COURSE 5 – DATA ANALYSIS AND VISUALIZATION WITH POWER BI

Module 1: Creating Reports

MICROSOFT POWER BI DATA ANALYST PROFESSIONAL CERTIFICATE

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INTRODUCTION – Creating Reports

In this module, you will gain an introduction to utilizing visualization and reports within Microsoft Power BI, equipping you with the skills to effectively present data to stakeholders. Through a comprehensive exploration of Power BI’s tools and features, you will learn how to create dynamic and interactive visual representations of data, enabling clearer communication of insights and findings.

This module will guide you through the process of designing and customizing reports, ensuring that you can convey complex data in an accessible and engaging manner. By the end of the module, you will be proficient in using Power BI to transform raw data into compelling visual narratives, enhancing your ability to inform and influence decision-making among stakeholders.

Learning Objectives

  • Recognize the different types of visualizations in Power BI
  • Add visualizations to reports and dashboards

SELF-REVIEW: CREATE A SALES REPORT

1. Based on the line chart representing Adventure Works’ sales revenue over time, which month recorded the highest sales revenue?

  • March (CORRECT)
  • April
  • January
  • February

That’s correct! According to the line chart, March showed the highest sales revenue at $101,700. Investigating the reasons for this elevated sales performance can help inform sales strategies.

2. According to the stacked bar chart representing Adventure Works’ sales by day of the week, which day recorded the lowest total sales?

  • Tuesday
  • Monday
  • Thursday (CORRECT)
  • Friday

That’s correct! According to the stacked bar chart, Thursday recorded the lowest total sales. Determining the reason for this pattern is vital to optimize sales levels throughout the week. 

3. Based on the pie chart representing sales by product category, which bike type accounted for the second lowest amount of sales?

  • E-Bikes
  • BMX Bikes (CORRECT)
  • Touring Bikes
  • Hybrid Bikes

That’s correct! According to the pie chart, BMX Bikes brought in the second lowest amount of sales at $1800. Determining factors contributing to poorer product performance can inform decisions about the product’s positioning, price point, and marketing strategies.

4. What is the fundamental role of data visualization in the field of Business Intelligence?

  • To replace raw data
  • To eliminate the need for data analysis
  • To improve the visual appeal of data reports
  • To transform complex data into understandable insights (CORRECT)

That’s correct! Data visualization is critical in transforming complex, often vast amounts of data into comprehensible insights, enabling better, data-driven decision-making.

5. What type of data visualization is most suitable for comparing larger quantities or categories?

  • Pie charts
  • Tables
  • Bar charts (CORRECT)
  • Line charts

That’s correct! Bar charts provide a horizontal representation of data, offering a clear and straightforward way to compare different categories, especially larger quantities.

6. You are creating a report in Microsoft Power BI. You have imported, cleaned, and transformed your data. What is your next step?

  • Save your report and name it using a descriptive title
  • Add data fields in the Fields pane  
  • Select a data visualization type in the Visualizations pane (CORRECT)
  • Add data by selecting the Get Data button

That’s correct! After importing, cleaning, and transforming data, the next step in creating a Power BI report is to add visualizations to the report canvas by selecting a chart type that will best represent your data.

7. What happens when you select the column header in the table visual of Microsoft Power BI?

  • The data within that column is highlighted for editing.
  • The table visual’s position on the report changes.    
  • It opens a detailed view of the data within the column.
  • The column data is sorted in ascending order; selecting again sorts it in descending order. (CORRECT)

That’s correct! When you select the column header, Power BI activates its sorting function. On the first selection, it organizes the data in that column in ascending order. Another selection on the same header reverses the sorting order. 

KNOWLEDGE CHECK: INTRODUCING VISUALIZATIONS

1. You are creating a data analysis report for the sales department at Adventure Works exploring sales of different bicycle models over the past five years. What type of visualization is appropriate to clearly and effectively demonstrate trends in bicycle sales over time for stakeholders?

