500+ Large Language Models Interview Questions 2026

Detailed Exam Domain CoverageThis practice test repository is structured precisely to mirror the real-world technical distributions expected in enterprise-level COBOL and Mainframe technical interviews.COBOL Fundamentals (20%): Core COBOL syntax, complex Data types, Level numbers (01, 77, 88), conditional variables, and structured Control structures.File Handling and Management (18%): File organizations, Sequential, Relative, and Indexed file processing, and deep dive into VSAM files (KSDS, ESDS, RRDS) status codes.Data Processing and Manipulation (15%): Internal and external Sorting, Merging operations, robust Data validation, comprehensive Error handling, and complex Data conversion techniques.Database Interaction (12%): Embedded SQL within DB2, Cursor management, Database connectivity, host variables, Query optimization, and Transaction management (COMMIT/ROLLBACK).System Integration and Security (10%): CICS programming, JCL structure, handling TSQ and TDQ, and enterprise Security protocols.Performance Optimization and Debugging (8%): Mainframe Performance tuning, interactive Debugging techniques, fine-tuning compiler options, and advanced Logging.Advanced COBOL Concepts (7%): Object-oriented COBOL extensions, Multithreading concepts, calling Web services, XML parsing/generation, and Unicode support.Best Practices and Coding Standards (10%): Enterprise Code quality metrics, clean documentation rules, structured Unit Testing methodologies, and mainframe Version control setups.About the CourseNavigating a modern Mainframe developer or Systems Analyst interview requires more than just knowing basic syntax. High-stakes systems in banking, healthcare, and governance rely on COBOL code that must be bulletproof, optimized, and perfectly integrated with DB2, VSAM, and CICS. I designed this comprehensive question bank to bridge the gap between academic knowledge and the exact scenarios senior technical interviewers test you on.With 550 highly detailed, original questions, this course goes beyond standard true/false binary choices. I break down real-world code snippets, debugging dilemmas, execution errors, and performance bottlenecks. Every single question comes backed by an exhaustive technical breakdown explaining exactly why the right choice succeeds and why the alternative variations fail in a production environment. Whether you are aiming for a Mainframe Developer role, preparing for system integration technical rounds, or brushing up on advanced file handling before an internal assessment, this resource provides the rigorous practice needed to clear your technical rounds confidently on your very first try.Sample Practice Questions PreviewTo understand the depth and style of the explanations provided inside this question bank, review these three high-fidelity sample questions.Question 1: File Status Evaluation during VSAM Input ProcessingA developer executes an OPEN INPUT statement on an indexed VSAM file. The program terminates abruptly, and the system returns a file status code of "23". Which condition describes the root cause of this execution failure?A) The file was successfully opened but the primary key attribute structure is corrupted.B) A sequence error occurred during sequential processing of an indexed file.C) The file is not available or the record indicated by the key could not be found during an initial access attempt.D) A boundary violation has occurred because the logical record length exceeds the physical allocation limits.E) The execution environment encountered a physical hardware read failure on the underlying storage drive.F) The program attempted to open a file that was already opened in an active transaction block.Correct Answer Explanation:Correct Answer: CWhy it is correct: In COBOL file processing, Status Key 1 value of '2' combined with Status Key 2 value of '3' explicitly signifies an invalid key condition during an access operation. For an OPEN INPUT or an initial READ statement, file status "23" means the specific record matching the key criteria does not exist, or the physical file itself cannot be located by the file control system.Why alternative options are incorrect:Option A is incorrect: A corrupted key structure typically yields a status code like "39" (attribute mismatch).Option B is incorrect: Sequence errors during sequential retrieval return a status code of "21".Option D is incorrect: Record length conflicts or boundary issues throw a status code of "34" or "35".Option E is incorrect: Physical hardware read faults trigger status codes in the "9X" operating system error range (e.g., "92" or "93").Option F is incorrect: Attempting to open an already opened file throws a status "41" error.Question 2: Embedded SQL Host Variable Mismatches in DB2/COBOL