"Clarifying questions
When we say signals do you mean just features that are fed into the ML model that decide how the content should be ranked?
Is newsfeed the front page of fb app.
Can you expand what you mean by relevance?
User journey
User enters blue app.. Newsfeed is the first thing they see. User either continues on newsfeed ie scrolls through it or moves to a separate part of fb
As they are scrolling they may see contents from friends, creators and ads, or other pages that they have been"
Ketshi B. - "Clarifying questions
When we say signals do you mean just features that are fed into the ML model that decide how the content should be ranked?
Is newsfeed the front page of fb app.
Can you expand what you mean by relevance?
User journey
User enters blue app.. Newsfeed is the first thing they see. User either continues on newsfeed ie scrolls through it or moves to a separate part of fb
As they are scrolling they may see contents from friends, creators and ads, or other pages that they have been"See full answer
"Clarifying question 1: Define Friend requests -- no. of friend requests sent in the platform through the "Add Friend" button
Clarifying question 2: Time period for comparison - 10% - WoW or DoD or MoM? -- WoW
Gathering context:
Is the decline progressive or a one-time event? --> progressive
Because the decline is progressive, ruling out technical glitches, downtime, or any other reason impacting the feature uptime.
Is this decline global or regional? --> global
Because the"
P K. - "Clarifying question 1: Define Friend requests -- no. of friend requests sent in the platform through the "Add Friend" button
Clarifying question 2: Time period for comparison - 10% - WoW or DoD or MoM? -- WoW
Gathering context:
Is the decline progressive or a one-time event? --> progressive
Because the decline is progressive, ruling out technical glitches, downtime, or any other reason impacting the feature uptime.
Is this decline global or regional? --> global
Because the"See full answer
"Prioritizing competing features involves evaluating and comparing different features to determine which ones to implement first, based on their relative importance, value, and impact on the product and users. Here are some steps to help prioritize competing features:
Define the goals and objectives: Identify the product's overall goals, target audience, and key performance indicators (KPIs). This will help you understand what features are most important to achieve these goals.
**Gather"
Shashank S. - "Prioritizing competing features involves evaluating and comparing different features to determine which ones to implement first, based on their relative importance, value, and impact on the product and users. Here are some steps to help prioritize competing features:
Define the goals and objectives: Identify the product's overall goals, target audience, and key performance indicators (KPIs). This will help you understand what features are most important to achieve these goals.
**Gather"See full answer
"We had a huge launch on September 1st of this year where we completely redesigned our application from the grounds up and also migrated to a new platform (React.JS). This project took us 8 months and the launch was a huge deal for the team.
Unfortunately the launch wasn't as smooth as we expected and despite doing multiple rounds of QA, some major issues cropped up in the core part of the app right after launch and our client was quite upset since it was disrupting their day-to-day workflow.
"
Aabid S. - "We had a huge launch on September 1st of this year where we completely redesigned our application from the grounds up and also migrated to a new platform (React.JS). This project took us 8 months and the launch was a huge deal for the team.
Unfortunately the launch wasn't as smooth as we expected and despite doing multiple rounds of QA, some major issues cropped up in the core part of the app right after launch and our client was quite upset since it was disrupting their day-to-day workflow.
"See full answer
"Clarifying questions:
Will this be within the facebook blue app or will this interface/app sit separately?
Volunteering can be of a few types- say for social causes or volunteering in college fest/ music fest etc. Is there a specific type of volunteering we need to consider?
Let's start by revisiting company's mission statement and see if this gels with the mission-
Meta's mission- To give power to build community and bring the world closer together.
Volunteering is basically a way for hu"
Jagriti C. - "Clarifying questions:
Will this be within the facebook blue app or will this interface/app sit separately?
Volunteering can be of a few types- say for social causes or volunteering in college fest/ music fest etc. Is there a specific type of volunteering we need to consider?
Let's start by revisiting company's mission statement and see if this gels with the mission-
Meta's mission- To give power to build community and bring the world closer together.
