Sustainability,
Journal Year:
2025,
Volume and Issue:
17(8), P. 3592 - 3592
Published: April 16, 2025
Adopting
educational
technology
remains
a
critical
challenge
in
developing
countries,
particularly
given
limited
resources
and
the
urgency
of
achieving
United
Nations’
Sustainable
Development
Goal
4
by
2030.
This
paper
aims
to
create
validate
model
for
adoption
countries
(ETADC)
that
addresses
gaps
existing
models
incorporating
education-specific
factors
local
contexts.
The
ETADC
integrates
foundational
theories
with
elements
within
technological
pedagogical
content
knowledge
(TPACK)
framework,
empowering
educators
enhance
teaching–learning
experiences
tech-driven
world.
framework
includes
six
components—four
sourced
from
established
two
based
on
research
into
in-service
pre-service
teachers
regarding
adoption.
These
components
formulate
an
appropriate
evaluating,
identifying,
implementing
technologies
countries’
Validation
through
meta-analysis
two-stage
structural
equation
modeling
R
Studio
version
4.4.0
data
30
high-impact
studies
(sample
size
N
=
8934)
confirmed
model’s
effectiveness,
showcasing
strong
fit
significant
path
coefficient.
has
been
used
evaluate
certain
further
offers
practical
scalable
roadmap
sustainable
EdTech
adoption,
potentially
supporting
transformation
development
worldwide,
under-resourced
ChatGPT
(Chat
Generative
Pre-trained
Transformer)
as
an
artificial
intelligence
(AI)
tool
has
created
a
paradigm
shift
in
the
field
of
media
studies
by
enhancing
research
efficiency,
transforming
teaching,
and
on
other
hand,
raising
critical
questions
about
authorship
algorithmic
bias
which
sparked
concerns
over
ethical
implications
studies.
This
study
therefore
investigated
communication
scholars'
views,
concerns,
expectations
regarding
ChatGPT's
integration
into
through
in-depth
interview
20
scholars
purposively
drawn
from
all
scattered
various
universities
within
Anambra
state,
Nigeria.
Findings
revealed
that
most
State,
Nigeria,
viewed
beneficial
for
sustainability
regardless
disadvantages
inherent
its
usage
are
willing
to
adopt
it
some
have
already
put
use
activities
It
is
recommended
training
programmes
focused
AI
literacy
essential
equip
with
necessary
skills
engage
effectively.
Smart Learning Environments,
Journal Year:
2025,
Volume and Issue:
12(1)
Published: Feb. 6, 2025
Abstract
Researchers
have
significantly
explored
language
learners'
attitudes
toward
ChatGPT
through
the
lens
of
technology
acceptance
models,
particularly
with
its
development
and
integration
into
computer-assisted
learning
(CALL).
However,
further
research
in
this
area
is
necessary
to
apply
a
theoretical
framework
pedagogical-oriented
perspective.
Therefore,
study,
researchers
utilized
students'
approaches
environment
(SAL)
extended
it
by
incorporating
multilevel
perspective
that
encompasses
contextual,
individual,
ChatGPT-related
factors.
Accordingly,
integrated
their
syllabus
guided
learners
three
universities
Ardabil
City
use
during
academic
year
2023–2024.
In
end,
214
participants
answered
study
questionnaire.
The
result
partial
least
squares
modeling
(PLS-SEM),
Importance
performance
map
analysis
(IPMA)
showed
leadership,
where
university
executive
provides
atmosphere
for
norms
integration,
could
shape
learners’
organizing
approach
using
daily
schedule.
Additionally,
personalization
anthropomorphism
were
among
significant
factors
shaped
deep
as
source
meaningful,
cross-referenced
CALL
tool.
low
feedback
reliability,
privacy
concerns,
ChatGPT's
perceived
value
contributed
surface
minimizing
ChaGPT-related
factor.
