A city’s administration isn’t driven by the goal of maximizing revenues or profits but instead looks at improving the quality of life of its residents.
A city’s administration isn’t driven by the goal of maximizing revenues or profits but instead looks at improving the quality of life of its residents. Many American cities are confronted with high traffic and congestion. Finding parking spaces, whether in the street or a parking lot can be time-consuming and contribute to congestion. Some cities have rolled out data-driven parking space management to reduce congestion and make traffic more fluid.
You’re a data analyst working for a mid-size city that has anticipated significant increments in population and car traffic. The city is evaluating whether it makes sense to invest in infrastructure to count and report the number of parking spaces available at the different parking lots downtown. This data would be collected and processed in real-time, feeding an app that motorists can access to find parking space availability in different parking lots throughout the city.
Instructions:
Work with the provided Excel database. This database has the following columns:
Lot Code: A unique code that identifies the parking lot
slot capacity: A number with the respective parking lot capacity
Lot Occupancy: A number with the current number of cars in the parking lot
Time Stamp: A day/time combination indicating the moment when occupancy was measured
Day: The day of the week corresponding to the Time Stamp
Insert a new column, Occupancy Rate, recording occupancy rate as a percentage with one decimal. For instance, if the current Lot Occupancy is 61 and Lot Capacity is 577, then the Occupancy Rate would be reported as 10.6 (or 10.6%).
Using the Occupancy Rate and Day columns, construct box plots for each day of the week. You can use Insert > Insert Statistic Chart >Box and Whisker for this purpose. Is the median occupancy rate approximately the same throughout the week? If not, which days have lower median occupancy rates? Which days have higher median occupancy rates? Is this what you expected?
Using the Occupancy Rate and Lot Code columns, construct box plots for each parking lot. You can use Insert > Insert Statistic Chart >Box and Whisker for this purpose. Do all parking lots experience approximately equal occupancy rates? Are some parking lots more frequented than others? Is this what you expected?
Select any 2 parking lots. For each one, prepare a scatter plot showing the occupancy rate against Time Stamp for the week 11/20/2016 –11/26/2016. Are the occupancy rates time-dependent? If so, which times seem to experience the highest occupancy rates? Is this what you expected?
Presentation: Create a 12-slide presentation with speaker notes. Your audience is the City Council members who are responsible for deciding whether the city invests in resources to set in motion the smart parking space app.
Complete the following in your presentation. Do not submit the Excel page. You are required to Cut and paste the relevant Excel outputs in your PowerPoint slides:
Outline the rationale and goals of the project.
Utilize boxplots showing the occupancy rates for each day of the week. Include your interpretation of the results.
Utilize box plots showing the occupancy rates for each parking lot. Include your interpretation of the results.
Provide scatter plots showing the occupancy rate against the time of day of your selected 2 parking lots. Include your interpretation of the results.
Make a recommendation about continuing with the implementation of this project.
Answer preview to A city’s administration isn’t driven by the goal of maximizing revenues or profits but instead looks at improving the quality of life of its residents.
12 slides
