Rural banks face an imperfect and uncertain demand for non-farm real estate agricultural loans. Maximization of a bank's expected utility for a negative binomial is solved by quartic programming. Empirical results show diversification between competitive and imperfectly competitive assets. Uncertainty about expected return parameters is an important risk component.