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300+ Programmer Analyst Interview Questions and Answers

Updated 28 Feb 2025

Q101. What do you know about Epsilon India?

Ans.

Epsilon India is a global marketing company that provides data-driven marketing solutions.

  • Epsilon India is a subsidiary of Epsilon, a global marketing company.

  • They offer data-driven marketing solutions to help businesses connect with customers.

  • Epsilon India has offices in Bangalore and Pune.

  • They specialize in email marketing, loyalty programs, and customer insights.

Q102. What does i indicates in array ?

Ans.

i indicates the index of an element in an array.

  • i is a variable used to access elements in an array.

  • It starts at 0 for the first element and increments by 1 for each subsequent element.

  • For example, in the array ['apple', 'banana', 'orange'], i=0 would refer to 'apple', i=1 to 'banana', and i=2 to 'orange'.

Q103. What is input and put statement?

Ans.

Input and put statements are used in programming to read input from a user or file and write output to a screen or file.

  • Input statements are used to read data from a user or file into a program.

  • Put statements are used to write data from a program to a screen or file.

  • Input statements typically involve prompting the user for input and storing the entered data in variables.

  • Put statements can display data on the screen or write it to a file.

  • Examples of input statements include 's...read more

Q104. Which Layer in ISO OSI Model handles security

Ans.

The security layer in the ISO OSI Model is the Presentation Layer.

  • The Presentation Layer is responsible for encryption, decryption, and data compression.

  • It ensures that data is securely transmitted between applications.

  • Examples of security protocols at this layer include SSL (Secure Sockets Layer) and TLS (Transport Layer Security).

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Q105. What is sql ?

Ans.

SQL is a programming language used for managing and manipulating relational databases.

  • SQL stands for Structured Query Language.

  • It is used to communicate with and manipulate databases.

  • SQL can be used to create, modify, and retrieve data from databases.

  • Common SQL commands include SELECT, INSERT, UPDATE, and DELETE.

  • SQL is widely used in web development and data analysis.

Q106. Find the peak element in the array in O(nlogn) complexity.

Ans.

Use binary search to find peak element in O(nlogn) complexity.

  • Implement binary search to find the peak element in the array.

  • Compare mid element with its neighbors to determine if it is a peak.

  • Divide the array into two halves and recursively search for peak element.

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Q107. what is Left outer join ?give ex

Ans.

Left outer join is a type of join operation that returns all records from the left table and the matched records from the right table.

  • Left outer join combines rows from two tables based on a related column between them.

  • It includes all the rows from the left table, even if there are no matches in the right table.

  • Example: SELECT * FROM table1 LEFT JOIN table2 ON table1.id = table2.id;

Q108. Explain Agile. How it is different from waterfall

Ans.

Agile is an iterative approach to software development that focuses on delivering small, incremental releases.

  • Agile involves breaking down projects into small, manageable chunks called sprints

  • It emphasizes collaboration, flexibility, and customer feedback throughout the development process

  • In Agile, requirements and solutions evolve through the collaborative effort of self-organizing and cross-functional teams

  • Unlike waterfall, Agile allows for changes to be made at any point i...read more

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Q109. How to integrate the website with API?

Ans.

To integrate a website with an API, you need to establish a connection between the two and define the data exchange format.

  • Identify the API endpoints and methods needed for the website functionality

  • Create a developer account and obtain API keys or tokens

  • Implement the API calls in the website code using a programming language or framework

  • Define the data exchange format, such as JSON or XML

  • Handle errors and exceptions in the API calls

  • Test the integration thoroughly before deplo...read more

Q110. What is cia triad, cybersecurity, cryptography

Ans.

The CIA Triad is a foundational concept in cybersecurity that consists of three core principles: confidentiality, integrity, and availability.

  • Confidentiality ensures that data is only accessible to authorized individuals or systems.

  • Integrity ensures that data is accurate and has not been tampered with.

  • Availability ensures that data and systems are accessible when needed.

  • Cryptography is the practice of secure communication in the presence of third parties.

  • Examples of cryptogra...read more

Q111. tell me different ways to introduce infinite loop

Ans.

