Results are provided for a comprehensive study of stress inhomogeneity in a ceramic surface layer based on zirconium dioxide under action of thermal loading. High stress inhomogeneity is revealed in ceramic structural elements. A requirement is noted for considering stress inhomogeneity in describing a wear and failure mechanism, and also in designing objects of this ceramic for prescribed operating conditions.