On
basis
these
findings,
introduces
new
conceptual
artificial
intelligence
(AILL)
suggests
leadership
should
be
promoted
at
macro-contextual
level
might
cover
other
micro-contextual,
personal,
factors,
including
price-value,
personalization,
motivation,
which
are
important
elements
CHAGPTALL.
Innovative Higher Education,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Oct. 7, 2024
Abstract
This
study
aimed
to
investigate
how
AI
impacts
students’
intrinsic
motivation
and
learning
experiences
in
various
cultural
academic
settings.
An
analysis
of
the
effects
AI-powered
tools
on
enhancement
was
conducted
early
2024.
The
recruited
455
students
(192
males
263
females)
from
Egypt,
Saudi
Arabia,
Spain,
Poland
who
were
studying
diverse
majors
educational
faculties.
Using
a
5-point
Likert
scale,
validated
instrument
included
three
dimensions
with
total
10
items:
AI,
enhancing
learning,
overall
perception
education.
Significant
differences
found
by
nationality
major,
Polish
education
technology
showing
highest
levels.
As
result
experiences,
autonomy,
critical
thinking
skills,
positively
influence
motivation.
Motivation,
however,
not
significantly
influenced
level.
Despite
ethical
concerns,
held
moderately
positive
view
artificial
intelligence
Further
research
optimal
implementation
considerations
is
necessary
based
these
findings.
Applied System Innovation,
Journal Year:
2024,
Volume and Issue:
7(6), P. 110 - 110
Published: Nov. 7, 2024
This
narrative
review
synthesizes
and
analyzes
empirical
studies
on
the
adoption
acceptance
of
ChatGPT
in
higher
education,
addressing
need
to
understand
key
factors
influencing
its
use
by
students
educators.
Anchored
theoretical
frameworks
such
as
Technology
Acceptance
Model
(TAM),
Unified
Theory
Use
(UTAUT),
Diffusion
Innovation
(DoI)
Theory,
Technology–Organization–Environment
(TOE)
model,
Planned
Behavior,
this
highlights
central
constructs
shaping
behavior.
The
confirmed
include
hedonic
motivation,
usability,
perceived
benefits,
system
responsiveness,
relative
advantage,
whereas
effects
social
influence,
facilitating
conditions,
privacy,
security
vary.
Conversely,
technology
readiness
extrinsic
motivation
remain
unconfirmed
consistent
predictors.
study
employs
a
qualitative
synthesis
40
peer-reviewed
studies,
applying
thematic
analysis
uncover
patterns
driving
adoption.
findings
reveal
that,
while
traditional
models
offer
valuable
insights,
deeper
exploration
contextual
psychological
is
necessary.
study’s
implications
inform
future
research
directions
institutional
strategies
for
integrating
AI
support
educational
innovation.
Innovative Higher Education,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 24, 2025
Abstract
As
generative
artificial
intelligence
(GenAI)
tools
such
as
ChatGPT
become
more
capable
and
accessible,
their
use
in
educational
settings
is
likely
to
grow.
However,
the
academic
community
lacks
a
comprehensive
understanding
of
perceptions
attitudes
students
instructors
toward
these
new
tools.
In
Fall
2023
semester,
we
surveyed
982
76
faculty
at
large
public
university
United
States,
focusing
on
topics
perceived
ease
use,
ethical
concerns,
impact
GenAI
learning,
differences
responses
by
role,
gender,
discipline.
We
found
that
did
not
differ
significantly
higher
education,
except
regarding
hedonic
motivation,
habit,
interest
exploring
technologies.
Students
also
used
for
coursework
or
teaching
similar
rates,
although
regular
was
still
low
across
both
groups.
Among
students,
significant
between
males
STEM
majors
females
non-STEM
majors.
These
findings
underscore
importance
considering
demographic
disciplinary
diversity
when
developing
policies
practices
integrating
contexts,
may
influence
learning
outcomes
differently
various
groups
students.