Different ways to introduce infinite loop in programming

  • Using while loop with condition that always evaluates to true

  • Using for loop with condition that never becomes false

  • Using recursion without a base case

  • Using goto statement to jump back to the beginning of the loop

Q112. write some loop statements in any programming lang you know and explain it line by line.

Ans.

Examples of loop statements in programming languages with line by line explanation.

  • For loop in Python: for i in range(5): print(i) - iterates over numbers 0 to 4 and prints each number.

  • While loop in Java: int i = 0; while(i < 5) { System.out.println(i); i++; } - prints numbers 0 to 4 using a while loop.

  • Do-while loop in C++: int i = 0; do { cout << i; i++; } while(i < 5); - prints numbers 0 to 4 using a do-while loop.

Q113. Write a code to print your name

Ans.

Code to print name

  • Use a print statement to output the name

  • Enclose the name in quotes

  • Separate first and last name with a space

Q114. what is long form iof SQL.

Ans.

Long form of SQL is Structured Query Language.

  • SQL stands for Structured Query Language

  • It is a standard language for accessing and manipulating databases

  • Commonly used commands include SELECT, INSERT, UPDATE, DELETE

Q115. What is data structure and algorithms?

Ans.

Data structures are ways of organizing and storing data in a computer's memory, while algorithms are step-by-step procedures for solving problems.

  • Data structures are used to efficiently manage and manipulate data, such as arrays, linked lists, trees, graphs, etc.

  • Algorithms are the set of rules or steps to solve a particular problem, like sorting algorithms (e.g. bubble sort, quick sort) or searching algorithms (e.g. binary search).

  • Understanding data structures and algorithms ...read more

Q116. 9. Difference between out and ref in C#?

Ans.

Out and ref are both used for passing parameters by reference in C#. Out is used for output parameters while ref is used for both input and output parameters.

  • Out parameters are used to return values from a method while ref parameters are used to pass values to and from a method.

  • Out parameters must be assigned a value inside the method while ref parameters must be assigned a value before being passed to the method.

  • Out parameters are declared using the 'out' keyword while ref p...read more

Q117. What does Finalize method do in java

Ans.

The finalize() method in Java is used to perform cleanup operations before an object is garbage collected.

  • Finalize method is called by the garbage collector before reclaiming the memory occupied by an object.

  • It can be used to release system resources like closing files or sockets.

  • It is not recommended to rely on finalize() for resource cleanup as it is not guaranteed to be called.

Q118. Why we use public, private and protect

Ans.

Public, private and protected are access modifiers used in object-oriented programming to control the visibility of class members.

  • Public members can be accessed from anywhere in the program.

  • Private members can only be accessed within the class they are declared in.

  • Protected members can be accessed within the class they are declared in and any subclasses.

  • Access modifiers help to enforce encapsulation and prevent unauthorized access to class members.

  • For example, if a class has ...read more

Q119. What is SQL? What is ddl? What is dml?

Ans.

SQL is a programming language used to manage and manipulate relational databases.

  • DDL stands for Data Definition Language and is used to define the structure of a database.

  • DML stands for Data Manipulation Language and is used to manipulate data within a database.

  • Examples of DDL commands include CREATE, ALTER, and DROP.

  • Examples of DML commands include SELECT, INSERT, UPDATE, and DELETE.

Q120. What is normalization. What is subquery. What is performance optimization

Ans.

Normalization is the process of organizing data in a database to reduce redundancy and improve data integrity. Subquery is a query nested within another query. Performance optimization involves improving the efficiency of a system.

  • Normalization involves breaking down data into smaller, manageable parts to avoid redundancy. For example, a database table can be split into multiple tables to store related data separately.

  • A subquery is a query nested within another query. It is u...read more

Q121. For Java all oops concepts and differences between static,private,final keywords

Ans.

Java OOPs concepts include inheritance, polymorphism, encapsulation, and abstraction. Static, private, and final keywords have specific uses in Java programming.