  • Bar charts
  • Line charts (CORRECT)
  • Pie charts
  • Column chart

That’s correct! Line charts connect individual numeric data points, making them best suited to demonstrating trends, patterns, or fluctuations over time, such as the sales of different bicycle models by Adventure Works over five years.

2. At Adventure Works, the financial department requires raw, detailed data and exact numbers of bicycle production quantities as part of its cost analysis and financial reporting and planning. Which visualization is best suited to presenting the production quantities in this scenario?

  • Bar charts
  • Pie charts
  • Tables (CORRECT)
  • Line charts

That’s correct! Tables in Power BI provide a comprehensive, numerical view of data, making this visualization type ideal for displaying raw, detailed data and the exact numbers that the financial department needs.

3. As the data analyst at Adventure Works, you are responsible for creating reports to inform and improve the organization’s primary business operations. Which of the following report types are suited to this purpose? Select all that apply. 

  • Sales reports (CORRECT)
  • Marketing reports (CORRECT)
  • External vendor reports 
  • Financial reports (CORRECT)

That’s correct! Sales reports provide insights into the sales team’s performance, monitor revenue, identify top-selling products, and gauge the overall health of the company’s sales efforts, making them essential to the operations of a business.

That’s correct! Marketing reports provide valuable insights into customer demographics, behavior, and preferences, measure return on investment for various marketing strategies, and are used to optimize marketing strategies—all of which are critical for business operations.

That’s correct! Financial reports provide a detailed picture of the company’s financial health, tracking metrics like revenue, expenses, profits, and cash flow. This is crucial for making informed financial decisions and planning for growth and ultimately essential for primary business operations.

4. As a Power BI data analyst, you need to create data analytics reports, including sales reports for businesses like Adventure Works. What purpose does the Visualizations pane serve in the analysis process?

  • To create, modify, and manage visual elements (CORRECT)
  • To manage the data
  • To analyze the data
  • To convert the data into text-based reports

That’s correct! You primarily use the Visualizations pane in Power BI to create, modify, and manage visual elements such as charts, maps, and tables. This assists in converting raw data into visually appealing insights, enabling easy data comprehension and analysis.

5. You are creating a sales report using Power BI and need to manage and manipulate the data fields in your visualizations. When navigating through the Visualizations pane, what two main parts are available within the Fields section to accomplish this?

  • Fields wells and Format wells
  • Fields list and Format list
  • Fields list and Fields wells (CORRECT)
  • Format list and Analyze tab

That’s correct! The Fields section is divided into two main parts: the Fields list, which includes all available data fields from your loaded dataset, and the Fields wells, where you drag fields from the Fields list to create your visualizations.

KNOWLEDGE CHECK: BASIC VISUALIZATIONS

1. The sales manager at Adventure Works collected monthly sales data over the last two years. The data includes information about the sales volume for different products across different regions. You want to illustrate trends over time and compare the sales. What chart type is most suitable for this purpose?

  • Line (CORRECT)
  • Area
  • Bar
  • Pie 

That’s correct! Line charts are especially effective at illustrating trends over time. They would allow you to clearly visualize how the sales volume for different products has changed over the past two years.

2. The project manager at Adventure Works has been allocated a fixed budget for a new project. The funding is distributed across several categories: salaries, equipment, software, training, and miscellaneous expenses. You want to create a visual representation for the project manager that displays the proportion of the total budget that each category represents. What chart type is most suitable for this purpose?

  • Area 
  • Bar
  • Pie (CORRECT)
  • Line

That’s correct! Pie charts are particularly effective at showing the proportions or percentages of a whole. This makes them the ideal choice for visualizing the total budget divided among different categories.

3. The analytics manager at Adventure Works asks you to create a visualization that illustrates the distribution of website traffic sources, such as search engines, direct traffic, referral, and social media, as a proportion of total traffic. Which chart types are suitable for this purpose? Select all that apply. 

  • Clustered bar
  • Donut
  • Pie (CORRECT)
  • Treemap (CORRECT)

That’s correct! Donut charts effectively illustrate the proportions or percentages of a whole, making them suitable for displaying how total website traffic is divided among different sources.

