We propose nonparametric estimators for the second-order central moments of possibly anisotropic spherical random fields, within a functional data analysis context. consider measurement framework where each field among an identically distributed collection fields is sampled at few directions, subject to error. The could be i.i.d. or serially dependent. Though similar setups have already been ex...