This paper obtains asymptotic results for parametric inference using prediction-based estimating functions when the data are high-frequency observations of a diffusion process with an infinite time horizon. Specifically, at n equidistant points $$\Delta _n i$$ , and scenario is \rightarrow 0$$ $$n\Delta \infty$$ . For useful tractable classes functions, existence consistent estimator proved und...