That’s correct! Pie charts are particularly effective at illustrating the proportions or percentages of a whole, making them appropriate to illustrate how total website traffic is divided among various sources.

That’s correct! Treemap charts can display proportions among different categories as they visualize hierarchical data as a set of rectangles. The size of the rectangles represents the proportion of the total.

4. Consider the following dataset for Adventure Works:

AD 4nXf4HpdbEIfsEFgkAxnLAH83XZoUrgePLjbvdGG vvwopp2RagyyWl2NSxtT8nRlrGB8l0wsFLFerM6Y DPjBHl4vdisx5pL2kMgXmWR4hKRbwv2Br2IPs00RgozCFUY LNHQtsbJsvyXJ1Ef CU1q3qbEKQ6vldGegi

A store manager at Adventure Works wants to boost store revenue. What is the best key performance indicator (KPI) to represent in a targeted chart that will support the manager in making decisions related to this objective?

  • TotalCustomers
  • Month
  • TotalSales (CORRECT)
  • UnitsSold

That’s correct! The TotalSales metric directly reflects the store’s revenue, making it the best KPI if your objective is to boost revenue.

5. Adventure Works ran an online ad campaign for a new product over the past month. Each week, the marketing team counted how many people viewed the ad (impressions), how many people clicked on the ad (clicks), and how many people bought the product after clicking on the ad (conversions). You want to create a report that displays how these numbers changed weekly. What chart type is the best choice for this?

  • Donut
  • Bar
  • Pie 
  • Line (CORRECT)

That’s correct! Line charts illustrate changes or trends over time very well. You can visualize how impressions, clicks, and conversions changed from week to week, all on the same chart.

6. Which field determines the height of bars in a column chart in Microsoft Power BI?

  • Tooltip
  • X-axis
  • Y-axis (CORRECT)
  • Legend

That’s correct! The Y-axis field determines the height of bars in a column chart. It represents the actual numerical data being visualized.

7. In Microsoft Power BI, which chart type is more suitable if you want to highlight the trends rather than the quantity of your data over a period of time?

  • Column chart
  • Pie chart
  • Line chart (CORRECT)
  • Area chart

That’s correct! Line charts are great for displaying trends over time. The emphasis is placed on the overall direction of the data points rather than the individual values themselves.

8. In Microsoft Power BI, which combo chart is most suitable for comparing multiple sets of data side by side?

  • Line and stacked column chart
  • Line and clustered column chart (CORRECT)
  • Bar chart
  • Area chart

That’s correct! Line and clustered column charts are ideal for comparing multiple sets of data. The columns allow for the comparison of different metrics across the same time period, and the line can be used to represent related metrics for comparison.

9. What is the key difference between pie and donut charts in Microsoft Power BI?

  • There is no difference between pie and donut charts.
  • A donut chart is like a pie chart with a hollowed-out center. (CORRECT)
  • Pie charts can represent a large number of data categories more effectively.
  • Unlike a pie chart, a donut chart can only represent a single category of data.

That’s correct! A donut chart is like a pie chart in that it shows the relationship of parts to a whole. The difference is that the center of a donut chart is blank, where you can include additional information.

10. In Microsoft Power BI, what is the primary purpose of a treemap chart?

  • A treemap chart is used to visualize changes in data over time.
  • A treemap chart is used to display hierarchical data. (CORRECT)
  • A treemap is used to compare multiple data series and identify trends.
  • A treemap chart is used to represent small datasets.

That’s correct! Treemap charts are excellent for visualizing hierarchical data structures. Each rectangle’s size represents the magnitude of the data it stands for.

SELF-REVIEW: INDICATING BUSINESS PERFORMANCE

1. What type of visualization was used to display the total monthly marketing spend?

  • Card
  • Pie chart
  • Multi-row card (CORRECT)
  • Bar chart

That’s correct. The multi-row card visualization is well-suited to displaying totals and allows for the display of multiple KPIs across different categories. In this case, it is total marketing spend in May, June, and July.

2. What type of visualization did you use to analyze the change in sales over time and its correlation with marketing spending?

