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A client has a large data set that contains more than 10 million rows. A consultant wants to calculate a profitability threshold as efficiently as possible. The calculation must classify the profits by using the following specifications: . Classify profit margins above 50% as Highly Profitable. . Classify profit margins between 0% and 50% as Profitable. . Classify profit margins below 0% as Unprofitable. Which calculation meets these requirements?
Correct Answer: B
The correct calculation for classifying profit margins into categories based on specified thresholds involves the use of conditional statements that check ranges in a logical order: * Highly Profitable Classification: The first condition checks if the profit margin is 50% or more. This must use the ">=" operator to include exactly 50% as "Highly Profitable". * Profitable Classification: The next condition checks if the profit margin is between 0% and 50%. Since any value falling at or above 50% is already classified, this condition only needs to check for values greater than or equal to 0%. * Unprofitable Classification: The final condition captures any remaining scenarios, which would only be values less than 0%. References: * Logical Order in Conditional Statements: It is crucial in programming and data calculation to ensure that conditions in IF statements are structured in a logical and non-overlapping manner to accurately categorize all possible values.
