 Data is the key to explain the problems we want to solve and to assess the impact of the choices we make in energy policy. Data is important for making sound decisions. It tells us where we are, where we're going and how fast. As the amount of available data grows exponentially, so does the complexity. And that is really a huge workload, so we will have to deal with these new demands and in the other hand also deal with more complicated statistics. When we have a large database, only data will not help us. Many times we need to give an analytical review of that particular data. Developing tools would provide the insights and data needed to track emerging policy priority areas, including energy sector and clean energy transition, gender and diversity. We are always looking for new data source, especially administrative data source. It helps with the implementation of standards and concepts. It also improves our data credibility as well as our quality. Consistency is king. The IEA and other international frameworks they promote help ensure comparability and consistency of energy data from many countries. Climate change and ensuing energy transition is a global challenge and it is imperative for all those engaged in the field of energy to collaborate, cooperate, co-exist. I've heard Dr. Fatibi Rol say a few times that the IEA will look at the data. Based on the work we do with the IEA, we know how seriously the agency is about data quality. The refresher process is one thing I can always bring the IEA forward. We really appreciate the work of the IEA analysts who play an important role in evaluating our significance. The IEA continues support on this front as well as through the development of tools to support validation and exchange is very important. We encourage IEA to continue investing in a strong data experts team and capacity building actions. One of the things that is really rewarding is to know that we are working on data in a subject that interests a lot of persons and that are really well used. The best thing about working with data collection and analysis is better understanding and helping decision-makers understand the forces shaping our lives, our world. And this is a spark that can inspire them to do something to change for better. Preparing estimates that are used to guide policy and to help actions is super rewarding. What I find rewarding is knowing that I'm contributing to establishing a foundation for evidence-based decision-making. That thing alone makes me very happy.