"Clarifying Questions:
Are we looking to create a product for creators or the end users? - Creators
What kind of product are we looking to build? (App /Website/Embedded within the Instagram product ) - Embedded within the app
Why do we want to enter the edtech market? (Anything specific insight we have gained which we want to solve for?) - The creator's market is growing substantially and people want to gain knowledge on how to become successful in it.
Are there any money or time con"
Ankit J. - "Clarifying Questions:
Are we looking to create a product for creators or the end users? - Creators
What kind of product are we looking to build? (App /Website/Embedded within the Instagram product ) - Embedded within the app
Why do we want to enter the edtech market? (Anything specific insight we have gained which we want to solve for?) - The creator's market is growing substantially and people want to gain knowledge on how to become successful in it.
Are there any money or time con"See full answer
"Observation
This is an interesting question. The solution has two heads, meaning that the user must feel less guilty AND the solution must also increase revenue towards the platform.
Structure
The way I would approach this involves splitting the question into sequential steps.
Why are users feeling guilty about using Instagram?
What are some ways to make them feel less guilty?
How can we monetize this?
Clarification
How do we define guilt? Is there a relevant subsector of"
Justin G. - "Observation
This is an interesting question. The solution has two heads, meaning that the user must feel less guilty AND the solution must also increase revenue towards the platform.
Structure
The way I would approach this involves splitting the question into sequential steps.
Why are users feeling guilty about using Instagram?
What are some ways to make them feel less guilty?
How can we monetize this?
Clarification
How do we define guilt? Is there a relevant subsector of"See full answer
"Designing an evaluation framework for ads ranking is crucial for optimizing the effectiveness and relevance of ads displayed to users. Here's a comprehensive framework that you can use:
Define Objectives and Key Performance Indicators (KPIs):**
\\Click-Through Rate (CTR):\\ The ratio of clicks to impressions, indicating the effectiveness of an ad in attracting user attention.
\\Conversion Rate:\\ The ratio of conversions (e.g., sign-ups, purchases) to clicks, measuring how well"
Ajay P. - "Designing an evaluation framework for ads ranking is crucial for optimizing the effectiveness and relevance of ads displayed to users. Here's a comprehensive framework that you can use:
Define Objectives and Key Performance Indicators (KPIs):**
\\Click-Through Rate (CTR):\\ The ratio of clicks to impressions, indicating the effectiveness of an ad in attracting user attention.
\\Conversion Rate:\\ The ratio of conversions (e.g., sign-ups, purchases) to clicks, measuring how well"See full answer
"SELECT employees.first_name,
managers.salary AS manager_salary
FROM employees
LEFT JOIN employees AS managers
ON employees.manager_id = managers.id
WHERE employees.salary > managers.salary
`"
Tiffany A. - "SELECT employees.first_name,
managers.salary AS manager_salary
FROM employees
LEFT JOIN employees AS managers
ON employees.manager_id = managers.id
WHERE employees.salary > managers.salary
`"See full answer
"Introduction
UberSenior is a new service offered by Uber that provides safe, reliable, and convenient transportation for senior citizens. This PRD outlines the key features, functionalities, and user experience for both seniors and drivers using UberSenior.
Problem Statement
Existing transportation options for seniors often have limitations, including:
Accessibility: Lack of vehicles equipped for mobility aids or physical limitations
Technology barriers: Difficulty using smartphone"
Shubham S. - "Introduction
UberSenior is a new service offered by Uber that provides safe, reliable, and convenient transportation for senior citizens. This PRD outlines the key features, functionalities, and user experience for both seniors and drivers using UberSenior.
Problem Statement
Existing transportation options for seniors often have limitations, including:
Accessibility: Lack of vehicles equipped for mobility aids or physical limitations
Technology barriers: Difficulty using smartphone"See full answer
"As a Technical Program Manager at Amazon, I typically coordinate cross-functional teams to drive technical project execution, ensuring timelines and deliverables align with business goals. My day involves managing stakeholders, resolving blockers, and continuously optimizing processes for scale."
Bajrangi C. - "As a Technical Program Manager at Amazon, I typically coordinate cross-functional teams to drive technical project execution, ensuring timelines and deliverables align with business goals. My day involves managing stakeholders, resolving blockers, and continuously optimizing processes for scale."See full answer
"Just a bit of context on what could be a risk in Product or Software Development. We talk about the Scope, Quality, and Time Triangle. IMHO the only variables that can matter and can pose risk are these.
Try to form an answer where you used the Effort, Value, Risk framework to quantify the risk.
The answer can be similar to short term sacrifices for long term gains, as you do take in mind the risk the short term sacrifices pose.
