Publicação
A redefinition of iFood’s Coverage Health - Score including qualitative features
| dc.contributor.advisor | Pinheiro, Flávio Luís Portas | |
| dc.contributor.advisor | Pedote, Lucas | |
| dc.contributor.author | Bertens, Joris Anton | |
| dc.date.accessioned | 2021-07-06T13:38:44Z | |
| dc.date.available | 2024-06-21T00:31:03Z | |
| dc.date.issued | 2021-06-21 | |
| dc.description | Internship Report presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics | pt_PT |
| dc.description.abstract | Over the last years iFood’s coverage strategy focused on the expansion of their coverage to new areas and increasing the quantity of restaurants in existing areas. Both of these strategies have been effective as they resulted in a higher performance in orders per inhabitant for the areas that the strategy was applied to. When areas became covered well, the rate of the performance increase tended to slow down and a saturation point was about getting reached. Therefore, iFood needed a new strategy to keep the performance of well covered areas growing after saturation. The focus of this internship report was to find the new coverage strategy for iFood. As the quantity of restaurants was no longer the focus point, it was relevant to look into quality attributes that make up an area. An exploratory data analysis of coverage attributes was conducted to find these quality attributes. By doing this it was found that there were four attributes that show potential in increasing the performance of well covered areas. Each of these attributes were analyzed to come up with thresholds that would decide whether an area is well covered in regard to this attribute. The attributes and their individual thresholds were then used to develop a new model which uses the QS. The QS consists of the four attributes and their thresholds as well as an assigned weight to mark the importance of the individual attributes. Lastly, the new quality strategy was incorporated into the existing strategies for iFood to come up with a new version of the CHS. | pt_PT |
| dc.identifier.tid | 202737632 | pt_PT |
| dc.identifier.uri | http://hdl.handle.net/10362/120570 | |
| dc.language.iso | eng | pt_PT |
| dc.subject | Growth Strategy; | pt_PT |
| dc.subject | Supervised learning; | pt_PT |
| dc.subject | Unsupervised Learning; | pt_PT |
| dc.subject | Feature Analysis; | pt_PT |
| dc.title | A redefinition of iFood’s Coverage Health - Score including qualitative features | pt_PT |
| dc.type | master thesis | |
| dspace.entity.type | Publication | |
| rcaap.embargofct | "(...) just defended his thesis and wants to request an embargo of three years of his thesis document. (...) document to stay private for three years before being uploaded to the public repository." | pt_PT |
| rcaap.rights | openAccess | pt_PT |
| rcaap.type | masterThesis | pt_PT |
| thesis.degree.name | Mestrado em Métodos Analíticos Avançados | pt_PT |
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