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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- 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
SALEStable. 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 thePROC SQLstep to achieve this? (Select TWO).Show answer & explanation
Correct answers: B, D
The
GROUP BYclause is necessary to aggregate the sales data byproduct_categoryso that theSUM()function can calculate the total revenue for each category.The
HAVINGclause 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),HAVINGis the correct clause to use after theGROUP BY. - 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?
Show answer & explanation
Correct answer: C
The
%EVALfunction 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%SYSEVALFfunction must be used instead. - 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?
Show answer & explanation
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 theCMPLIB=system option is set correctly. - Question 4Intermediate
Advanced Techniques · Retrieve previous values with the LAG function.
A research institute is analyzing longitudinal patient data stored in
WORK.VISITS, sorted byPatientIDandVisitDate. 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?Show answer & explanation
Correct answer: A
This is a correct and idiomatic SAS solution. The
DIFfunction calculates the difference between the current value of a variable and its previous value. When used withBYgroup processing, it automatically resets to missing for the first observation of eachBYgroup (first.PatientID), perfectly handling the requirement to have a missing value for the first visit of each patient. - Question 5Intermediate
Accessing Data Using SQL · Use PROC SQL invocation options (INOBS=, OUTOBS=, NOPRINT, NUMBER)
A programmer needs to query the SAS
DICTIONARY.TABLESview to get a list of all datasets in theWORKlibrary. However, they want to limit the result to the first 5 tables found and prevent the results from printing to the output window. WhichPROC SQLstatement correctly achieves this?Show answer & explanation
Correct answer: B
This is the correct solution. The
NOPRINToption on thePROC SQLstatement suppresses the default behavior of printing results to the output window. TheOUTOBS=5option limits the number of rows written to any output tables (or displayed, if not forNOPRINT) to 5. These are invocation options that control the procedure's overall behavior. - 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 MEANSon 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?Show answer & explanation
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. - 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?Show answer & explanation
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
DOloop 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. - 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
RAWSALESlibrary, 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 singleWORK.GLOBALSALEStable. 2) Generates a separate summary report usingPROC MEANSfor each country and stores the output in a dataset namedSUMMARY_(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?
Show answer & explanation
Correct answer: C
This is the most robust and dynamic solution. Querying
DICTIONARY.MEMBERSensures that the process automatically adapts to any changes in theRAWSALESlibrary without requiring code modifications. Storing the list of members in a macro variable allows a single macro with a%DOloop 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. - Question 9Intermediate
Accessing Data Using SQL · Use the CALCULATED keyword.
A programmer is using
PROC SQLto joinCUSTOMERSandORDERS. They want to use theCALCULATEDkeyword to filter results based on a newly computed columnOrderValue(price * quantity). Which of the following statements about theCALCULATEDkeyword is true?Show answer & explanation
Correct answer: C
The
CALCULATEDkeyword is a SAS-specific enhancement toPROC SQL. It allows you to reference a column alias, which was defined in theSELECTclause, within theWHEREorHAVINGclause 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. - 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
1234567should be displayed as$1.2M. WhichPICTUREstatement withinPROC FORMATcorrectly defines this format?Show answer & explanation
Correct answer: B
This is the correct syntax. The digit selectors
00.0define 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. Themultiplier=.000001option correctly scales the original value down by a factor of one million before applying the picture format.
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