"Measuring downside risk - realised semivariance" OLE E. BARNDORFF-NIELSEN The T.N. Thiele Centre for Mathematics in Natural Science, Dept of Mathematical Sciences, University of Aarhus SILJA KINNEBROCK Oxford-Man Institute, University of Oxford and Merton College, University of Oxford NEIL SHEPHARD Oxford-Man Institute, University of Oxford and Dept of Economics, University of Oxford Abstract We propose a new measure of risk, based entirely on downwards moves measured using high frequency data. Realised semivariances are shown to have important predictive qualities for future market volatility. The theory of these new measures is spelt out, drawing on some new results from probability theory. Keywords: Market frictions; Quadratic variation; Realised variance; Semimartingale; Semivariance