Data visualizations are essential tools for communicating business insights. Imagine you're presenting a report to a management team that includes various stakeholders with different levels of statistical knowledge. Visualization Selection: Choose a business scenario (e.g., sales trends, customer demographics, employee performance). Discuss which type of data visualization (e.g., bar chart, line graph, pie chart, histogram, box plot, scatter plot) would be most effective for conveying key insights and why. Clarity and Interpretation: What are some best practices to ensure your visualizations are clear, accurate, and easy to interpret for a non-technical audience Pitfalls to Avoid: Discuss common pitfalls in data visualization (e.g., misleading scales, cluttered graphics) and how to avoid them to ensure your message is not misunderstood. GIVE REFERENCES IN APA FORMAT