  • Ribbon chart
  • Line chart
  • Waterfall Chart (CORRECT)
  • Pie chart

That’s correct. A waterfall chart is useful for understanding how an initial value is affected by a series of intermediate positive or negative values. The waterfall chart was an appropriate choice showing changes in sales over time and its relation to marketing spending.

3. What was the total marketing spend in three months?

  • 30.5K
  • $1.04M
  • $126K (CORRECT)
  • $64.75K 

That’s correct. You appear to have calculated the total marketing spend correctly.

4. Which chart did you use to analyze the change in sales performance of different regions and changes in their rankings over time?

  • Ribbon chart (CORRECT)
  • Line chart
  • Scatter chart
  • Waterfall chart

That’s correct! The ribbon chart is perfect for investigating the performance of the different sales regions and changes in their ranking over time. 

5. Based on your analysis, which region performed the best in sales compared to their advertising expenditure?

  • The South region
  • The West region
  • The North region
  • The East region (CORRECT)

That’s correct! According to the data and visualizations, the East region, being part of Team B, performed the best in sales in comparison to their advertising expenditure.

6. In Microsoft Power BI, which visualization tool allows you to track a measure’s performance against a target and how the data changes over time?

  • Card
  • Multi-row card
  • KPI visual (CORRECT)
  • Gauge

That’s correct! Power BI’s KPI visual tracks a measure’s performance against a target. It includes an indicator that shows whether the performance is above or below the target and a trend line to show how the data changes over time.

7. Which of the following scenarios is best suited to using a waterfall chart in Microsoft Power BI?

  • To track a single metric over time and identify trends
  • To track the changes in sales ranking of different product categories over time
  • To compare numerical data points across different categories
  • To analyze the cumulative impact of financial factors on net income (CORRECT)

That’s correct! A waterfall chart is ideal for visualizing the cumulative effect of sequential positive or negative values on an initial figure.

8. In Microsoft Power BI, which field in a funnel chart is used to define the different stages of a process?

  • Category (CORRECT)
  • Values
  • Legends
  • Tooltips

That’s correct! The Category field defines the distinct stages of the process. Each group forms an individual stage of the funnel, represented as a bar in the funnel chart.

9. In a scatter chart, what term describes a data point that significantly deviates from the other data points?

  • Legend
  • Axis
  • Outlier (CORRECT)
  • Cluster

That’s correct! An outlier is a data point that falls significantly outside of the main distribution of data, providing valuable insights into unique occurrences within the data.

KNOWLEDGE CHECK: SPECIALIST VISUALIZATIONS

1. As a data analyst for a large retail chain, you have created a scatter chart in Microsoft Power BI to compare store size (X-axis) against annual sales (Y-axis) for various stores. You have also used a categorical variable Region for the color legend. While presenting the chart in a meeting, your manager asks you why some stores of the same size have different colors. How would you respond?

  • The colors represent different annual sales.
  • The colors indicate outliers.
  • The colors are assigned randomly.
  • The colors represent different regions. (CORRECT)

That’s correct! In the scatter chart, the Legend field is used to color-code the markers based on a categorical variable—in this case, Region. Stores of the same size can be in different regions, which is why they are marked with different colors.

2. Imagine you’re working on a sales report using Microsoft Power BI. You want to visualize the flow of leads through different stages of your sales pipeline. You start with the initial number of leads, followed by the number who were contacted, those who were qualified, the number of proposals sent, and finally, the successful sales made. Which visualization tool in Power BI would be most appropriate for this scenario?

  • Scatter plot
  • Funnel chart (CORRECT)
  • Bar chart
  • Pie chart

That’s correct! A funnel chart is perfect for visualizing sequential data that reduces at each stage, like a sales pipeline.

3. You are a data analyst at Adventure Works. Your task is to provide a visualization that allows the management to understand the ranking shift in bicycle sales over different quarters of a fiscal year across various models. Which of the following charts in Microsoft Power BI would you choose?

