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illbalanced

Illbalanced is an adjective describing a state in which balance is lacking or symmetry is disrupted. The term can apply to physical objects, dynamic systems, or conditions and data where equilibrium is not achieved.

In mechanical and structural contexts, an ill-balanced component has uneven mass distribution or misalignment, leading to

In statistics and experimental design, ill-balanced (often called unbalanced) designs occur when group sizes are unequal

In health and movement sciences, an ill-balanced gait or posture indicates postural instability due to neurological,

Related terms include imbalance and unbalanced. The form ill-balanced is commonly written with a hyphen, though

vibrations,
noise,
wear,
or
failure.
Examples
include
a
wheel
with
out-of-balance
weight,
a
rotating
shaft
with
eccentric
loading,
or
a
frame
with
unequal
limb
lengths.
or
covariates
are
unevenly
distributed.
This
can
bias
estimates,
reduce
statistical
power,
and
complicate
hypothesis
testing.
Remedies
include
data
weighting,
stratified
sampling,
or
analyses
that
accommodate
imbalance,
such
as
mixed
models.
vestibular,
musculoskeletal,
or
proprioceptive
problems.
Clinicians
evaluate
balance
and
implement
rehabilitation
strategies
to
restore
symmetry
and
stability.
some
texts
may
use
illbalanced;
usage
varies
by
style
guide.