Situation - I was leading the team to complete an overhaul of the"
Umang S. - "Just a bit of context on what could be a risk in Product or Software Development. We talk about the Scope, Quality, and Time Triangle. IMHO the only variables that can matter and can pose risk are these.
Try to form an answer where you used the Effort, Value, Risk framework to quantify the risk.
The answer can be similar to short term sacrifices for long term gains, as you do take in mind the risk the short term sacrifices pose.
Situation - I was leading the team to complete an overhaul of the"See full answer
"Assumptions & Clarifications
This is a platform based on YouTube, and it can use associated Google Products like Gmail, GDocs, GSheets etc along with Youtube as a base platform.
Do you have any specific goals with the platform? For instance, should this be the de facto platform for Universities K12 schools etc? Assumption is that it can be used by anyone.
Let us first discuss the target users, and then arrive at appropriate goals that we can use to measure the adoption of the produc"
Karthik M. - "Assumptions & Clarifications
This is a platform based on YouTube, and it can use associated Google Products like Gmail, GDocs, GSheets etc along with Youtube as a base platform.
Do you have any specific goals with the platform? For instance, should this be the de facto platform for Universities K12 schools etc? Assumption is that it can be used by anyone.
Let us first discuss the target users, and then arrive at appropriate goals that we can use to measure the adoption of the produc"See full answer
"Requirements and Goals
Primary Goal:Store key-value pairs in a cache with efficient access (reads/writes).
Evict items based on a certain “rank,” which might reflect popularity, frequency, or custom ranking logic.
Functional Requirements:Put(key, value, rank): Insert or update a key with the given value and rank.
Get(key): Retrieve the value associated with the key if it exists.
Evict(): If the cache is at capacity, evict the item with the lowest rank (or according"
Alvis F. - "Requirements and Goals
Primary Goal:Store key-value pairs in a cache with efficient access (reads/writes).
Evict items based on a certain “rank,” which might reflect popularity, frequency, or custom ranking logic.
Functional Requirements:Put(key, value, rank): Insert or update a key with the given value and rank.
Get(key): Retrieve the value associated with the key if it exists.
Evict(): If the cache is at capacity, evict the item with the lowest rank (or according"See full answer
"👇 Your feedback is very much appreciated 👇
👁️ Vision
Empower artists to earn a living through their art while connecting millions of fans to exceptional music experiences. A live streaming feature can humanize the digital experience, making the platform not only a place to stream recorded music but also a stage for real-time, authentic artist-fan interactions.
Enhance Spotify’s artist-first narrative by providing a unique way for artists to monetize their performances.
Leverage Spot"
Julien C. - "👇 Your feedback is very much appreciated 👇
👁️ Vision
Empower artists to earn a living through their art while connecting millions of fans to exceptional music experiences. A live streaming feature can humanize the digital experience, making the platform not only a place to stream recorded music but also a stage for real-time, authentic artist-fan interactions.
Enhance Spotify’s artist-first narrative by providing a unique way for artists to monetize their performances.
Leverage Spot"See full answer
"Clarification:
What types of jobs are we targeting? Are we talking about a broad market (like Indeed) or more focused—white-collar (LinkedIn-style) or blue-collar (gigs and tasks)?
Where are we launching the marketplace—U.S. or globally? Let’s assume U.S. for now.
Is this a standalone product or integrated within one of Meta’s existing platforms (Facebook, WhatsApp, Instagram)? Let’s assume it’s integrated into Facebook.
Overview:
Meta’s Mission: Why would Meta want to launch a"
Kat - "Clarification:
What types of jobs are we targeting? Are we talking about a broad market (like Indeed) or more focused—white-collar (LinkedIn-style) or blue-collar (gigs and tasks)?
Where are we launching the marketplace—U.S. or globally? Let’s assume U.S. for now.
Is this a standalone product or integrated within one of Meta’s existing platforms (Facebook, WhatsApp, Instagram)? Let’s assume it’s integrated into Facebook.
Overview:
Meta’s Mission: Why would Meta want to launch a"See full answer
"Alright, let's think through this change of moving the 'like' button to a menu under three dots on photos
I'll start by
aligning this change with Facebook's mission,
analyze key insights,
define the product mission for this update,
Identify the eco-system (n-sided marketplace)
Look at the effects on the eco-systems,
Effects on their needs and pain points.
Identify the most important actors and most important actions
Come up with some metrics that we may be using to"
Fahad K. - "Alright, let's think through this change of moving the 'like' button to a menu under three dots on photos
I'll start by
aligning this change with Facebook's mission,
analyze key insights,
define the product mission for this update,
Identify the eco-system (n-sided marketplace)
Look at the effects on the eco-systems,
Effects on their needs and pain points.
