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    Question

    You are tasked with analyzing sales data from multiple

    sources for a quarterly report. The raw data contains missing values and duplicate records. What should your first step in the analysis process be?
    A Build a predictive model to estimate missing values. Correct Answer Incorrect Answer
    B Perform exploratory data analysis to identify trends Correct Answer Incorrect Answer
    C Remove all duplicate records and fill missing values with averages Correct Answer Incorrect Answer
    D Clean the dataset by handling missing values and duplicates appropriately Correct Answer Incorrect Answer
    E Generate visualizations to highlight quarterly performance metrics Correct Answer Incorrect Answer

    Solution

    Data cleaning is a critical early step in the analysis process. Without clean and accurate data, any insights derived from the analysis will be unreliable. Cleaning involves removing duplicates, handling missing values (e.g., using imputation techniques), and ensuring consistency. This step ensures the foundation of the analysis is robust.

    • Option A : Building predictive models before cleaning the data can lead to biased or inaccurate results.
    • Option B : Exploratory analysis comes after cleaning the data to ensure trends reflect reality.
    • Option C : While partially correct, removing duplicates and averaging missing values may not always be the best method for handling these issues.
    • Option E : Visualizations should be created only after cleaning and analyzing the data for accurate representation.

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