A00-232 Sample Questions

A00-232 Sample Questions & Answers

SQL-based reporting ties with macro programming for the heaviest weight, covering single-table, joined and set-based reports plus nested queries in SQL, defining macro variables and functions in the Macro Language, and arrays, hash objects and utility procedures.

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  1. Question 1BeginnerSelect 2

    Accessing Data Using SQL · Filter grouped data using HAVING clause.

    A data analyst is tasked with creating a summary report from a SALES table. The report needs to show the total revenue for each product category, but only for categories that have generated more than $1,000,000 in total revenue. Which two clauses must be used in the PROC SQL step to achieve this? (Select TWO).

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    Correct answers: B, D

    The GROUP BY clause is necessary to aggregate the sales data by product_category so that the SUM() function can calculate the total revenue for each category.

    The HAVING clause is used to filter the results of a query based on the values of aggregate functions. Since the requirement is to filter categories based on their total revenue (SUM(revenue) > 1000000), HAVING is the correct clause to use after the GROUP BY.

  2. Question 2Intermediate

    Macro Processing · Use macro evaluation functions. (%SYSEVALF)

    A SAS programmer has written the following macro. The intent is to pass a numeric value and have the macro evaluate if it is greater than 100.

    %macro check_value(val);
    %let result = %eval(&val > 100);
    %put The result is &result;
    %mend;

    The programmer then calls the macro with a non-integer value: %check_value(val=105.5).

    What is the outcome of this macro call?

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    Correct answer: C

    The %EVAL function is designed for integer arithmetic only. When it encounters a floating-point number like 105.5, it cannot perform the evaluation and will generate an error in the SAS log stating that the operand was invalid. To handle floating-point numbers in macro expressions, the %SYSEVALF function must be used instead.

  3. Question 3Beginner

    Advanced Techniques · Create custom functions with the FCMP procedure

    To create a user-defined function that can be used in a DATA step or a WHERE clause, you must use PROC FCMP. True or False?

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    Correct answer: A

    True. The PROC FCMP (Function Compiler) procedure is the standard SAS utility for creating, storing, and managing custom, reusable functions and subroutines. Once compiled and stored, these functions can be invoked from various SAS steps, including DATA steps and WHERE clauses, provided the CMPLIB= system option is set correctly.

  4. Question 4Intermediate

    Advanced Techniques · Retrieve previous values with the LAG function.

    A research institute is analyzing longitudinal patient data stored in WORK.VISITS, sorted by PatientID and VisitDate. For each visit, the analyst needs to calculate the number of days since that patient's previous visit. If it is the patient's first visit, the result should be a missing value. Which code snippet correctly computes this difference?

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    Correct answer: A

    This is a correct and idiomatic SAS solution. The DIF function calculates the difference between the current value of a variable and its previous value. When used with BY group processing, it automatically resets to missing for the first observation of each BY group (first.PatientID), perfectly handling the requirement to have a missing value for the first visit of each patient.

  5. Question 5Intermediate

    Accessing Data Using SQL · Use PROC SQL invocation options (INOBS=, OUTOBS=, NOPRINT, NUMBER)

    A programmer needs to query the SAS DICTIONARY.TABLES view to get a list of all datasets in the WORK library. However, they want to limit the result to the first 5 tables found and prevent the results from printing to the output window. Which PROC SQL statement correctly achieves this?

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    Correct answer: B

    This is the correct solution. The NOPRINT option on the PROC SQL statement suppresses the default behavior of printing results to the output window. The OUTOBS=5 option limits the number of rows written to any output tables (or displayed, if not for NOPRINT) to 5. These are invocation options that control the procedure's overall behavior.

  6. Question 6Intermediate

    Macro Processing · Use macro quoting functions. (%NRSTR, %STR)

    A developer needs to create a macro that accepts a dataset name and a variable list as parameters. The macro should then run PROC MEANS on the specified dataset and variables. It is crucial that if the user provides a variable list containing a special character, like 'Sales-Q1', the macro does not fail. Which macro function should be used to mask the special character during macro compilation?

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    Correct answer: D

    The %STR() function is a compile-time macro quoting function that masks special characters and mnemonic operators in a constant text string. This prevents the macro processor from misinterpreting a character like a hyphen (-) as a mathematical operator during the compilation phase, ensuring the value is passed literally to the SAS code.

  7. Question 7Intermediate

    Advanced Techniques · Process data using 1 and 2 dimensional arrays.

    An analyst is working with a dataset containing monthly sales figures for 12 months, stored in variables sales_jan, sales_feb, ..., sales_dec. They need to calculate the total annual sales for each record and identify any record where a monthly sales figure is greater than 5000. Which is the most efficient and maintainable way to structure the DATA step to perform these tasks?

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    Correct answer: C

    Using an array is the most efficient and scalable solution. It allows the programmer to reference all 12 variables as elements of a single array. A DO loop can then iterate from 1 to 12, performing the summation and the conditional check on each element (sales_array[i]). This approach results in concise, readable, and easily maintainable code, especially if the number of months were to change.

  8. Question 8Advanced

    Macro Processing · Create data-driven programs using SAS Macro Language.

    Case Study: Retail Analytics Automation

    A large retail corporation operates in multiple countries. Each country's daily sales data is stored in a separate dataset within the RAWSALES library, named according to the country code (e.g., RAWSALES.US, RAWSALES.CA, RAWSALES.DE). The data structure is identical across all datasets. The analytics team needs to create a single, automated SAS program that performs two tasks: 1) Appends all country-specific datasets into a single WORK.GLOBALSALES table. 2) Generates a separate summary report using PROC MEANS for each country and stores the output in a dataset named SUMMARY_ (e.g., SUMMARY_US).

    The list of countries can change weekly, so the solution must be dynamic and not require code changes when countries are added or removed. The solution should be efficient and follow SAS best practices for automation.

    Which approach best satisfies all the requirements of this scenario?

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    Correct answer: C

    This is the most robust and dynamic solution. Querying DICTIONARY.MEMBERS ensures that the process automatically adapts to any changes in the RAWSALES library without requiring code modifications. Storing the list of members in a macro variable allows a single macro with a %DO loop to systematically process each country's data for both the append and summary tasks. This approach is efficient, automated, and follows best practices for data-driven macro programming.

  9. Question 9Intermediate

    Accessing Data Using SQL · Use the CALCULATED keyword.

    A programmer is using PROC SQL to join CUSTOMERS and ORDERS. They want to use the CALCULATED keyword to filter results based on a newly computed column OrderValue (price * quantity). Which of the following statements about the CALCULATED keyword is true?

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    Correct answer: C

    The CALCULATED keyword is a SAS-specific enhancement to PROC SQL. It allows you to reference a column alias, which was defined in the SELECT clause, within the WHERE or HAVING clause of the same query. This avoids the need to repeat the calculation expression (e.g., where price * quantity > 100) and makes the code more readable and maintainable.

  10. Question 10Advanced

    Advanced Techniques · Specify a template using the PICTURE statement within the FORMAT Procedure

    A developer needs to create a custom numeric format to display large numbers in millions, with one decimal place, a leading dollar sign, and a trailing 'M'. For example, the value 1234567 should be displayed as $1.2M. Which PICTURE statement within PROC FORMAT correctly defines this format?

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    Correct answer: B

    This is the correct syntax. The digit selectors 00.0 define the numeric template, ensuring a leading zero if the value is less than 1 million. The dollar sign and 'M' are literals included in the picture. The multiplier=.000001 option correctly scales the original value down by a factor of one million before applying the picture format.

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