  • Inheritance allows a class to inherit properties and behavior from another class. Example: class B extends A {}

  • Polymorphism allows objects to be treated as instances of their parent class. Example: Animal a = new Dog();

  • Encapsulation hides the internal state of an object and only allows access through methods. Example:...read more

Q122. Any questions?

Ans.

Yes, I have a few questions regarding the company culture and team dynamics.

  • Can you tell me more about the team I will be working with?

  • What is the company's approach to professional development?

  • How does the company foster collaboration and communication among teams?

  • What is the company's policy on work-life balance?

Frequently asked in,

Q123. What is an interpreted language

Ans.

An interpreted language is a type of programming language that executes instructions directly, without the need for compilation.

  • Interpreted languages are executed line by line, translating each line into machine code at runtime.

  • Examples of interpreted languages include Python, Ruby, and JavaScript.

  • Interpreted languages are generally slower than compiled languages, as they do not undergo a separate compilation step.

Q124. Compile time polymorphism vs runtime polymorphism

Ans.

Compile time polymorphism is method overloading while runtime polymorphism is method overriding.

  • Compile time polymorphism is resolved at compile time while runtime polymorphism is resolved at runtime.

  • Method overloading is an example of compile time polymorphism while method overriding is an example of runtime polymorphism.

  • Compile time polymorphism is faster than runtime polymorphism as it is resolved at compile time.

  • Runtime polymorphism is more flexible than compile time poly...read more

Q125. Explain healthcare ? Copay deductable and coinsurance

Ans.

Healthcare copay, deductible, and coinsurance are key components of out-of-pocket costs for medical services.

  • Copay is a fixed amount paid by the patient for each medical service or prescription.

  • Deductible is the amount the patient must pay out of pocket before the insurance company starts covering costs.

  • Coinsurance is the percentage of costs shared between the patient and the insurance company after the deductible is met.

Q126. Technological advancements in distributed file systems.

Ans.

Distributed file systems have advanced with features like fault tolerance, scalability, and data consistency.

  • Distributed file systems allow for data to be stored across multiple servers and accessed from anywhere.

  • Advancements include fault tolerance to ensure data availability even if a server fails.

  • Scalability allows for easy expansion as data storage needs grow.

  • Data consistency ensures that all nodes in the system have the same view of the data.

  • Examples of distributed file ...read more

Q127. Difference between Linked list and array list?

Ans.

Linked list is a dynamic data structure while array list is a static data structure.

  • Linked list can grow or shrink dynamically while array list has a fixed size.

  • Linked list uses pointers to connect nodes while array list uses indexes to access elements.

  • Insertion and deletion operations are faster in linked list while accessing elements is faster in array list.

  • Linked list is suitable for implementing stacks, queues, and graphs while array list is suitable for implementing list...read more

Q128. Latest technologies and mainly their usage

Ans.

Latest technologies and their usage

  • Artificial Intelligence and Machine Learning for automation and predictive analysis

  • Blockchain for secure and transparent transactions

  • Internet of Things for connected devices and data collection

  • Virtual and Augmented Reality for immersive experiences

  • 5G for faster and more reliable communication

  • Cloud Computing for scalable and cost-effective solutions

Q129. What is introduced in java 8

Ans.

Java 8 introduced lambda expressions, functional interfaces, streams, and default methods.

  • Lambda expressions allow functional programming in Java.

  • Functional interfaces are interfaces with a single abstract method.

  • Streams provide a way to process collections of data in a functional way.

  • Default methods allow interfaces to have method implementations.

  • Date and Time API improvements.

  • Nashorn JavaScript engine.

  • Type annotations.

  • Parallel array sorting.

  • Base64 encoding and decoding.

  • Opti...read more

Q130. Explain joins in detail and their types.

Ans.

Joins are used to combine data from two or more tables based on a related column.

  • Types of joins include inner join, left join, right join, and full outer join.

  • Inner join returns only the matching rows from both tables.

  • Left join returns all rows from the left table and matching rows from the right table.

  • Right join returns all rows from the right table and matching rows from the left table.

  • Full outer join returns all rows from both tables, with NULL values for non-matching rows...read more

Q131. difference between array list and linked list

Ans.

