Week 4: Always remember the stakeholder | Course challenge
1. Scenario 1, questions 1-5
You’ve just started a job as a data analyst at a small software company that provides data analytics and business intelligence solutions. Your supervisor asks you to kick off a project with a new client, Athena’s Story, a feminist bookstore. They have four existing locations, and the fifth shop has just opened in your community.
Athena’s Story wants to produce a campaign to generate excitement for an upcoming celebration and introduce the bookstore to the community. They share some data with your team to help make the event as successful as possible.
Your task is to review the assignment and the available data, then present your approach to your supervisor. Click the link below to access the email from your supervisor:
Then, review the email, and the Customer Survey and Historical Sales datasets.
To use the templates for the datasets, click the links below and select “Use Template.”
Links to templates: Customer Survey and Historical Sales
OR
If you don't have a Google account, you can download the CSV files directly from the attachments below.
After reading the email, you notice that the acronym WHM appears in multiple places. You look it up online, and the most common result is web host manager. That doesn’t seem right to you, as it doesn’t fit the context of a feminist bookstore. How do you proceed?
- Send your supervisor a polite, concise email, asking them to confirm the meaning of WHM.
- Schedule a meeting with your supervisor, the client, and another analyst on your team to figure out the meaning.
- Call the client to ask what WHM means and inform them that using acronyms is not a professional business practice.
- Proceed with the project assuming WHM must mean web host manager.
2. Scenario 1 continued
Now that you know WHM stands for Women’s History Month, you review the Customer Survey dataset which contains both qualitative and quantitative data.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template: Customer Survey
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
The data in column F (Survey Q6: What types of books would you like to see more of at Athena's Story?) is quantitative.
- True
- False
3. Scenario 1 continued
Next, you review the customer feedback in column F of the Customer Survey dataset.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template: Customer Survey
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
The attribute of column F is, “Survey Q6: What types of books would you like to see more of at Athena's Story?” In order to verify that children’s literature and feminist zines are among the most popular genres, you create a visualization. This will help you clearly identify which genres are most likely to sell well during the Women’s History Month campaign.
The chart you create demonstrates the percentages of each book genre that make up the whole. It’s called an area chart.
- True
- False
4. Now that you’ve confirmed that children’s literature and feminist zines are among the most requested book genres, you review the Historical Sales dataset.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template: Historical Sales
If you don't have a Google account, you can download the CSV file directly from the attachment below.
You’re pleased to see that the dataset contains data that’s specific to children’s literature and feminist zines. This will provide you with the information you need to make data-inspired decisions. In addition, the children’s literature and feminist zines metrics will help you organize and analyze the data about each genre in order to determine if they’re likely to be profitable.
Next, you calculate the total sales over 52 weeks for feminist zines. You type =CALCULATE(E2-E53) but get an error. What is the correct syntax?
- =SUM(E2:E53)
- =MAX(E2:E53)
- =COUNT(E2:E53)
- =CALC(E2:E53)
5. Scenario 1 continued
After familiarizing yourself with the project and available data, you present your approach to your supervisor. You provide a scope of work, which includes important details, a schedule, and information on how you plan to prepare and validate the data. You also share some of your initial results and the pie chart you created.
In addition, you identify the problem type, or domain, for the data analysis project. You decide that the historical sales data can be used to provide insights into the types of books that will sell best during Women’s History Month this coming year. This will also enable you to determine if Athena’s Story should begin selling more children’s literature and feminist zines.
Using historical data to make informed decisions about how things may be in the future is an example of which problem domain?
- Making predictions
- Identifying themes
- Spotting something unusual
- Discovering connections
6. Scenario 2, questions 6-10
You’ve completed this program and are now interviewing for your first junior data analyst position. You’re hoping to be hired by an event planning company, Patel Events Plus. Access the job description below:
So far, you’ve successfully completed the first round of interviews with the human resources manager and director of data and strategy. Now, the vice president of data and strategy wants to learn more about your approach to managing projects and clients. Access the email you receive from the human resources director below:
You arrive Thursday at 1:45 PM for your 2 PM interview. Soon, you’re taken into the office of Mila Aronowicz, vice president of data and strategy. After welcoming you, she begins the behavioral interview.
First, she hands you a copy of Patel Events Plus’s organizational chart. Access the chart below:
As you’ve learned in this course, stakeholders are people who invest time, interest, and resources into the projects you’ll be working on as a data analyst. Let’s say you’re working on a project involving data and strategy. Based on what you find in the organizational chart, if you need information from the secondary stakeholders, who can you ask? Select all that apply.
