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Personalized

Personalized describes something tailored to an individual's needs, preferences, or circumstances. In practice, it implies customization or adaptation based on information about a person. The term is widely used in consumer products and services, as well as in education, healthcare, and technology, to improve relevance and engagement.

Etymology and spelling: The word comes from personal and the suffix -ized. American English uses personalized,

Applications and examples: In medicine, personalized (often called precision) medicine aims to tailor prevention and treatment

Techniques and considerations: Personalization relies on data collection, profiling, and analytics, including machine learning. It raises

See also: customization, user experience, privacy, data protection.

while
British
English
commonly
uses
personalised;
both
forms
are
recognized
in
international
use.
to
an
individual’s
genetic,
environmental,
and
lifestyle
factors.
In
marketing,
personalized
experiences
deliver
messages,
recommendations,
or
offers
based
on
an
individual’s
data.
In
education,
personalized
learning
adjusts
pace
and
content
to
a
learner’s
progress.
In
software
and
websites,
personalization
adapts
interfaces
and
recommendations
to
user
history
and
behavior.
privacy,
consent,
and
security
concerns,
and
may
risk
bias
or
inaccurate
profiling.
Effective
personalization
balances
usefulness
with
user
control,
transparency,
and
robust
safeguards.