EnvironmentsConsider an embedded SQL SELECT statement within a COBOL program where the database column EMP_SALARY is defined as a DECIMAL(9,2) in DB2. The developer defines the receiving COBOL host variable as 01 WS-SALARY PIC S9(7)V99 COMP-3.. During execution, the query fails to populate the field cleanly under specific high-value conditions. What is the fundamental issue?A) DB2 cannot map a DECIMAL column directly to a computational packed-decimal COMP-3 field.B) The sign indicator S in the COBOL picture clause invalidates the mapping against a positive DB2 numeric column.C) The host variable definition is fully compatible, but the SQL statement lacks an explicit cast operator.D) The host variable definition perfectly matches the precision but fails to account for null indicators.E) The host variable size matches the database allocation but COMP-4 must be used for all decimal formats.F) The host variable structure is correct, but COBOL variables must never start with the "WS-" prefix when used in SQL blocks.Correct Answer Explanation:Correct Answer: DWhy it is correct: The mapping between DECIMAL(9,2) and PIC S9(7)V99 COMP-3 is technically accurate in terms of scale and precision (9 total digits with 2 decimal places). However, if the EMP_SALARY database column contains a NULL value, the execution will crash with an SQLCODE error unless a companion null indicator variable (defined as an S9(4) COMP) is provided immediately after the host variable in the INTO clause.Why alternative options are incorrect:Option A is incorrect: COMP-3 (packed decimal) is the exact, standard equivalent data format used to map DB2 DECIMAL columns.Option B is incorrect: The S sign indicator is required; omitting it can lead to data truncation or sign loss during arithmetic moves.Option C is incorrect: Casting is unnecessary because the database management system automatically aligns matching data definitions.Option E is incorrect: COMP-4 represents binary storage, which maps to SMALLINT or INTEGER columns, not DECIMAL.Option F is incorrect: The variable prefix is arbitrary; any valid COBOL data item declared within the SQL Working-Storage Section can serve as a host variable.Question 3: Control flow Evaluation with SEARCH vs. SEARCH ALL StatementsA maintenance programmer replaces a linear SEARCH statement with a binary SEARCH ALL statement to look up items in a large table. The program compiles without errors but returns unpredictable, incorrect indexes during execution. What is the most likely structural reason for this issue?A) The underlying table array data was not pre-sorted in an ascending or descending sequence before execution.B) The table layout lacks a designated POINTER phrase inside the main working storage definition block.C) The target index item was initialized to 1 immediately prior to triggering the SEARCH ALL verb.D) Binary searches in COBOL are restricted to tables containing fewer than 100 maximum occurrences.E) The SEARCH ALL statement evaluates multiple WHEN conditions simultaneously, which scrambles the pointer logic.F) The array definition used a REDEFINES clause which alters the physical storage memory addresses.Correct Answer Explanation:Correct Answer: AWhy it is correct: The SEARCH ALL statement executes a highly efficient binary search algorithm. For a binary search to function correctly, the table rows must be ordered sequentially based on the key specified in the ASCENDING/DESCENDING KEY clause of the table definition. If the data is unordered, the split-half logic will look in the wrong direction, bypassing valid matching records entirely.Why alternative options are incorrect:Option B is incorrect: A POINTER phrase is not a valid parameter for array definitions; indexing is handled via INDEXED BY.Option C is incorrect: Initializing the index is required for a serial SEARCH, but for SEARCH ALL, the system controls the index positioning internally; manually setting it does not break the execution logic.Option D is incorrect: There is no low limit constraint; binary searches become more efficient as the table size grows.Option E is incorrect: Unlike serial searches, SEARCH ALL is structurally restricted to a single compound WHEN condition using AND operators.Option F is incorrect: Using a REDEFINES clause changes data interpretations but does not disrupt internal search routines if data ordering remains intact.What to ExpectWelcome to the Interview Questions Tests to help you prepare for your COBOL Interview Questions AssessmentYou can retake the exams as many times as you wantThis is a huge original question bankYou get support from instructors if you have questionsEach question has a detailed explanationMobile-compatible with the Udemy appWe hope that by now you're convinced! And there are a lot more questions inside the course.