Earticle

The financial early warning system (EWS) aims to prevent financial crises by assessing and managing potential risks in the financial environment. The EWS in this paper utilizes R program to exclude human subjectivity through statistical techniques and enables efficient work. The existing EWS was based on a stand alone system and had the disadvantages of being difficult to use from a distance and having poor visibility. Therefore, in this paper, to implement a new EWS, dashboard visualization is implemented in a Web server environment using the open source platform such as MySQL DBMS, R program, and Shiny server package.

The Livelihood Empowerment against Program in Ghana, aimed at alleviating poverty, has shown limited impact on beneficiaries’ livelihoods, suggesting a need for a more comprehensive approach, including integrating cash transfers with other productive inclusion programs.