Marwa Zaki is a distinguished economics expert based in Cairo, Egypt, with over two decades of academic and professional experience in economics, actuarial analysis, and strategic planning. She holds a Ph.D. in Economics with a specialization in Financing from Ain Shams University (2019), complemented by a Master's in Economics (2009) and a Bachelor's in Accounting (2004) from the same institution. Professional Expertise Dr. Zaki currently serves as an Actuarial Specialist at the National Social Insurance Authority, where she applies advanced statistical models for risk assessment, financial forecasting, and regulatory compliance. Her work involves developing insurance premium structures, building predictive models for long-term financial stability, and advising on investment strategies through comprehensive risk-return analysis. As an economic expert with TURING (Palo Alto, California), she contributes her deep analytical expertise to fine-tuning large language models, bringing rigorous economic theory and quantitative techniques to cutting-edge AI development. Academic Contributions Dr. Zaki is an accomplished academic advisor and economics reviewer, having reviewed over 50 manuscript submissions for prestigious publishers including Wiley (Asia & the Pacific Policy Studies) and Taylor & Francis (Cogent Social Sciences). She provides constructive feedback to authors and confidential evaluations to journal editors, supporting scholarly publication in SCIE/SSCI indexed jour