  • Bar
  • Funnel Chart
  • Ribbon (CORRECT)
  • Line

That’s correct! Ribbon charts are excellent for tracking the shifts in ranking of multiple categories over time. In this case, it will effectively illustrate the ranking shift in sales of various bicycle models over different quarters.

4. You are a sales manager at a growing tech company. You have been asked to track a new KPI that shows how effective the sales team is at converting leads into customers. You have calculated the percentage of potential customers who have made a purchase. Which KPI are you tracking?

  • Customer retention rate
  • Customer acquisition cost
  • Sales conversion rate (CORRECT)
  • Sales growth rate

That’s correct! The sales conversion rate is a key performance indicator that measures the effectiveness of a sales team in converting leads into actual customers.

5. Which of the following statements is true about ribbon and waterfall charts in Microsoft Power BI?

  • Both ribbon and waterfall charts are used exclusively for financial data visualization.
  • Ribbon charts are used to illustrate stages in a process, while waterfall charts represent the correlation between two variables.
  • Ribbon charts are used to visualize the changes in ranking over time among various categories, while Waterfall charts are used to illustrate the cumulative impact of sequential positive or negative values. (CORRECT)
  • Ribbon charts are used to display the correlation between two variables, while waterfall charts are used to track a single metric over time.

That’s correct! Ribbon charts are best suited for showing shifts in ranking among categories over time, while waterfall charts are designed to represent the cumulative effect of sequential data changes effectively.

MODULE QUIZ: CREATING REPORTS

1. The sales department at Adventure Works wants to understand their quarterly performance. They need a comprehensive report that clearly depicts the various metrics involved. While adjusting your visuals to best illustrate the sales data, which sections of the Visualizations pane in Microsoft Power BI would you likely be interacting with? Select all that apply.

  • Data (CORRECT)
  • Export
  • Import
  • Format (CORRECT)

That’s correct! The Data section is a part of the Visualizations pane that lets you define what data to display in your visualization and how you want to represent it.

That’s correct! The Format section is a component of the Visualizations pane that allows you to adjust the appearance of your visuals.

2. True or False: You’re currently working on a large-scale project analyzing customer purchase patterns across Adventure Works’ product categories. The product categories each have detailed and lengthy labels. A line chart is a suitable visualization for comparing customer purchase patterns across a large number of product categories with detailed and lengthy labels.

  • True
  • False (CORRECT)

That’s correct! Line charts are not ideal for comparing larger quantities or categories with lengthy labels. Bar charts or tables would be a better choice in this scenario.

3. Imagine you’re a data analyst at Adventure Works. You are preparing a presentation for an upcoming board meeting. You have a variety of data points from different aspects of the business that you want to share. Which of the following should be your primary focus when deciding on visualization types for your presentation? 

  • To communicate the correct insights effectively. (CORRECT)
  • To incorporate a high level of detail and complexity into your slides.
  • To showcase the comprehensive datasets you have collected.
  • To make your slides more visually appealing to the board members.

That’s correct! Choosing the right type of visualization is crucial for accurately representing data and effectively communicating the correct insights. An inappropriate choice of visualization could lead to misunderstandings or even misinformation.

4. True or False: You’re discussing data visualization strategies with your colleagues at Adventure Works. One of them states, “The main purpose of data visualization in business intelligence is to increase the amount of data that can be collected.” 

  • True
  • False (CORRECT)

That’s correct! The primary function of data visualization in business intelligence is to transform complex data into a more understandable, accessible, and usable format, not to increase data collection.

5. In Microsoft Power BI, which of the following statements is true about using the report area space more effectively?

  • Both treemap and pie charts use the same amount of space to display the same data.
  • The space efficiency of a chart type does not impact the readability of the data.
  • Pie charts are more space-efficient than treemap charts.
  • Treemap charts make more efficient use of space than pie charts. (CORRECT)

That’s correct! Due to their rectangular design, treemap charts can more effectively fill up the entire chart area and display more information in a given space compared to pie charts.

6. In Microsoft Power BI, what key visual difference between line and area charts influences their usage for data representation?

