A carregar...
Publicação
Estágio Curricular nos Departamentos de Data Science e Software Development no Sport Lisboa e Benfica
| Nome: | Descrição: | Tamanho: | Formato: | |
|---|---|---|---|---|
| 4.4 MB | Adobe PDF |
Orientador(es)
Resumo(s)
Este trabalho final do Mestrado visa detalhar todos os projetos que foram desenvolvidos,
durante os meses de outubro a julho, do estágio curricular realizado no Sport Lisboa e Benfica, onde foram objeto de implementação alguns temas e conteúdos abordados no decorrer
do Mestrado, mas também onde foi adquirido muito conhecimento no decorrer destes 10
meses.
Inicialmente começamos com uma introdução do desporto em geral e do futebol em
particular e reconhecemos que os clubes desportivos cada vez mais inovam nas áreas de
Data Science, análise e de tecnologia à procura de resultados que lhes permita ter vantagem
sobre os rivais. Seguidamente fizemos uma revisão da literatura onde são abordados alguns
tópicos que foram posteriormente trabalhados nos vários projectos durante o estágio, tais
como Sports Analytics, Data Science e Web Scraping. Em seguida, é feita uma análise e
introdução ao grupo Sport Lisboa e Benfica, onde foi apresentado uma comparação entre o
que é mencionado na revisão da literatura e o que o SLB anda a realizar. Neste capitulo,
existe uma explicação das duas equipas de trabalho que realizaram estes projetos, quais os
seus objectivos, o seu trabalho e uma comparação entre os métodos de trabalho de cada
uma.
A próxima fase é a dos projectos que foram realizados, onde na equipa de Software
Development o trabalho realizado foi baseado primeiro numa leitura da documentação e
depois na parte dos testes. Na equipa de Data Science fez-se um projecto de raiz, onde foi
criado um algoritmo de extração de dados a partir de duas fontes de dados, onde foram
recolhidas variada informação de jogadores que já passaram pelo SLB, onde posteriormente
houve uma junção de dados recolhidos com os dados do SLB. Finalmente passámos à fase de
construção de relatórios de Power BI, onde procedemos a uma análise profunda dos dados.
Posteriormente é feita uma análise crítica do progresso neste estágio curricular, acrescentando
igualmente um segmento onde é revisto e mencionado o próprio desenvolvimento pessoal.
Na conclusão há uma análise geral de todo o progresso que houve ao longo destes meses,
nomeadamente uma referência a limitações, problemas encontrados e sugestões.
This final work of the Master aims to detail all the projects that were developed, during the months from October to July, of the curricular internship held at Sport Lisboa e Benfica, where some topics and contents discussed during the Master were subject to implementation, but also where much knowledge was acquired during these 10 months. Initially we started with an introduction of sports in general and soccer in particular and recognized that sports clubs are increasingly innovating in the areas of Data Science, analysis and technology in search of results that allow them to have an advantage over their rivals. Next we did a literature review where some topics that were later worked on in various projects during the internship, such as Sports Analytics, Data Science and Web Scraping are addressed. Next, an analysis and introduction to the Sport Lisboa e Benfica group is made, where a comparison between what is mentioned in the literature review and what SLB is doing was presented. In this chapter, there is an explanation of the two work teams that carried out these projects, what their objectives are, their work and a comparison between the working methods of each one. The next phase is the projects that were carried out, where in the Software Development team the work done was based first on a reading of the documentation and then on the testing part. The Data Science team made a project from scratch, where an algorithm was created to extract data from two data sources, where various information of players who have passed through SLB were collected, where later there was a junction of data collected with the SLB data. Finally we passed to the report construction phase of Power BI, where we proceeded to a deep analysis of the data. Afterwards there is a critical analysis of the progress in this curricular internship, also adding a segment where the personal development itself is reviewed and mentioned. In the conclusion there is an overall analysis of all the progress that has been made over these months, including a reference to limitations, problems encountered and suggestions.
This final work of the Master aims to detail all the projects that were developed, during the months from October to July, of the curricular internship held at Sport Lisboa e Benfica, where some topics and contents discussed during the Master were subject to implementation, but also where much knowledge was acquired during these 10 months. Initially we started with an introduction of sports in general and soccer in particular and recognized that sports clubs are increasingly innovating in the areas of Data Science, analysis and technology in search of results that allow them to have an advantage over their rivals. Next we did a literature review where some topics that were later worked on in various projects during the internship, such as Sports Analytics, Data Science and Web Scraping are addressed. Next, an analysis and introduction to the Sport Lisboa e Benfica group is made, where a comparison between what is mentioned in the literature review and what SLB is doing was presented. In this chapter, there is an explanation of the two work teams that carried out these projects, what their objectives are, their work and a comparison between the working methods of each one. The next phase is the projects that were carried out, where in the Software Development team the work done was based first on a reading of the documentation and then on the testing part. The Data Science team made a project from scratch, where an algorithm was created to extract data from two data sources, where various information of players who have passed through SLB were collected, where later there was a junction of data collected with the SLB data. Finally we passed to the report construction phase of Power BI, where we proceeded to a deep analysis of the data. Afterwards there is a critical analysis of the progress in this curricular internship, also adding a segment where the personal development itself is reviewed and mentioned. In the conclusion there is an overall analysis of all the progress that has been made over these months, including a reference to limitations, problems encountered and suggestions.
Descrição
Mestrado Bolonha em Gestão de Sistemas de Informação
Palavras-chave
Sports Analytics Data Science Web Scraping Business Intelligence
Contexto Educativo
Citação
Alcarva, Rodrigo Heliodoro Vilaça Santos (2021). “Estágio Curricular nos Departamentos de Data Science e Software Development no Sport Lisboa e Benfica”. Dissertação de Mestrado. Universidade de Lisboa. Instituto Superior de Economia e Gestão
Editora
Instituto Superior de Economia e Gestão