Data Analytics Case Study

Angad Singh

Problem

Build visualization to show the most common projects on Contra

Solution

Project by Budgets
Approach & Visualization
I started with running a simple analysis on understanding the distribution of how much each project costs. I initially assumed that using the total fee in cents column for the cost of the project is feasible. Although after finding out that there was a large portion of projects costing $0, I realized that only projects on the ‘completion’ payment cycle would have a total amount in that column. Therefore I decided to come up with a new logic for finding out the total cost of the project.
I noticed that in ongoing projects, there is a fee type of rate or fixed price and my assumption here is that if a fixed price fee type is selected, the rate is then actually the entire cost of the project. When selecting a rate, there is no indication of how many hours the project took since the ends_at column is null. I chose to remove these types of rate fee types from this analysis and proceed to create a budget.
After creating the column, I wanted to look at the distribution of the fee. The mean of $1377 is not close to the median of $550 which means that the cost is being skewed by high value projects. Based on the distribution and a little bit of business context of categorizing fees, I came up with the following budget.
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Posted Apr 29, 2024

Analyzed project costs, adjusted for $0 fees, and categorized budgets based on distribution: $0, Low, Medium, High, Expensive, Premium.

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Data Analytics Case Study
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