- Chief executive officer
- Data analytics coordinator
- Project manager, analytics
- Vice president, data and strategy
7. Scenario 2 continued
Next, the vice president wants to understand your knowledge about asking effective questions. Consider and respond to the following question. Select all that apply.
Let’s say we just completed a big event for a client and wanted to find out if they were satisfied with their experience. Provide some examples of measurable questions that you could include in the customer feedback survey.
- How would you rate your overall experience — poor, average, above average, or excellent?
- Was this your first time using Patel Events Plus to plan your event? Yes or no?
- Did you experience any problems with your event? Yes or no?
- Why did our event options and features create a successful event?
8. Now, the vice president presents a situation having to do with resolving challenges and meeting stakeholder expectations. Consider and respond to the following question. Select all that apply.
You’re working with a dataset that the data analytics coordinator should have cleaned, but it turns out that it wasn’t. Your supervisor thought the dataset was ready for use, but you discover nulls, redundant data, and other issues. The project is due in less than two weeks. Which of the following options would be an appropriate approach?
- Email your supervisor and the data analytics coordinator to communicate about the issue. Ask if you can meet to come up with a solution.
- Proceed with the project using the available data. You don’t want to get the associate data analyst in trouble, and you don’t want to miss your deadline.
- Email the data analytics coordinator to ask if the two of you can work together to clean the data, as the project is on a tight timeline.
- Provide your supervisor with a proposed revised timeline. Politely explain that you need some additional time to clean the data.
9. Scenario 2 continued
Your next interview question deals with sharing information with stakeholders. Consider and respond to the following question. Select all that apply.
Let’s say you’ve designed a dashboard to give stakeholders easy, automatic access to data about an upcoming event. Describe the benefits of using a dashboard.
- Dashboards offer live monitoring of incoming data.
- Dashboards present pre-cleaned, historical data.
- Dashboards enable stakeholders to interact with the data.
- Dashboards are easy to design and understand.
10. Scenario 2 continued
Your final behavioral interview question involves using metrics to answer business questions. Your interviewer hands you a copy of the Patel Events dataset.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template: Patel Events Data
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
Then, she asks: Recently, Patel Events Plus purchased a new venue for our events. If we asked you to compare the purchase price (cost) and net profit, what would you be calculating?
- Return on investment
- Occupancy rate
- Sales numbers
- Metric goal
11. Scenario 1, questions 1-5
You’ve just started a job as a data analyst at a small software company that provides data analytics and business intelligence solutions. Your supervisor asks you to kick off a project with a new client, Athena’s Story, a feminist bookstore. They have four existing locations, and the fifth shop has just opened in your community.
Athena’s Story wants to produce a campaign to generate excitement for an upcoming celebration and introduce the bookstore to the community. They share some data with your team to help make the event as successful as possible.
Your task is to review the assignment and the available data, then present your approach to your supervisor. Click the link below to access the email from your supervisor:
Then, review the email, and the Customer Survey and Historical Sales datasets.
To use the templates for the datasets, click the links below and select “Use Template.”
Links to templates: Customer Survey and Historical Sales
OR
If you don't have a Google account, you can download the CSV files directly from the attachments below.
After reading the email, you notice that the acronym WHM appears in multiple places. You look it up online, and the most common result is web host manager. That doesn’t seem right to you, as it doesn’t fit the context of a feminist bookstore. You email your supervisor to ask. When writing your email, what do you do to ensure it sounds professional? Select all that apply.
- Respect your supervisor’s time by writing an email that’s short and to the point.
- Write a clear subject line that gets a fast response so you can keep working: “WHM? NEED TO KNOW WHAT THAT IS RIGHT AWAY.”
- Read your email aloud before sending to catch any typos or grammatical errors and to ensure the communication is clear.
- Use a polite greeting and closing.
12. Scenario 1 continued
Next, you review the customer feedback in column F of the Customer Survey dataset.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template: Customer Survey
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
The attribute of column F is, “Survey Q6: What types of books would you like to see more of at Athena's Story?” In order to verify that children’s literature and feminist zines are among the most popular genres, you create a visualization. This will help you clearly identify which genres are most likely to sell well during the Women’s History Month campaign.
Your visualization looks like this:
Fill in the blank: The visualization you create demonstrates the percentages of each book genre that make up the total number of survey responses. It’s called a _____ chart.
- area
- bubble
- pie
- doughnut
13. Scenario 1 continued
After familiarizing yourself with the project and available data, you present your approach to your supervisor. You provide a scope of work, which includes important details, a schedule, and information on how you plan to prepare and validate the data. You also share some of your initial results and the pie chart you created.
