Mortgage Application Management Using Power BI
DATA ANALYTICS
4/2/20242 min read
This data analysis project is part of the Open Classroom Power BI course. The main objective was to lead a comprehensive analysis for Global Bank, specifically focusing on Mortgage Applications Management.
I analyzed data to construct a dynamic dashboard monitoring application statuses and approval trends. This streamlined approach empowered data-driven decision-making, enhancing operational efficiency.
Context
Requirements Analysis
Global Bank has identified inefficiencies in their mortgage application process, characterized by varying file quality and lengthy decision-making timelines. Jane, a key stakeholder, aims to streamline the process by reducing decision time and enhancing file quality. To achieve this, she seeks to empower in-branch advisors with decision-making tools, enable branch managers to confirm or overrule decisions, and alleviate the burden on the central unit responsible for final approvals.
Data preparation
The data source for this project is an Excel file containing five distinct tables:
Mortgage applications
Branches
Professional status
Family status
Down payment information
Upon extraction into Power BI, the data undergoes a transformation process to ensure suitability for analysis. This involves addressing various data issues such as:
Adjusting column types
Handling missing values
Ensuring data consistency across tables
Removing duplicates
Standardizing formats
Once these steps are completed, the transformed data is loaded into Power BI, where it is ready for further analysis and visualization.
Data Modelling
During the data modeling step, I structure and organize the data within Power BI to facilitate efficient analysis and visualization. This involves defining relationships between tables, creating calculated columns and measures.
Ultimately, my goal is to ensure that the data is presented in a clear, logical manner, enabling users to derive meaningful insights from the information.
Data Visulization
From Openclassroom PowerBI Course
Develop interactive dashboards that provide insights into application quality, decision timelines, and borrower profiles.
Motgage Application Dashboard
Branches Performance Dashboard
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