Permutation codes are vector quantizers whose codewords are related by perm
utations and, in one variant, sign changes. Asymptotically, as the vector d
imension grows, optimal Variant I permutation code design is identical to o
ptimal entropy-constrained scalar quantizer (ECSQ) design. However, contrad
icting intuition and previously published assertions, there are finite bloc
k length permutation codes that perform better than the best ones with asym
ptotically large length; thus, there are Variant I permutation codes whose
performances cannot be matched by any ECSQ. Along similar lines, a new asym
ptotic relation between Variant I and Variant II permutation codes is estab
lished but again demonstrated to not necessarily predict the performances o
f short codes. Simple expressions for permutation code performance are foun
d for memoryless uniform and Laplacian sources. The uniform source yields t
he aforementioned counterexamples.