Volunteering is basically a way for hu"See full answer
Product Manager
Product Design
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Discussed:
Requirements of the system:
latency
language
modality (assume keyboard typing)
availability of data (assume cold start)
success metric (accuracy of next word predicted?, or minimize false positives? -> accuracy to start)
Data collection and processing:
design ethical user experiments to collect typed out data
design a simple tokenization strategy (word level encoding, character level encoding, byte-pair encodings, and discuss tradeoffs)
collect data, and split"
Adam L. - "Discussed:
Requirements of the system:
latency
language
modality (assume keyboard typing)
availability of data (assume cold start)
success metric (accuracy of next word predicted?, or minimize false positives? -> accuracy to start)
Data collection and processing:
design ethical user experiments to collect typed out data
design a simple tokenization strategy (word level encoding, character level encoding, byte-pair encodings, and discuss tradeoffs)
collect data, and split"See full answer
"I’ll first set the purpose of Instagram Reels Ads as a product:
Instagram Reels connect to Meta’s mission of building meaningful connections and build community via connecting people through visual storytelling. It’s a popular product with typically Billions of active users. The business model of Meta is largely dependent on ad revenue and Ads on Reels shall primarily be poised to improve revenue for Instagram Reels and in turn Meta, and on secondary notes the upside could be in improving produc"
Arunima S. - "I’ll first set the purpose of Instagram Reels Ads as a product:
Instagram Reels connect to Meta’s mission of building meaningful connections and build community via connecting people through visual storytelling. It’s a popular product with typically Billions of active users. The business model of Meta is largely dependent on ad revenue and Ads on Reels shall primarily be poised to improve revenue for Instagram Reels and in turn Meta, and on secondary notes the upside could be in improving produc"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
"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
"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
"Reversing a linked list is a very popular question. We have two approaches to reverse the linked list: Iterative approach and recursion approach.
Iterative approach (JavaScript)
function reverseLL(head){
if(head === null) return head;
let prv = null;
let next = null;
let cur = head;
while(cur){
next = cur.next; //backup
cur.next = prv;
prv = cur;
cur = next;
}
head = prv;
return head;
}
Recursion Approach (JS)
function reverseLLByRecursion("
Satyam S. - "Reversing a linked list is a very popular question. We have two approaches to reverse the linked list: Iterative approach and recursion approach.
Iterative approach (JavaScript)
function reverseLL(head){
if(head === null) return head;
let prv = null;
let next = null;
let cur = head;
while(cur){
next = cur.next; //backup
cur.next = prv;
prv = cur;
cur = next;
}
head = prv;
return head;
}
Recursion Approach (JS)
function reverseLLByRecursion("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
"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
"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
"👇 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
"Clarifying questions:
· Is there a specific scenario we are building before? Example: urgent need for a specific type of blood vs building up blood banks proactively. You decide
· This would be for mobile/web and integrate into the existing facebook product? Yes
Ok before we get started I wanted to discuss the facebook mission: to give people the power to build community and bring the world closer together.
I can see how blood donation fits directly into this, enabling blood donation helps"
Anonymous Hummingbird - "Clarifying questions:
· Is there a specific scenario we are building before? Example: urgent need for a specific type of blood vs building up blood banks proactively. You decide
· This would be for mobile/web and integrate into the existing facebook product? Yes
Ok before we get started I wanted to discuss the facebook mission: to give people the power to build community and bring the world closer together.
I can see how blood donation fits directly into this, enabling blood donation helps"See full answer
"As you know, this is the most important question for any interview. Here is a structure I like to follow,
Start with 'I'm currently a SDE/PM/TPM etc with XYZ company.... '
Mention how you got into PM/TPM/SDE field (explaining your journey)
Mention 1 or 2 accomplishments
Mention what you do outside work (blogging, volunteer etc)
Share why are you looking for a new role
Ask the interviewer if they have any questions or will like to dive deep into any of your experience"
Bipin R. - "As you know, this is the most important question for any interview. Here is a structure I like to follow,
Start with 'I'm currently a SDE/PM/TPM etc with XYZ company.... '
Mention how you got into PM/TPM/SDE field (explaining your journey)
Mention 1 or 2 accomplishments
Mention what you do outside work (blogging, volunteer etc)
Share why are you looking for a new role
Ask the interviewer if they have any questions or will like to dive deep into any of your experience"See full answer
"Clarifying Questions -
Who are we referring to "friends" and "non-friends"? (My assumption is people who we follow and they follow us back are our FRIENDS and people who we just follow, recommendations by Facebook and all other content falls under NON-FRIENDS category, is it right?)
Are we doing it putting a certain success metric in our mind? (Assuming none, just to make people's lives easy)
Let's use a combination of GAME & 4W1H Framework here to evaluate this question
**G"
Pankhuri T. - "Clarifying Questions -
Who are we referring to "friends" and "non-friends"? (My assumption is people who we follow and they follow us back are our FRIENDS and people who we just follow, recommendations by Facebook and all other content falls under NON-FRIENDS category, is it right?)
Are we doing it putting a certain success metric in our mind? (Assuming none, just to make people's lives easy)
Let's use a combination of GAME & 4W1H Framework here to evaluate this question
**G"See full answer