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Automation in the Banking Sector: Process Automation for Hedge Accounting

datacite.subject.fosCiências Naturais::Ciências da Computação e da Informaçãopt_PT
dc.contributor.advisorCaldeira, João Carlos Palmela Pinheiro
dc.contributor.authorSilva, Tomás Côrte-Real Ferreira da
dc.date.accessioned2024-11-14T08:58:01Z
dc.date.available2024-11-14T08:58:01Z
dc.date.issued2024-11-04
dc.descriptionDissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business Analyticspt_PT
dc.description.abstractThis work revolves around the development of a tool made for the calculation of Hedge Ratio. This initiative came from a national bank, and it was our duty as KPMG workers to deliver a high standard tool. We spent 4 months in this bank developing this tool and using as baseline an older existing tool built in excel. The existing resource had a slow running time, the application crashed, and it had structural errors creating circular dependency. So, we created a solution, which we called the proposed tool, built in python and with an improvement ratio of over 20000% compared to the existing tool. This project built into 6 different modules of calculations proved, the inevitability of this digital transformation era. We rapidly understood that there is a market for automation in the finance sector due to the large data quantity that is being produced and due to the poor knowledge of the average worker in data structures and data engineering. With all this being said, our tool, not only shows how fast python can be compared to excel when handling complicated calculations, but also shows the need for investment in this area and creation for more tools like this one and creation for more packages and APIs connected to this line of work.pt_PT
dc.identifier.tid203777220pt_PT
dc.identifier.urihttp://hdl.handle.net/10362/175186
dc.language.isoengpt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectHedge Accountingpt_PT
dc.subjectMS Excelpt_PT
dc.subjectPython Automation Pipelinept_PT
dc.subjectProcess Improvementpt_PT
dc.subjectSDG 4 - Quality educationpt_PT
dc.subjectSDG 8 - Decent work and economic growthpt_PT
dc.subjectSDG 17 - Partnerships for the goalspt_PT
dc.titleAutomation in the Banking Sector: Process Automation for Hedge Accountingpt_PT
dc.typemaster thesis
dspace.entity.typePublication
rcaap.rightsopenAccesspt_PT
rcaap.typemasterThesispt_PT
thesis.degree.nameMestrado em Ciência de Dados e Métodos Analíticos Avançados, especialização em Métodos Analíticos para a Gestãopt_PT

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