My areas of expertise include climate finance, evaluation, disaster resilience, and sustainable development. I have worked on policy and research initiatives related to wetlands mitigation, climate adaptation, and financial inclusion, including positions with UNDP, WFP, and UNCDF. More recently, my work has focused on climate finance evaluation, and the use of data science and LLM-based tools to support research and evidence generation.