This document discusses improving transparency and reporting over time under the Paris Agreement. It highlights that parties have requested the Ad Hoc Working Group to take into account facilitating improved reporting and transparency over time when developing guidelines. It also notes that the Capacity-building Initiative for Transparency aims to assist in the improvement of transparency over time. The document then examines Japan's evolution of its MRV system development over time and discusses barriers to implementing MRV systems in developing countries.