  • Area charts cannot display negative values.
  • Area charts fill the space under the lines. (CORRECT)
  • Line charts can display multiple data series.
  • Area charts can only represent data over time.

That’s correct! The filled-in space in area Charts gives a sense of volume and helps illustrate the cumulative effect of data points, making it easier to comprehend the relative difference between values.

7. True or False: A line and clustered column chart is most effective when used to display the composition of a total, with each segment of the column representing a part of the whole.

  • True
  • False (CORRECT)

That’s correct! The statement describes a line and stacked column chart, not a line and clustered column chart. The latter is better suited to compare individual data values side by side.

8. What is an appropriate visualization to display sequential data in multiple stages?

  • Line chart
  • Waterfall chart
  • Funnel chart  (CORRECT)
  • Pie chart

That’s correct! Funnel charts are designed to represent sequential data that moves through multiple stages, making them ideal for this type of data.

9. True or False: An outlier in a dataset is always indicative of a data entry error.

  • True
  • False (CORRECT)

That’s correct! While outliers can sometimes be a result of errors in data collection or entry, they can also represent actual instances that are significantly different from the norm, such as unique phenomena, extreme conditions, or significant events. Therefore, it is important not just to remove outliers from your dataset without investigating them, as they may provide valuable insights.

10. Which of the following Key Performance Indicators (KPIs) are typically used in the Human Resources (HR) industry? Select all that apply.

  • Gross Profit Margin
  • Employee Engagement Level (CORRECT)
  • Time to Hire (CORRECT)
  • Customer Acquisition Cost

That’s correct! Employee Engagement Level, which measures the extent to which employees feel passionate about their jobs and are committed to the organization, is a typical HR KPI.

That’s correct! The Time to Hire, which represents the amount of time from when a job is posted to when an offer is accepted, is a typical HR KPI used to measure the efficiency of the recruitment process.

11. As a data analyst at Adventure Works, you’re handling a project that involves evaluating the company’s marketing campaign performance. You’ve decided to use Microsoft Power BI to create a visually appealing report that clearly communicates the campaign outcomes. In the process of building your report, which of the following combinations accurately represents the sections of the Visualizations pane you will primarily be using?

  • The Design section, the Data section, and the Analyze tab
  • The Format section, the Data section, and the Analyze tab (CORRECT)
  • The Format section, the Import section, and the Export section
  • The Import section, the Calculate section, and the Analyze tab

That’s correct! The Visualizations pane in Power BI is comprised of three main sections: the Format section (for adjusting the appearance of visuals), the Data section (for selecting and presenting the data), and the Analyze tab (for providing advanced analytical tools).

12. As a data analyst at Adventure Works, you are tasked with creating a Microsoft Power BI report for the marketing team. The report needs to compare data on the performance of a large number of product categories, each with detailed and lengthy labels. Which visualization types should you consider using? Select all that apply.

  • Column chart
  • Table (CORRECT)
  • Line chart
  • Bar chart (CORRECT)

That’s correct! While tables don’t offer the same visual impact as other chart types, they can display lengthy labels and larger quantities, providing a comprehensive, numerical view of your data.

That’s correct! Bar charts are useful for comparing larger quantities or categories with lengthy labels. Their horizontal representation allows for easier readability of longer labels.

13. True or False: You’re a data analyst at Adventure Works, tasked with introducing Microsoft Power BI to the supply chain team, who are unfamiliar with this tool. You inform them that carefully selecting the correct type of visualization for the data is critical to ensure the right insights are communicated effectively. Is this statement true or false?

  • True (CORRECT)
  • False

That’s correct! Choosing the appropriate visualization is instrumental in the accurate representation of data and effective communication of insights. An inappropriate choice could potentially lead to misunderstandings or misinformation.

14. As a data analyst at Adventure Works, you are assigned to create a presentation to convince management about the benefits of using data visualization in the company’s business intelligence process. What points would you highlight in your presentation? Select all that apply.

  • Data visualization increases the amount of data that can be collected.
  • Data visualization can transform complex data into a more understandable, accessible, and usable format. (CORRECT)
  • Data visualization aids in identifying patterns and trends in the data. (CORRECT)
  • Data visualization eliminates the need for data analysis.