In addition, you identify the problem type, or domain, for the data analysis project. You decide that the historical sales data can be used to provide insights into the types of books that will sell best during Women’s History Month this coming year. This will also enable you to determine if Athena’s Story should begin selling more children’s literature and feminist zines.
Using historical data to make informed decisions about how things may be in the future is an example of identifying themes.
- True
- False
14. Scenario 2 continued
Next, the vice president wants to understand your knowledge about asking effective questions. Consider and respond to the following question. Select all that apply.
Let’s say we just completed a big event for a client and wanted to find out if they were satisfied with their experience. Provide some examples of measurable questions that you could include in the customer feedback survey.
- Would you recommend Patel Events Plus to a colleague or friend? Yes or no?
- How would you describe your event experience?
- Why did you enjoy the event planned by Patel Events Plus?
- On a scale from 1 to 5, with 1 being not at all likely and 5 being very likely, how likely are you to recommend Patel Events Plus?
15. Scenario 2 continued
Now, the vice president presents a situation having to do with resolving challenges and meeting stakeholder expectations. Consider and respond to the following question.
You’re working on a rush project, and you discover your dataset is not clean. Even though it has numerous nulls, redundant data, and other issues, the primary stakeholder insists that you move ahead and use it anyway. The project timeline is so tight that there simply isn’t enough time for cleaning. How would you handle that situation?
- Communicate the situation to your supervisor and ask for advice on how to handle the situation with the stakeholder.
- The stakeholder is in charge. It’s best to do as they say and use the unclean dataset.
- Clean the data as quickly as you can. It’s not perfect, but it’s better than it was before, and this way you can meet the deadline.
- Contact the stakeholder’s boss to let them know about the issue and ask for help managing the stakeholder’s expectations.
16. Scenario 2 continued
Your next interview question deals with sharing information with stakeholders. Consider and respond to the following question.
Let’s say you want to share information about an upcoming event with stakeholders. It’s important that they’re able to access and interact with the data in real time. Would you create a report or a dashboard?
- Report
- Dashboard
17. Scenario 1, questions 1-5
You’ve just started a job as a data analyst at a small software company that provides data analytics and business intelligence solutions. Your supervisor asks you to kick off a project with a new client, Athena’s Story, a feminist bookstore. They have four existing locations, and the fifth shop has just opened in your community.
Athena’s Story wants to produce a campaign to generate excitement for an upcoming celebration and introduce the bookstore to the community. They share some data with your team to help make the event as successful as possible.
Your task is to review the assignment and the available data, then present your approach to your supervisor. Click the link below to access the email from your supervisor:
Then, review the email, and the Customer Survey and Historical Sales datasets.
To use the templates for the datasets, click the links below and select “Use Template.”
Links to templates: Customer Survey and Historical Sales
OR
If you don't have a Google account, you can download the CSV files directly from the attachments below.
After reading the email, you notice that the acronym WHM appears in multiple places. You look it up online, and the most common result is web host manager. That doesn’t seem right to you, as it doesn’t fit the context of a feminist bookstore. Still, you should assume it’s correct and continue with the project.
- True
- False
18. Scenario 1 continued
Now that you know WHM stands for Women’s History Month, you continue reviewing the datasets. You notice that the Customer Survey dataset contains both qualitative and quantitative data.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template: Customer Survey
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
The qualitative data includes information from which columns? Select all that apply.
- Column F (Survey Q6: What types of books would you like to see more of at Athena’s Story?)
- Column E (Survey Q5: What do you like most about Athena’s Story?)
- Column B (Survey Q2: If answered “Yes” to Q1, how do you plan to celebrate?)
- Column D (Survey Q4: If answered “Yes” to Q3, how many books do you typically purchase during March?)
19. Scenario 2, questions 6-10
You’ve completed this program and are now interviewing for your first junior data analyst position. You’re hoping to be hired by an event planning company, Patel Events Plus. Access the job description below:
So far, you’ve successfully completed the first round of interviews with the human resources manager and director of data and strategy. Now, the vice president of data and strategy wants to learn more about your approach to managing projects and clients. Access the email you receive from the human resources director below:
You arrive Thursday at 1:45 PM for your 2 PM interview. Soon, you’re taken into the office of Mila Aronowicz, vice president of data and strategy. After welcoming you, she begins the behavioral interview.
First, she hands you a copy of Patel Events Plus’s organizational chart. Access the chart below:
As you’ve learned in this course, stakeholders are people who invest time, interest, and resources into the projects you’ll be working on as a data analyst. Secondary stakeholders are also typically responsible for managing the data. Based on what you find in the organizational chart, which of the secondary stakeholders are responsible for managing the data? Select all that apply.
