We propose newly developed unsmoothing techniques for appraisal-based real estate returns based on a regime …-switching Threshold Autoregressive (TAR) model. We show that when true returns follow a TAR process, conventional linear autoregressive … technique are misspecified and underestimate true variance. Two exogenous variables, equity returns and GDP growth, outperform …