Mathematics,
Год журнала:
2024,
Номер
12(15), С. 2324 - 2324
Опубликована: Июль 25, 2024
With
the
implementation
of
conceptual
labeling
on
online
learning
resources,
knowledge-concept
recommendations
have
been
introduced
to
pinpoint
concepts
that
learners
may
wish
delve
into
more
deeply.
As
core
subject
learning,
learners’
preferences
in
knowledge
should
be
given
greater
attention.
Research
indicates
for
are
influenced
by
characteristics
their
group
structure.
There
is
a
high
degree
homogeneity
within
group,
and
notable
distinctions
exist
between
internal
external
configurations
group.
To
strengthen
group-structure
behaviors,
multi-task
strategy
proposed;
this
called
Knowledge-Concept
Recommendations
with
Heterogeneous
Graph-Contrastive
Learning.
Specifically,
due
difficulty
accessing
authentic
social
networks,
structural
neighbors
considered
positive
contrastive
pairs
construct
self-supervision
signals
predefined
meta-path
from
heterogeneous
information
networks
as
auxiliary
tasks,
which
capture
higher-order
presenting
different
perspectives.
Then,
Information
Noise-Contrastive
Estimation
loss
regarded
main
training
objective
increase
differentiation
professional
backgrounds.
Extensive
experiments
constructed
MOOCCube,
we
find
our
proposed
method
outperforms
other
state-of-the-art
concept-recommendation
methods,
achieving
6.66%
HR@5,
8.85%
NDCG@5,
8.68%
MRR.
Computer Science & IT Research Journal,
Год журнала:
2024,
Номер
5(5), С. 1126 - 1144
Опубликована: Май 13, 2024
This
review
paper
delves
into
the
transformative
impact
of
big
data
and
analytics
on
strategic
marketing
decision-making.
Examining
integration
vast
datasets
analytical
tools
in
strategies
highlights
how
these
technological
advancements
enable
a
deeper
understanding
customer
behavior,
enhance
product
development,
provide
competitive
edge.
The
underscores
importance
data-driven
insights
formulating
personalized
critical
role
predictive
prescriptive
It
addresses
challenges
ethical
considerations
associated
with
usage,
emphasizing
need
for
robust
governance
practices.
suggests
future
research
directions,
focusing
emerging
technologies
methodologies
that
could
further
influence
decisions.
Keywords:
Big
Data,
Analytics,
Strategic
Marketing,
Data-Driven
Decision-Making,
Ethical
Considerations,
Emerging
Technologies.
World Journal of Advanced Research and Reviews,
Год журнала:
2024,
Номер
22(1), С. 1415 - 1430
Опубликована: Апрель 26, 2024
This
study
presents
a
Comparative
Technical
Analysis
of
Legal
and
Ethical
Frameworks
in
AI-Enhanced
Procurement
Processes.
The
research
aims
to
evaluate
the
existing
legal
ethical
frameworks
governing
use
artificial
intelligence
(AI)
procurement
identify
best
practices
for
ensuring
transparency,
accountability,
decision-making
AI-driven
processes.
adopts
mixed-methods
approach,
combining
quantitative
surveys
qualitative
interviews
with
professionals
experts.
design
allows
comprehensive
analysis
challenges
associated
AI
deployment
provides
insights
into
practical
strategies
addressing
these
challenges.
Findings
from
indicate
growing
recognition
need
clear
guidelines
regulations
govern
procurement.
While
respondents
acknowledge
potential
benefits
AI,
such
as
improved
efficiency
cost
savings,
they
also
express
concerns
about
algorithmic
bias,
data
privacy,
lack
transparency
Based
on
findings,
recommends
several
enhancing
AI-enhanced
These
include
developing
deployment,
providing
training
support
professionals,
establishing
mechanisms
monitoring
evaluating
systems.
Overall,
highlights
importance
integrating
considerations
ensure
decision-making.
findings
contribute
body
literature
governance
provide
policymakers,
other
stakeholders
involved
MANAS Sosyal Araştırmalar Dergisi,
Год журнала:
2025,
Номер
14(1), С. 38 - 57
Опубликована: Янв. 15, 2025
Teknolojik
gelişmeler
dünyada
birçok
sektörde
değişikliklere
neden
olmuş,
eğitim
alanında
uzaktan
uygulamaları
geleneksel
eğitimin
yeniden
gözden
geçirilmesini
sağlamıştır..