Array list stores elements in contiguous memory locations, while linked list stores elements in nodes with pointers to the next node.

  • Array list allows random access to elements based on index, while linked list requires traversal from the beginning to access elements.

  • Insertions and deletions are faster in linked list as it only requires updating pointers, while in array list it may require shifting elements.

  • Example: Array list - ArrayList in Java, Linked list - LinkedList in ...read more

Q132. What is exploratory testing?

Ans.

Exploratory testing is a type of testing where the tester explores the software system without a predefined test plan.

  • It involves simultaneous learning, test design, and test execution.

  • It is useful when there is limited time for testing or when the requirements are unclear.

  • It can uncover defects that might be missed by scripted testing.

  • It requires skilled testers who can think creatively and critically.

  • Examples include ad-hoc testing, scenario-based testing, and error guessin...read more

Q133. Call by value and call by reference difference

Ans.

Call by value passes a copy of the value while call by reference passes the memory address of the value.

  • Call by value passes a copy of the value to the function while call by reference passes the memory address of the value.

  • In call by value, any changes made to the parameter inside the function do not affect the original value outside the function.

  • In call by reference, any changes made to the parameter inside the function affect the original value outside the function.

  • Call by...read more

Q134. What is sas and why it's used?

Ans.

SAS is a software suite used for advanced analytics, business intelligence, and data management.

  • SAS stands for Statistical Analysis System.

  • It is widely used in industries like finance, healthcare, and marketing.

  • SAS provides tools for data manipulation, statistical analysis, and reporting.

  • It supports various data formats and has a programming language called SAS programming.

  • SAS is known for its ability to handle large datasets and perform complex analyses.

  • Example: SAS can be u...read more

Q135. Why is java platform independent

Ans.

Java is platform independent due to its bytecode and JVM.

  • Java code is compiled into bytecode which is platform-neutral.

  • JVM (Java Virtual Machine) interprets the bytecode and executes it on any platform.

  • JVM acts as an abstraction layer between the code and the underlying hardware.

  • This allows Java programs to run on any platform that has a JVM installed.

  • For example, a Java program written on a Windows machine can run on a Linux machine without any modifications.

Q136. What is most popular in language

Ans.

Python is currently the most popular programming language.

  • Python is widely used for web development, data analysis, artificial intelligence, and scientific computing.

  • It has a large and active community, extensive libraries, and easy syntax.

  • Examples of companies using Python include Google, Facebook, Instagram, and Spotify.

Q137. what is the difference between knowldge and wisdom

Ans.

Knowledge is information gained through learning, while wisdom is the ability to apply that knowledge in a meaningful way.

  • Knowledge is theoretical, while wisdom is practical.

  • Knowledge is acquired through education and experience, while wisdom is gained through reflection and introspection.

  • Knowledge is objective, while wisdom is subjective.

  • Examples: Knowing how to drive a car is knowledge, but knowing when to drive and when not to drive is wisdom. Knowing the facts about a dis...read more

Q138. How to perform type casting in Java

Ans.

Type casting in Java is the process of converting one data type into another.

  • Use the syntax (newType) variableName to perform type casting.

  • Type casting can be done implicitly or explicitly.

  • Explicit type casting is done by the programmer and may result in data loss if the new type cannot hold the original value.

Q139. Explain annotations in Spring

Ans.

Annotations in Spring are used to provide metadata to the Spring framework.

  • Annotations are used to configure Spring beans and their dependencies.

  • They can be used to define aspects, controllers, services, and repositories.

  • Examples of annotations include @Autowired, @Component, @Controller, and @Repository.

  • Annotations can also be used for security, caching, and transaction management.

  • They help reduce the amount of XML configuration required in Spring applications.

Q140. What is ML and random forest classifier

Ans.

ML stands for Machine Learning, a subset of AI that uses algorithms to learn from data and make predictions. Random Forest is an ensemble learning method that creates multiple decision trees and combines their predictions.