Identify the most important actors and most important actions
Come up with some metrics that we may be using to"See full answer
"The mini case was very much interviewer led and the questions asked were following:
Tell the value proposition of Capital One Shopping to a senior executive who has recently joined Capital One
What factors would you consider to expand Capital One Shopping?
Technical Considerations?
AB testing analysis - Interviewer shared AB testing results and asked for my recommendation
Summarize"
Neha P. - "The mini case was very much interviewer led and the questions asked were following:
Tell the value proposition of Capital One Shopping to a senior executive who has recently joined Capital One
What factors would you consider to expand Capital One Shopping?
Technical Considerations?
AB testing analysis - Interviewer shared AB testing results and asked for my recommendation
Summarize"See full answer
"One good reason for using the doubly linked list is that to remove an accessed item in the list from its existing position say in the middle of the list and move it to the head, you need to update the previous node's next pointer and the next node's previous pointer. A singly linked list only has next pointers, so removing from the middle would require traversing from the head to find the previous node which requires O(n) time. A doubly linked list allows O(1) removal from any position because w"
Javed S. - "One good reason for using the doubly linked list is that to remove an accessed item in the list from its existing position say in the middle of the list and move it to the head, you need to update the previous node's next pointer and the next node's previous pointer. A singly linked list only has next pointers, so removing from the middle would require traversing from the head to find the previous node which requires O(n) time. A doubly linked list allows O(1) removal from any position because w"See full answer
"Designing a system to deny services to requests from banned IPs involves integrating real-time IP checking with your service architecture. Here’s a detailed outline of how you can design such a system:
System Design Overview
The goal is to ensure that your service can efficiently check incoming requests against a list of banned IPs and deny access when necessary. The system will leverage an external API, security.gov.x, to determine if an IP address is blocked or allowed.
**Key Compone"
Palak A. - "Designing a system to deny services to requests from banned IPs involves integrating real-time IP checking with your service architecture. Here’s a detailed outline of how you can design such a system:
System Design Overview
The goal is to ensure that your service can efficiently check incoming requests against a list of banned IPs and deny access when necessary. The system will leverage an external API, security.gov.x, to determine if an IP address is blocked or allowed.
**Key Compone"See full answer
"One of the most challenging situations was joining a new startup to realize that they did not figure out their core product and that customers were dissatisfied and leaving in droves.
I worked together with the leaders to understand the core issue and the reasons that the customers were leaving. Then together with the team, we set out to map out those core issues and the gaps that we had in our product.
We then worked towards designing a new solution to address those gaps and build an MVP. W"
WaterBuffalo - "One of the most challenging situations was joining a new startup to realize that they did not figure out their core product and that customers were dissatisfied and leaving in droves.
I worked together with the leaders to understand the core issue and the reasons that the customers were leaving. Then together with the team, we set out to map out those core issues and the gaps that we had in our product.
We then worked towards designing a new solution to address those gaps and build an MVP. W"See full answer
"1. Requirements Analysis
Functional Requirements
Video streaming with multiple quality levels
Content browsing and search
Continue watching functionality
Content recommendations
Non-Functional Requirements
Low latency video delivery (<2s startup time)
High availability (99.99% uptime)
Scalability to handle millions of concurrent streams
API response time < 100ms
2. Microservices Architecture
Core Microservices
Content Service
Content metadata mana"
Vince S. - "1. Requirements Analysis
Functional Requirements
Video streaming with multiple quality levels
Content browsing and search
Continue watching functionality
Content recommendations
Non-Functional Requirements
Low latency video delivery (<2s startup time)
High availability (99.99% uptime)
Scalability to handle millions of concurrent streams
API response time < 100ms
2. Microservices Architecture
Core Microservices
Content Service
Content metadata mana"See full answer
"Narrow down scope with clarifying questions:
Confirm that Reactions are the like, love, sad and other icons that facebook users can respond with on your post.
Understand the metric: is "down" ... absolute number or is it a ratio of reactions per post?
Understand the boundary conditions: Is it specific to a certain region, certain segment of users (only from new users versus active users), happening on personal posts or group posts, happening on app versus desktop/mobile etc.
Under"
Praveen - "Narrow down scope with clarifying questions:
Confirm that Reactions are the like, love, sad and other icons that facebook users can respond with on your post.
Understand the metric: is "down" ... absolute number or is it a ratio of reactions per post?
Understand the boundary conditions: Is it specific to a certain region, certain segment of users (only from new users versus active users), happening on personal posts or group posts, happening on app versus desktop/mobile etc.
Under"See full answer