Bu
durum
Eğitim
4.0
kavramını
önemli
hale
getirmiştir.
araştırmanın
amacı,
sürecini
deneyimleyen
Sosyal
Bilgiler
öğretmen
adaylarının
eğitime
yönelik
görüşlerini
ortaya
çıkarmaktır.
araştırma,
nitel
araştırma
desenlerinden
olgu
bilim
deseni
ile
yürütülmüştür..
Araştırma,
2022-2023
akademik
yılı
bahar
döneminde
Doğu
Anadolu
bölgesinde
bulunan
bir
devlet
üniversitesinin
Fakültesinde
gerçekleştirilmiştir.
Araştırmanın
verileri
araştırmacı
tarafından
geliştirilen
Görüşme
Formu
aracılığıyla
toplam
45
adayından
toplanmıştır.
Verilerin
analizinde
analiz
yöntemlerinden
içerik
analizi
yöntemi
kullanılmıştır.
Araştırma
sonuçlarına
göre;
adayları,
sürecinde
en
çok
canlı
derse
katılma,
dosya
yükleyebilme
ve
video
izleme
gibi
olanakları
kullanmış;
ödev
takibi
grup
çalışmaları
diğer
özelliklerden
de
faydalanmışlardır.
Öğrenciler,
dersleri
genellikle
kayıt
gerçekleştirmiş
veya
olarak
takip
etmiştir.
Uzaktan
olumlu
yönleri
arasında
ders
tekrar
imkânı,
zaman
mekân
esnekliği,
maddi
tasarruf
teknolojik
becerilerin
gelişimi
öne
çıkarken,
olumsuz
yönler
ise
internet
bağlantı
problemleri,
odaklanma
zorlukları,
sosyal
izolasyon
sınav
güvenliği
endişeleri
belirlenmiştir.
bağlamda
paydaşlara
alt
yapının
güçlendirilmesi,
geri
bildirim
destek
hizmetlerinin
sağlanması
sanal
sınıf
ortamlarının
daha
etkili
kullanılabilirliği
çerçevesinde
öneriler
sunulmuştur.
International Journal of Management & Entrepreneurship Research,
Год журнала:
2024,
Номер
6(5), С. 1547 - 1580
Опубликована: Май 12, 2024
The
pervasive
impact
of
social
media
marketing
on
consumer
behavior
within
the
retail
industry
serves
as
focal
point
this
comprehensive
review.
This
paper
aims
to
dissect
intricate
relationship
between
initiatives
and
their
effects
purchasing
patterns,
brand
loyalty,
engagement.
By
collating
examining
a
broad
spectrum
literature,
including
empirical
studies,
theoretical
frameworks,
case
analyses,
review
endeavors
provide
holistic
understanding
how
platforms
are
reshaping
interactions
with
brands.
Without
adopting
primary
research
methodology,
critically
analyzes
existing
findings
identify
prevailing
trends,
effective
strategies,
resultant
responses
in
context.
analysis
delves
into
mechanisms
through
which
influences
perceptions,
engagement
practices,
ultimately,
decisions.
It
highlights
transformative
power
marketing,
emphasizing
shift
towards
more
interactive,
personalized,
consumer-driven
communication
strategies.
Key
insights
reveal
that
exerts
profound
influence
behavior,
mediated
by
factors
such
content
authenticity,
extent
engagement,
strategic
use
influencers
user-generated
content.
These
elements
shown
enhance
visibility,
strengthen
consumer-brand
relationships,
behavior.
posits
represents
critical
element
contemporary
mix,
significant
implications
for
behaviour.
Retailers
must
leverage
innovative
strategies
engage
consumers
effectively.
also
suggests
avenues
future
research,
particularly
context
evolving
trends
synthesis
equip
practitioners
scholars
nuanced
role
shaping
dynamics
sector.
Keywords:
Social
Media
Marketing,
Consumer
Engagement,
Brand
Awareness,
Content
Influencer
Personalization,
Customer
Relationship
Management
(CRM).