- Project manager, analytics
- Data analytics coordinator
- Junior data analyst
- Project manager, strategy
20. Scenario 2 continued
Now, the vice president presents a situation having to do with resolving challenges and meeting stakeholder expectations. Consider and respond to the following question.
You’re working with a dataset that the data analytics coordinator should have cleaned, but it turns out that it wasn’t. Your supervisor thought the dataset was ready for use, but you discover nulls, redundant data, and other issues. The project is due in less than two weeks. How would you handle that situation?
- Communicate with the data analytics coordinator about the issue and offer to work together to clean the data so the project doesn’t fall behind.
- Call a formal meeting with the data analytics team to solve the problem. Do not invite the associate data analyst, as they clearly don’t have time to help.
- Contact the data analytics coordinator and insist they clean the dataset immediately so you don’t miss your project deadline.
- Email your supervisor to let them know the associate data analyst did not complete their assigned task.
21. Scenario 2 continued
Next, the vice president wants to understand your knowledge about asking effective questions. Consider and respond to the following question. Select all that apply.
Let’s say we just completed a big event for a client and wanted to find out if they were satisfied with their experience. Provide some examples of measurable questions that you could include in the customer feedback survey.
- How satisfied were you with our event planning service — dissatisfied, neutral, or satisfied?
- What problems did you experience with our events team?
- What did you most love about your event experience?
- On a scale from 1 to 5, with 1 being not at all likely and 5 being very likely, how likely are you to recommend Patel Events Plus?
22. Now that you’ve confirmed that children’s literature and feminist zines are among the most requested book genres, you review the Historical Sales dataset.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template:
Historical Sales
.
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
You’re pleased to see that the dataset contains data that’s specific to children’s literature and feminist zines. This will provide you with the information you need to make data-inspired decisions. In addition, the children’s literature and feminist zines metrics will help you organize and analyze the data about each genre in order to determine if they’re likely to be profitable.
Next, you calculate the total sales over 52 weeks for children’s literature. What is the correct syntax?
- =SUM(D2:D53)
- =CALCULATE(D2:D53)
- =MAX(D2:D53)
- =COUNT(D2:D53)
23. Scenario 2, questions 6-10
You’ve completed this program and are now interviewing for your first junior data analyst position. You’re hoping to be hired by an event planning company, Patel Events Plus. Access the job description below:
So far, you’ve successfully completed the first round of interviews with the human resources manager and director of data and strategy. Now, the vice president of data and strategy wants to learn more about your approach to managing projects and clients. Access the email you receive from the human resources director below:
You arrive Thursday at 1:45 PM for your 2 PM interview. Soon, you’re taken into the office of Mila Aronowicz, vice president of data and strategy. After welcoming you, she begins the behavioral interview.
First, she hands you a copy of Patel Events Plus’s organizational chart. Access the chart below:
As you’ve learned in this course, stakeholders are people who invest time, interest, and resources into the projects you’ll be working on as a data analyst. Let’s say you’re working on a project involving data and strategy.
Based on what you find in the organizational chart, if you need information from the primary stakeholder, who can you ask?
- Director, strategy
- Project manager, analytics
- Vice president, data and strategy
- Chief executive officer
24. Scenario 1 continued
Next, you review the customer feedback in column F of the Customer Survey dataset.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template:
Customer Survey
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
The attribute of column F is, “Survey Q6: What types of books would you like to see more of at Athena's Story?” In order to verify that children’s literature and feminist zines are among the most popular genres, you create a visualization. This will help you clearly identify which genres are most likely to sell well during the Women’s History Month campaign.
What is a pie chart effective for demonstrating?
- Percentages that make up a whole
- Relationships between variables
- Where things are located on a map
- Trends over time
25. Scenario 2 continued
Your next interview question deals with sharing information with stakeholders. Consider and respond to the following question. Select all that apply.
Let’s say you’ve created a report to present stakeholders with information about an upcoming event. Describe the benefits of using a report.
- Reports provide a snapshot of high-level, historical data.
- Reports reflect data that’s already been cleaned and sorted.
- Reports enable stakeholders to interact with the data.
- Reports offer live monitoring of incoming data.
26. Scenario 2 continued
Your final behavioral interview question involves using metrics to answer business questions. Your interviewer hands you a copy of the Patel Events dataset.
To use the template for the dataset, click the link below and select “Use Template.”
Link to template:
Patel Events Data
OR
If you don't have a Google account, you can download the CSV file directly from the attachment below.
Then, she asks: Recently, Patel Events Plus purchased a new venue for our events. If we asked you to calculate the return on investment of this purchase, which metrics would you use? Select all that apply.
- 2019 events held at new venue (column D)
- Purchase price (column C)
- Net profit in 2019 (column F)
- Purchase date