We study lift metrics and lift connections on the tangent bundle TM of a Riemannian manifold (M, g) . We also investigate the statistical and Codazzi couples of TM and their consequences on the geometry of M. Finally, we prove a result on 1-Stein and Osserman structures on TM, whenever TM is equipped with the complete lift connection.