We present models of the 1.4 to 350 GHz spectral index alpha(1.4)(350) for
starburst galaxies as a function of redshift. The models include a semianal
ytic formulation, based on the well-quantified radio-to-far-infrared correl
ation for low-redshift star-forming galaxies, and an empirical formulation,
based on the observed spectrum of the starburst galaxies M82 and Arp 220.
We compare the models to the observed values of alpha(1.4)(350) for starbur
st galaxies at low and high redshift. We find reasonable agreement between
the models and the observations and, in particular, that an observed spectr
al index of alpha(1.4)(350) greater than or equal to +0.5 indicates that th
e target source is likely to be at high redshift, z greater than or equal t
o 1. The evolution of alpha(1.4)(350) with redshift is mainly due to the ve
ry steep rise in the Rayleigh-Jeans portion of the thermal dust spectrum sh
ifting into the 350 GHz band with increasing redshift. We also discuss situ
ations in which this relationship could be violated. We then apply our mode
ls to examine the putative identifications of submillimeter sources in the
Hubble Deep Field and conclude that the submillimeter sources reported by H
ughes et al. are likely to be at high redshifts, z greater than or equal to
1.5.