes
valuable
renewable
resources
poses
significant
environmental
threats,
such
as
air
pollution
soil
degradation,
that
undermine
global
agricultural
sustainability.
Despite
extensive
efforts
by
the
Chinese
government
promote
resource
utilization
(CSRU),
low
farmer
participation
reliance
on
a
singular
technological
structure
remain
persistent
issues.
Methods
Drawing
prospect
theory,
this
study
integrates
behavioral
economics
policy
analysis
examine
how
farmers’
risk
preferences,
including
aversion,
loss
nonlinear
probability
weighting,
interact
with
heterogeneous
regulations,
incentives,
restrictions,
guidance,
shape
CSRU
behavior.
Using
micro-survey
data
from
440
rural
households
Liaoning
Province,
China,
we
apply
logit
model
quantify
these
relationships
analyze
moderating
role
specific
measures.
Results
empirical
results
show
farmers
generally
exhibit
strong
which
increases
average
adoption
10.56%,
meanwhile
an
excessive
focus
low‐probability
risks
significantly
willingness.
Furthermore,
fiscal
incentives
direct
subsidies
effectively
amplify
positive
effect
increasing
its
marginal
impact
23.7%.
In
contrast,
relying
solely
regulatory
measures
tends
weaken
compliance
costs,
thereby
reducing
5.22%.
Additional
reveals
heterogeneity
responses
based
income
structures
business
models:
high‐level
part‐time
much
stronger
response
their
aversion
being
approximately
3.5
times
low-level
part-time
farmers.
Discussion
By
synthesizing
insights
economics,
elucidates
mechanism
through
economic
are
balanced
process
highlights
critical
tools.
findings
provide
evidence
for
optimizing
management,
formulating
more
cost-effective
policies,
promoting
green
transformation
agriculture.
Agriculture,
Год журнала:
2025,
Номер
15(10), С. 1055 - 1055
Опубликована: Май 13, 2025
Low-carbon
agricultural
technology
(LCAT)
is
essential
for
China
to
achieve
its
carbon
emissions
peak
by
2030
and
neutrality
2060.
Farmers’
adoption
of
LCAT
crucial
adapting
mitigating
climate
change
risks.
This
study
explores
the
social-psychological
factors
shaping
farmers’
behavior,
utilizing
Theory
Planned
Behavior
Normative
Activation
Model.
Survey
data
from
360
farmers
in
Wuxi,
Jiangsu
Province,
were
analyzed
using
structural
equation
modeling.
Findings
show
that
behavioral
attitude,
perceived
control,
subjective
norms,
personal
norms
have
positive
direct
effects
on
adoption.
The
analyses
also
discovered
four
mediation
paths
indirectly
influence
adoption,
including
Subjective
Norms
→
Personal
Adoption
Level;
Consequence
Awareness
Responsibility
Attribution
Level.
deepens
our
understanding
mechanism
underlying
behavior.
findings
offer
valuable
insights
promoting
low-carbon
technologies
guiding
policy
development.
Recommendations
include
leveraging
social
enhance
educating
ethical
environmental
stewardship,
raising
awareness
farming’s
impacts,
providing
incentives
technical
support
reduce
barriers.
Information Technology for Development,
Год журнала:
2024,
Номер
unknown, С. 1 - 21
Опубликована: Апрель 5, 2024
Entrepreneurship
is
critical
for
poverty
reduction
and
economic
growth
in
developing
regions.
This
paper
first
examines
the
impact
of
Internet
use
on
farmer
entrepreneurship
explores
heterogeneous
effects
between
south
north
Jiangsu
because
former
much
more
economically
developed
than
latter.
Further,
this
detects
influencing
mechanisms
entrepreneurship.
The
results
show
that
has
a
significant
positive
effect
entrepreneurship,
are
different
Specifically,
can
promote
better
south.
Loan
access
social
network
impose
mediating
encourage
by
improving
loan
extending
farmers'
networks.
study
underscores
important
role
rural
areas.
Agricultural Economics (Zemědělská ekonomika),
Год журнала:
2024,
Номер
70(4), С. 187 - 197
Опубликована: Апрель 25, 2024
Adopting
low-carbon
agricultural
technologies
(LCATs)
is
fundamental
to
reducing
carbon
emissions
in
agriculture.
Our
study
explores
the
factors
influencing
adoption
of
LCATs
and
roles
production
outsourcing
specialised
farming
within
framework
off-farm
employment.
In
this
regard,
survey
data
were
collected
from
1
040
farmers
Yellow
River
region
China
2020
examine
effect
on
farmers'
LCATs.
Potential
mechanisms
associated
with
employment
are
considered
comprehend
relationship.
We
also
investigate
heterogeneous
effects
adopting
LCATs,
taking
different
education
levels
arable
land
areas
into
account.
The
results
show
a
positive
association
between
behaviour,
even
after
considering
self-selection
bias.
Specifically,
can
significantly
increase
likelihood
tillage,
irrigation,
fertilisation
by
7.2%,
8.1%,
7.3%,
respectively.
This
more
pronounced
among
higher
smaller
land.
Furthermore,
increases
promoting
farming.
findings
suggest
that
vital
alleviating
lack
resulting