Salud Ciencia y Tecnología,
Год журнала:
2025,
Номер
5, С. 1309 - 1309
Опубликована: Янв. 4, 2025
This
study
examines
the
impact
of
online
learning
on
students'
mental
health
and
outcomes
at
Batam
University,
focusing
digital
literacy,
socio-emotional
engagement,
skills,
home
environment.
The
transition
to
learning,
driven
by
COVID-19
pandemic,
has
reshaped
educational
practices,
introducing
both
opportunities
challenges
for
students.
A
quantitative
approach
with
an
explanatory
survey
method
was
adopted
analyze
direct
indirect
effects
outcomes.
involved
110
Mechanical
Engineering
students
from
2021,
2022,
2023
cohorts.
Data
were
collected
using
a
questionnaire
20
items
each
variable,
assessed
Likert
scale.
validity
reliability
tested
SPSS,
while
path
analysis
AMOS
employed
evaluate
relationships
between
variables.
results
indicate
that
significantly
affects
health,
particularly
increasing
academic
anxiety
stress
levels.
However,
it
positively
influences
outcomes,
especially
in
metacognitive
though
persist
collaborative
skills
creativity.
Digital
environment
are
critical
factors
achieving
successful
concludes
provides
flexibility
innovation,
also
presents
psychological
social
challenges.
Increasing
engagement
adopting
more
holistic
necessary
mitigate
issues
enhance
ensuring
education
supports
well-being
success
Open Access Research Journal of Multidisciplinary Studies,
Год журнала:
2024,
Номер
7(2), С. 086 - 097
Опубликована: Май 5, 2024
This
paper
examines
how
multilingual
education
strategies
can
be
applied
within
STEM
classrooms
to
bridge
linguistic
gaps
and
enhance
learning
outcomes.
It
reviews
various
teaching
approaches
incorporating
multiple
languages
in
conveying
scientific
concepts,
aiming
improve
accessibility,
understanding
for
students
from
diverse
backgrounds.
The
analysis
includes
case
studies
of
schools
successfully
implementing
programs,
highlighting
the
benefits
challenges
such
educational
practices.
Multilingualism
presents
opportunities
science
education,
particularly
bridging
gap
between
(Science,
Technology,
Engineering,
Mathematics)
subjects
diversity.
review
provides
an
overview
key
themes
findings
a
education.
highlights
students'
including
language
barriers
that
may
impede
their
complex
concepts.
also
importance
addressing
these
through
innovative
leverage
diversity
as
strength
rather
than
limitation.
Key
include
effectiveness
bilingual
models,
content
language-integrated
(CLIL),
enhancing
literacy
proficiency.
These
models
allow
develop
knowledge
skills
tandem,
leading
improved
academic
discusses
role
culturally
responsive
engaging
subjects.
By
cultural
backgrounds
into
curriculum,
educators
create
more
inclusive
effective
environments
cater
needs
learners.
Overall,
adopting
approach
subjects,
which
recognizes
values
embracing
multilingualism
help
gaps,
ultimately
promoting
significant
equity
inclusivity
World Journal of Advanced Research and Reviews,
Год журнала:
2024,
Номер
22(2), С. 144 - 156
Опубликована: Май 6, 2024
This
research
investigates
the
relationship
between
multilingual
abilities
and
socioeconomic
mobility
among
immigrant
populations.
It
evaluates
how
linguistic
competencies
influence
employment
opportunities,
educational
attainment,
social
integration.
The
study
aims
to
provide
insights
into
policymakers
educators
can
leverage
education
for
economic
inclusion.
phenomenon
of
multilingualism
populations
has
garnered
significant
scholarly
attention
due
its
potential
implications
mobility.
Review
comprehensively
analyzes
correlation
advancement
communities.
Drawing
upon
various
academic
literature,
this
elucidate
nuanced
language
proficiency,
cultural
adaptation,
begins
by
contextualizing
importance
in
contemporary
society,
particularly
context
globalization
increased
migration
flows.
Multilingualism,
defined
as
ability
speak
multiple
languages
proficiently,
is
posited
an
asset
immigrants
seeking
navigate
new
landscapes.
Through
a
review
existing
research,
examines
influences
Firstly,
individuals
often
possess
enhanced
communication
skills,
enabling
them
access
broader
range
opportunities
interact
effectively
diverse
workplace
environments.
