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My KPIs focused on customer satisfaction, response time, and team performance metrics to enhance service quality.
Customer Satisfaction Score (CSAT): Achieved an average score of 90% through regular feedback surveys.
First Response Time: Reduced average response time to under 2 hours, improving customer engagement.
Team Performance: Conducted monthly training sessions, resulting in a 15% increase in team efficiency.
Constructing a tree of strings involves organizing data hierarchically, where each string can have multiple child strings.
Define a TreeNode class: Create a class to represent each node in the tree, containing a string value and a list of child nodes.
Build the tree: Iterate through the input array, adding each string to the appropriate parent node based on a defined relationship.
Example structure: For an input arra...
Bubble sort is a simple sorting algorithm that repeatedly steps through the list, compares adjacent elements, and swaps them if needed.
Bubble sort works by repeatedly passing through the array and comparing adjacent elements.
If the first element is greater than the second, they are swapped. This process is repeated until no swaps are needed.
Example: For the array ['apple', 'orange', 'banana'], after one pass, it b...
Detecting a loop in a linked list is crucial for preventing infinite traversal and ensuring efficient memory usage.
Floyd's Cycle Detection Algorithm: This algorithm uses two pointers, slow and fast, to traverse the list. If they meet, a loop exists.
Time Complexity: The algorithm runs in O(n) time, where n is the number of nodes in the linked list, making it efficient.
Space Complexity: It uses O(1) space since it o...
The problem involves counting the number of valid parentheses combinations in a string.
Use a stack to track opening parentheses and ensure they are matched with closing ones.
Count valid pairs as you traverse the string, e.g., '()' is valid, while '(()' is not.
Consider edge cases like empty strings or strings with no parentheses.
Design an AI-powered parking lot system for efficient space management and user convenience.
Utilize sensors and cameras to monitor parking space availability in real-time.
Implement a mobile app for users to find, reserve, and pay for parking spots.
Use machine learning algorithms to predict peak parking times and optimize space allocation.
Integrate with navigation systems to guide users to the nearest available par...
Design a system to collect contacts and send invitations via phone or email.
Collect contacts using mobile APIs (e.g., Android Contacts API, iOS Contacts Framework).
Store contacts in a secure database (e.g., Firebase, AWS DynamoDB).
Implement user authentication for privacy (e.g., OAuth, JWT).
Create a user interface for selecting contacts and composing invitations.
Send invitations via SMS or email using services lik...
The system design of a circuit breaker involves determining the appropriate rating, type, and coordination with other protective devices.
Consider the voltage and current ratings to select the appropriate circuit breaker
Choose between thermal-magnetic, magnetic, or electronic trip units based on the application
Ensure proper coordination with upstream and downstream protective devices to prevent nuisance tripping
Fac...
The best complement I received from a customer was for my exceptional problem-solving skills and dedication to providing excellent service.
Customer praised my quick response and resolution to their issue
Customer appreciated my friendly and helpful attitude
Customer mentioned my attention to detail and going above and beyond to assist them
KNN algorithm is a simple and effective machine learning algorithm for classification and regression tasks.
KNN stands for K-Nearest Neighbors.
It is a non-parametric, lazy learning algorithm.
Works by finding the K closest training examples in feature space to a given input data point.
Classification: Assign the most common class among the K nearest neighbors.
Regression: Take the average of the K nearest neighbors' t...
I applied via Referral and was interviewed in Sep 2021. There were 3 interview rounds.
It was a case study on fraudulent transaction detection
I appeared for an interview in Jan 2025.
One question related to object-oriented programming and one question related to data structures and algorithms.
The system design for the checkout feature on Amazon involves request body, API calls, load balancing, database caching, and CDN considerations.
Request body includes user's selected items, shipping address, payment details, etc.
API calls are made to process payment, update inventory, and send confirmation emails.
Load balancing ensures even distribution of traffic across multiple servers to handle checkout requests effi...
I appeared for an interview in Feb 2025, where I was asked the following questions.
Design a system to collect contacts and send invitations via phone or email.
Collect contacts using mobile APIs (e.g., Android Contacts API, iOS Contacts Framework).
Store contacts in a secure database (e.g., Firebase, AWS DynamoDB).
Implement user authentication for privacy (e.g., OAuth, JWT).
Create a user interface for selecting contacts and composing invitations.
Send invitations via SMS or email using services like Twi...
I applied via Company Website and was interviewed in Oct 2024. There were 2 interview rounds.
KNN algorithm is a simple and effective machine learning algorithm for classification and regression tasks.
KNN stands for K-Nearest Neighbors.
It is a non-parametric, lazy learning algorithm.
Works by finding the K closest training examples in feature space to a given input data point.
Classification: Assign the most common class among the K nearest neighbors.
Regression: Take the average of the K nearest neighbors' target...
Understanding prefix and suffix problems in strings is crucial for efficient algorithm design.
A prefix is a substring that starts from the beginning of the string. Example: In 'hello', 'he' is a prefix.
A suffix is a substring that ends at the end of the string. Example: In 'hello', 'lo' is a suffix.
Common problems include finding the longest common prefix or suffix among an array of strings.
For example, given ['flower'...
I applied via Referral and was interviewed in Nov 2024. There were 3 interview rounds.
Data structures and algo. 2 ques were asked in hackerrank
I applied via LinkedIn
Question base on Tree data structures
GC collector in Java is responsible for managing memory by reclaiming unused objects and freeing up memory space.
GC stands for Garbage Collector
Automatically manages memory by reclaiming unused objects
Prevents memory leaks and optimizes memory usage
Different types of GC algorithms like Serial, Parallel, CMS, G1
Example: System.gc() can be used to suggest garbage collection
Design a car rental system at a low level
Use object-oriented programming to model cars, customers, rentals, etc.
Implement a database to store information about available cars, customer bookings, etc.
Include features like booking, returning, and searching for cars
Consider implementing a pricing system based on factors like car type, duration of rental, etc.
I applied via Recruitment Consulltant
Ask about how to implement DQ
I applied via LinkedIn and was interviewed in Oct 2024. There were 2 interview rounds.
Coding questions on DSA
I appeared for an interview in May 2025, where I was asked the following questions.
I applied via Recruitment Consulltant and was interviewed in Jun 2024. There were 3 interview rounds.
Encryption of code involves converting plaintext into ciphertext to secure data.
Choose a strong encryption algorithm like AES or RSA
Generate a key for encryption
Encrypt the plaintext using the key and algorithm
Store or transmit the ciphertext securely
Abstraction is hiding the implementation details, function overriding is providing a new implementation for a method in a subclass.
Abstraction involves hiding the complex implementation details and showing only the necessary features to the user.
Function overriding occurs in inheritance when a subclass provides a specific implementation for a method that is already defined in its superclass.
Example: Parent class 'Anima...
I applied via LinkedIn and was interviewed in Nov 2024. There were 3 interview rounds.
Coding test was on HackerRank
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Some of the top questions asked at the PayPal interview -
The duration of PayPal interview process can vary, but typically it takes about less than 2 weeks to complete.
based on 158 interview experiences
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