That’s correct! This is a vital point that demonstrates the value of data visualization in making data more comprehensible.

That’s correct! One of the major benefits of data visualization is its ability to reveal patterns and trends that might not be immediately apparent in raw, numerical data formats.

15. You are a data analyst and you want to visualize sales data for different product categories and sub-categories in a single view. Which type of chart would be best suited for this scenario in Microsoft Power BI?

  • Treemap (CORRECT)
  • Pie
  • Donut
  • Line

That’s correct! A treemap chart is excellent for visualizing hierarchical data structures, like product categories and sub-categories. The size of each rectangle can represent the sales of each category, with sub-categories nested inside their parent categories.

16. As a data analyst for a stock trading firm, you are tasked with creating a visual representation of the daily closing prices of a particular stock over the last year. Which chart type would be the most suitable choice in this scenario?

  • Area chart
  • Pie chart
  • Donut chart
  • Line chart (CORRECT)

That’s correct! Line charts are great for visualizing changes or trends in a single data series over time, which makes them an excellent choice for representing stock prices. 

17. You’ve been tracking the monthly sales and advertising spending of a company’s product line over the past two years. You want to show the correlation between advertising spending and sales and the trend of sales from different product categories. Which chart type would be the most suitable choice in this scenario? 

  • Line and stacked column chart (CORRECT)
  • Area chart
  • Bar chart
  • Line chart

That’s correct! A line and stacked column chart can effectively illustrate the correlation between two variables (in this case, advertising spend and sales) while also showing the trend of sales from different product categories.

18. Based on the vehicle performance dataset below, which vehicle(s) would you consider to be outliers? Select all that apply. 

AD 4nXfp1kkmDYl9iU4TtVGfh9OSDFcDyDslJBDo76CHsu46OPjGNp9t4xpgTQuTdj0C7ngYjcoa5Avk Xj9wVw crN8

  • V6 (CORRECT)
  • V7 (CORRECT)
  • V5
  • V10 (CORRECT)

That’s correct! Vehicle V6 has significantly higher fuel efficiency than the rest of the vehicles.

That’s correct! V7 has notably higher engine power compared to others.

That’s correct! V10 has notably higher engine power compared to others.

19. You are analyzing data for a multi-department company and want to show how each department’s monthly expenses contribute to the total expenses over a year. Which chart type would be the most suitable choice in this scenario?

  • Stacked area chart (CORRECT)
  • Line chart
  • Pie chart
  • Donut chart

That’s correct! A stacked area chart allows you to effectively visualize the contribution of individual categories (departments, in this case) to the total over time. You could represent each department with a different area, providing a comprehensive view of how each contributes to the total expenses.

20. Suppose you work for a company that sells software as a service (SaaS). You have identified a typical customer journey which includes the following stages: visiting the company’s website, signing up for a free trial, using the service during the trial period, and finally becoming a paying customer. Which statement best describes how a funnel chart could assist in understanding this process?

  • The funnel chart can track the fluctuations in the company’s stock market value.
  • The funnel chart can display the seasonal variation in website traffic.
  • The funnel chart can depict the number of website visitors who do not sign up for the free trial. (CORRECT)
  • The funnel chart can show the percentage of website visitors who liked the company’s social media posts.

That’s correct! A funnel chart can show the reduction in numbers at each stage, highlighting areas such as the drop-off between visiting the website and signing up for the trial.

21. The regional sales team of a large retail corporation wants to evaluate their performance over the last year. They’ve collected data including the average customer satisfaction score, total sales, and the number of customer complaints received per month for each store in the region. Which type of visualization would be most suitable for analyzing the relationship between average customer satisfaction score and total sales, while also considering the number of customer complaints per store?

  • Line chart
  • Pie chart
  • Scatter chart (CORRECT)
  • Bar chart

That’s correct! Scatter charts are ideal for visualizing and analyzing relationships between two numerical variables. Here, the X-axis can represent the average customer satisfaction score, the Y-axis can represent total sales, and the size of each marker can reflect the number of customer complaints. 