Furthermore,
proficiency
facilitates
integration
factors
that
are
closely
associated
with
success.
Immigrants
who
barriers
may
experience
greater
upward
trajectories.
Moreover,
explores
role
attainment
intergenerational
Studies
suggest
bilingualism
positively
affect
performance
cognitive
development,
potentially
leading
improved
outcomes
children.
Additionally,
facilitate
transmission
capital
networks,
which
critical
determinants
However,
complex
multifaceted.
Factors
such
levels,
policy,
discrimination
significantly
impact
intersectionality
other
identities,
race,
ethnicity,
class,
necessitates
understanding
shapes
In
conclusion,
highlights
intricate
interplay
By
examining
multifaceted
dimensions
integration,
contributes
deeper
shaping
experiences
pathways
success
sociocultural
contexts.
International Journal of Applied Research in Social Sciences,
Год журнала:
2024,
Номер
6(5), С. 861 - 890
Опубликована: Май 12, 2024
This
study
provides
a
comprehensive
review
of
the
influence
voice-activated
technologies,
particularly
voice
assistants,
on
consumer
behavior
and
brand
loyalty
in
United
States.
The
primary
objective
is
to
understand
how
these
emerging
technologies
are
reshaping
shopping
habits
dynamics
brand-consumer
interactions.
methodology
encompasses
thorough
analysis
peer-reviewed
academic
journals,
industry
reports,
case
studies,
supplemented
by
secondary
sources
such
as
market
analyses
news
articles.
Key
findings
reveal
that
assistants
have
induced
significant
paradigm
shift
behavior,
characterized
changes
purchasing
patterns,
decision-making
processes,
convenience
personalized
experience
offered
led
increased
impulse
buying
experimentation.
However,
this
accompanied
challenges
data
privacy
security.
also
highlights
rapid
evolution
engagement,
with
advancements
AI
machine
learning
enhancing
personalization
efficiency.
Strategically,
recommends
brands
retailers
invest
search
optimization,
develop
secure
practices,
collaborate
technology
developers
create
engaging
experiences.
concludes
while
present
substantial
opportunities
for
enhanced
they
pose
require
careful
navigation,
maintaining
trust
ethical
standards.
Future
research
directions
include
exploring
long-term
effects
impact
demographic
factors
adoption
assistants.
Keywords:
Voice
Assistants,
Consumer
Behavior,
Brand
Loyalty,
Voice-Activated
Technologies.
Systems,
Год журнала:
2024,
Номер
12(9), С. 323 - 323
Опубликована: Авг. 25, 2024
The
Great
Reset
is
a
concept
proposed
by
the
World
Economic
Forum
to
rebuild
global
economy
sustainably
following
COVID-19
pandemic,
emphasising
stakeholder
capitalism,
greener
practices,
and
more
equitable
social
contracts.
However,
most
of
literature
focuses
on
role
business
government
actors
in
Reset.
At
same
time,
research
that
considers
higher
education
institutions
(HEIs)
lacking.
HEIs
have
significant
capacity
support
various
aspects
In
this
work,
we
examine
different
mechanisms
which
could
bring
change,
such
as
fostering
growth
workforce
skills,
promoting
entrepreneurship
innovation,
participating
community
development
others.
A
survey
sample
university
professors,
postdoctoral
researchers,
assistants
has
been
conducted
with
goal
evaluating
degree
played
influencing
economic
recovery
after
COVID-19,
leveraging
industry
4.0,
enhancing
regional
development,
revitalising
cooperation,
formulating
sustainable
models,
restoring
environmental
well-being,
restructuring
contracts,
employment
opportunities.
two-step
cluster
analysis
conducted,
indicating
roles
process,
being
Leaders,
Followers
Laggers.
We
found
difference
between
groups
respondents
according
their
scientific
field,
position,
region
regarding
perception
COVID-19.
position
contributed
participated
process
Reset,
assistant
professors
perceiving
often
are
Leaders.
Additionally,
field
HEI
also
impacted
from
technology
countries
outside
Europe
Leaders
often.
On
other
hand,
Laggers
were
equally
sciences
fields
European
countries.