A company wants to review sales data from the previous quarter to determine whether to provide monetary awards to salespeople who met their sales goals. Which type of analytics should the company conduct to obtain this information?
Descriptive analytics should be conducted to review sales data from the previous quarter.
Descriptive analytics focuses on summarizing historical data to understand what has happened in the past, which is essential for assessing sales performance against established goals. By analyzing this data, the company can determine which salespeople met their targets and thus decide on monetary awards.
Descriptive analytics provides an overview of past sales performance, summarizing data such as total sales, average sales per person, and the number of sales achieved. This type of analysis is critical for understanding whether salespeople met their goals in the previous quarter and is the most appropriate choice for the company's needs.
Outlier analysis focuses on identifying data points that significantly differ from the rest of the dataset. While it can be useful in understanding anomalies in sales data, it does not provide a comprehensive view of overall performance against sales goals, making it less relevant for the company's purpose of evaluating awards for meeting targets.
Correlation analysis examines the relationship between two variables to determine if they move together. While it may show how sales figures relate to other factors, it does not provide a direct assessment of whether salespeople achieved their sales goals, thus failing to answer the company’s question effectively.
Regression analysis is used to predict the value of a dependent variable based on one or more independent variables. Although it can be useful for forecasting future sales or understanding trends, it is not necessary for simply reviewing past sales data to determine if goals were met, making it inappropriate for this scenario.
To evaluate past sales performance and determine eligibility for monetary awards, the company should conduct descriptive analytics, which will provide a clear picture of which salespeople met their sales goals. Other types of analytics, such as outlier, correlation, and regression, serve different purposes and do not directly address the objective of reviewing past performance to inform reward decisions.
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