  • ML is a subset of AI that uses algorithms to learn from data and make predictions

  • Random Forest is an ensemble learning method that creates multiple decision trees and combines their predictions

  • Random Forest is used for classification and regression tasks

  • Rand...read more

Q141. What is Object Oriented Programming?

Ans.

Object Oriented Programming is a programming paradigm based on the concept of objects, which can contain data and code.

  • OOP focuses on creating objects that interact with each other to solve problems

  • Objects have attributes (data) and methods (functions)

  • Encapsulation, inheritance, and polymorphism are key principles of OOP

  • Example: In a banking system, a 'Customer' object may have attributes like name and account balance, and methods like deposit and withdraw

Frequently asked in, ,

Q142. What about python language?

Ans.

Python is a high-level programming language known for its simplicity and readability.

  • Python is widely used for web development, data analysis, artificial intelligence, and scientific computing.

  • It has a large standard library and supports multiple programming paradigms.

  • Python code is easy to read and maintain, making it a popular choice for beginners and experienced programmers alike.

Q143. difference between spring versus spring boot

Ans.

Spring is a framework for building Java applications, while Spring Boot is an extension that simplifies the setup and development process.

  • Spring is a comprehensive framework that provides various modules for building Java applications.

  • Spring Boot is an extension of the Spring framework that simplifies the setup and development process by providing defaults and auto-configuration.

  • Spring Boot includes embedded servers, which makes it easier to deploy applications.

  • Spring Boot re...read more

Q144. Find the second highest value in table

Ans.

To find the second highest value in a table, we can use the ORDER BY and LIMIT clauses in SQL.

  • Write a SQL query to select all values from the table in descending order

  • Use the LIMIT clause to select the second row

  • Retrieve the value from the column containing the values

Q145. write to code to check string is anagram or not

Ans.

Code to check if two strings are anagrams

  • Create a function that takes in two strings as input

  • Convert both strings to lowercase and remove any spaces

  • Sort both strings and compare if they are equal to determine if they are anagrams

  • Example: 'listen' and 'silent' are anagrams

Q146. Global discount option in sales order

Ans.

Global discount option allows applying a discount to all items in a sales order.

  • Global discount option is useful when a discount needs to be applied to all items in a sales order.

  • The discount can be a percentage or a fixed amount.

  • The discount can be applied before or after taxes.

  • The discount can be set up as a default option or can be manually applied to each sales order.

  • Example: A global discount of 10% can be applied to all items in a sales order to incentivize bulk purchas...read more

Q147. Swapping of two numbers using temp variable

Ans.

Swapping two numbers using a temporary variable in programming.

  • Declare three variables: a, b, temp.

  • Assign values to a and b.

  • Store the value of a in temp.

  • Assign the value of b to a.

  • Assign the value of temp to b.

  • Now a and b have been swapped.

Q148. WhatsApp function and limitations

Ans.

WhatsApp is a messaging app that allows users to send text, voice, and video messages, make voice and video calls, and share media.

  • WhatsApp is available on both iOS and Android platforms.

  • Users can create groups and broadcast lists for messaging.

  • WhatsApp has end-to-end encryption for secure messaging.

  • The app has a file size limit of 100 MB for media sharing.

  • WhatsApp has a limit of 256 members in a group.

Q149. 3) Why you use AA over Uipath?

Ans.

AA has better OCR capabilities and is more user-friendly than UiPath.

  • AA has a more intuitive interface, making it easier for non-technical users to create automation workflows.

  • AA has better OCR capabilities, allowing it to read and interpret text from images more accurately than UiPath.

  • AA has a larger library of pre-built automation components, making it easier to create complex workflows quickly.

  • UiPath is better suited for developers who prefer more control over the automati...read more

Q150. How to train models in ML?

Ans.

Training models in ML involves selecting appropriate algorithms, preparing data, and tuning hyperparameters.

  • Select an appropriate algorithm based on the problem and data

  • Prepare the data by cleaning, preprocessing, and splitting into training and testing sets

  • Train the model on the training set using the chosen algorithm

  • Evaluate the model's performance on the testing set

  • Tune hyperparameters to improve model performance

  • Repeat the process with different algorithms and parameters ...read more

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