22. Which statement is true about key performance indicators (KPIs)?

  • KPIs should be linked to the strategic goals of the organization. (CORRECT)
  • KPIs should remain constant and never be changed or adjusted.
  • KPIs are universal and what works for one organization will always work for another.
  • KPIs are always financial metrics.

That’s correct! A KPI should be a measure of success that is directly tied to an organization’s strategic goals. This ensures that all efforts are focused on achieving these goals.

23. You are a data analyst and you are tasked with creating a Microsoft Power BI report for a new marketing campaign. What are the main steps you should follow to create visualizations for this report in Power BI?

  • Design charts, share the reports with your team, and collect feedback from stakeholders
  • Select a color scheme, design charts, and update the data regularly
  • Connect to, transform, and load the data, create visualizations, and share the report (CORRECT)
  • Build a data model, analyze the data, and present the findings to stakeholders

That’s correct! The main steps in creating visualizations in Power BI include connecting to data sources, using Power Query to transform the data, loading the data into Power BI’s data model, representing this data in visualizations, and sharing the report.

24. What is the key difference between a line and stacked column chart and a line and clustered column chart in Microsoft Power BI? Select all that apply.

  • The line and clustered column chart only shows individual data points, not a trend.
  • The stacked column chart shows the composition of a total, while the clustered column chart shows individual data points side by side. (CORRECT)
  • A line and clustered column chart can become more cluttered than a line and stacked column chart if there are too many categories. (CORRECT)
  • The line and stacked column chart cannot display negative values, but the line and clustered column chart can.

That’s correct! The stacked column chart allows the display of a total’s composition, with each segment of the column representing a part of the whole. In contrast, the clustered column chart displays individual data points side by side, providing a comparison of individual values rather than their contribution to a total.

That’s correct! A line and clustered column chart can indeed become visually complex and harder to interpret when there are too many categories. In such cases, a different type of visualization might be more effective.

25. As a data analyst at Adventure Works, you’ve been asked to help a team understand the value of data visualization in their business intelligence process. Which statement best describes the primary function of data visualization?

  • It eliminates the need for data analysis.
  • It transforms complex data into a more understandable, accessible, and usable format. (CORRECT)
  • It increases the amount of data that can be collected.
  • It allows the team to use make their reports more visually appealing.

That’s correct! The main advantage of data visualization is that it makes complex data more accessible and understandable.

26. Which of the following is a benefit of using a treemap chart over a pie chart in Microsoft Power BI?

  • Treemap charts can display hierarchical data more clearly than pie charts.
  • Treemap charts can display multiple variables at a time, while pie charts can only display one. 
  • Treemap charts can display larger datasets more effectively than pie charts. (CORRECT)
  • Treemap charts are more efficient in representing data as percentage compared to pie charts.

27. Which of the following statements are true about funnel charts? Select all that apply.

  • Funnel charts are ideal for illustrating data that follows a sequential order through multiple stages. (CORRECT)
  • Funnel charts are ideal for calculating and tracking conversion and retention rates. (CORRECT)
  • Funnel charts are helpful in identifying bottlenecks in a process. (CORRECT)
  • Funnel charts must be used only when the data volume increases from the initial to the final stage.

That’s correct! Funnel charts are an excellent tool for displaying sequential data across multiple stages, like sales conversion data.

That’s correct! With their visual representation of progression through stages, funnel charts can make it easy to calculate and track conversion and retention rates.

That’s correct! By highlighting the number of items at each stage, funnel charts can help identify problematic areas or bottlenecks in a process where items are not advancing as expected.

CONCLUSION – Creating Reports

In conclusion, this module will provide you with a thorough understanding of how to use Microsoft Power BI’s visualization and reporting tools to present data effectively to stakeholders. By mastering the creation of dynamic visualizations and customized reports, you will enhance your ability to communicate complex data insights in a clear and engaging way. Ultimately, this proficiency will empower you to transform raw data into compelling visual narratives, significantly improving your capability to inform and influence stakeholder decisions.