This
study
contributes
broader
how
can
be
leveraged
education
while
highlighting
potential
areas
inequality
need
addressed
widely
used.
Cogent Education,
Journal Year:
2025,
Volume and Issue:
12(1)
Published: Jan. 4, 2025
This
study
aims
to
reveal
the
use
of
artificial
intelligence
(AI)
in
accounting
classes,
analyze
factors
that
influence
educators
AI
continuously
learning,
and
describe
challenges
ethics
developing
AI.
The
research
population
is
(teachers
lecturers)
Indonesia
who
are
members
Professional
Alliance
Accounting
Educators
throughout
Indonesia.
sampling
method
used
was
purposive
sampling.
data
collection
a
questionnaire
distributed
online
via
Google
form
platform,
which
gathered
230
responses,
including
146
teachers
84
lecturers.
descriptive
analysis
structural
equation
model
were
data.
findings
show
Canva
most
widely
tool,
followed
by
ChatGPT.
Teachers
lecturers
primarily
create
learning
materials
write
academic
articles.
results
only
performance
expectancy
gender
significantly
impact
intention
education.
Conversely,
competence
key
affecting
actual
usage
behavior
learning.
In
addition,
various
exist
using
AI,
issues
related
effectiveness
efficiency,
IT
ethics,
fostering
student
engagement
interaction.
Cogent Education,
Journal Year:
2025,
Volume and Issue:
12(1)
Published: Feb. 2, 2025
ChatGPT,
an
AI
chatbot
created
by
OpenAI
in
November
2022,
has
caught
the
attention
of
scholars
due
to
its
potential
higher
education.
Despite
benefits
personalized
learning,
academic
assistance,
and
task
automation,
concerns
remain
regarding
impact
on
students'
logical
reasoning
integrity.
Drawing
Technology
Acceptance
Model
(TAM),
this
study
explored
predictors
behavioral
intention
use
ChatGPT
(BIU)
for
purposes
among
university
students
Mogadishu,
Somalia.
Using
a
cross-sectional
quantitative
design,
we
gathered
data
via
online
survey
299
from
four
universities
Structural
equation
modeling
with
SmartPLS
4
was
used
analyze
proposed
relationships.
The
results
uncovered
that
perceived
usefulness,
ease
use,
social
influence,
hedonic
motivation,
credibility
have
positively
significantly
impacted
ChatGPT.
Surprisingly,
findings
depicted
information
accuracy
negatively
moderates
association
between
study's
result
implies
explicit
guidelines
should
be
established
Somali
education
facilitate
proper
utilization
ensuring
it
improves
learning
while
mitigating
issues
over
Scientific Reports,
Journal Year:
2024,
Volume and Issue:
14(1)
Published: Aug. 5, 2024
The
emergence
of
ChatGPT
has
significantly
impacted
the
field
education.
While
much
existing
research
predominantly
examined
theoretical
implications
ChatGPT,
there
is
a
notable
absence
empirical
studies
substantiating
these
claims.
As
pivotal
stakeholders
in
education
and
primary
users
exploring
willingness
influencing
factors
higher
students
to
use
can
offer
valuable
insights
into
real-world
needs
student
users.
This,
turn,
serve
as
foundation
for
empowering
with
intelligent
technologies
future.
This
study
focuses
specifically
on
demographic
Chinese
who
have
utilized
ChatGPT.
Using
semi-structured
interviews
grounded
theory
methodology,
we
aim
comprehensively
understand
extent
which
embrace
new
technologies.
Our
objective
elucidate
behavioral
inclinations
findings
this
will
contribute
practical
refining
policy
frameworks,
expanding
dissemination
quality
resources,
optimizing
upgrading
products
an
enhanced
user
experience,
fostering
higher-order
thinking
skills
adeptly
navigate
evolving
technological
landscapes.
In
conclusion,
endeavors
bridge
gap
between
discussions
applications.