  We investigate the parameter estimation and prediction of two forms of the
stochastic SIR model driven by small L\'{e}vy noise with time-dependent
periodic transmission. We present consistency and rate of convergence results
for the least-squares estimators. We include simulation studies using the
method of projected gradient descent.
