"To improve, we first need to understand the problems or opportunities for improvement that are currently present.
Assumption:
Potential improvement in the recommendation algorithm to make recommendations more pointed
Current recommendations are not very specific.
Users end up getting frustrated and move away from YouTube
Potential improvement in the recommendation algorithm to make sure the user is not just bombarded with one set of videos, but gets varied recommendations to c"
Aekagra S. - "To improve, we first need to understand the problems or opportunities for improvement that are currently present.
Assumption:
Potential improvement in the recommendation algorithm to make recommendations more pointed
Current recommendations are not very specific.
Users end up getting frustrated and move away from YouTube
Potential improvement in the recommendation algorithm to make sure the user is not just bombarded with one set of videos, but gets varied recommendations to c"See full answer
"Clarify
"What do you mean by favorite product? Are you thinking specifically hardware, software, or a feature within those, or something non-electronic? Dealer's Choice.
"Are you asking why I love this product, or to explain why this product is a market leader independent of how i feel about it? Talk about why YOU love this product.
Rephrase Question
With all that in mind, i want to rephrase the question. "What is your favorite software product and what features in this product"
Tim W. - "Clarify
"What do you mean by favorite product? Are you thinking specifically hardware, software, or a feature within those, or something non-electronic? Dealer's Choice.
"Are you asking why I love this product, or to explain why this product is a market leader independent of how i feel about it? Talk about why YOU love this product.
Rephrase Question
With all that in mind, i want to rephrase the question. "What is your favorite software product and what features in this product"See full answer
"Designing a system to track review abuse on Amazon.com involves detecting fraudulent, manipulative, or biased reviews while ensuring genuine customer feedback isn't mistakenly flagged. Here's a high-level breakdown:
1. Goals
Detect and prevent fake or abusive reviews.
Maintain integrity and trust in the review system.
Support scalability for millions of products and reviews.
2. Key Abuse Scenarios
Fake positive reviews (e.g., sellers boosting their own products).
Fake"
Tesfaye M. - "Designing a system to track review abuse on Amazon.com involves detecting fraudulent, manipulative, or biased reviews while ensuring genuine customer feedback isn't mistakenly flagged. Here's a high-level breakdown:
1. Goals
Detect and prevent fake or abusive reviews.
Maintain integrity and trust in the review system.
Support scalability for millions of products and reviews.
2. Key Abuse Scenarios
Fake positive reviews (e.g., sellers boosting their own products).
Fake"See full answer
"CQs:
Content moderation system finds
Inappropriate contents - profanity, violence, privacy concerning.
Misinformation - false info, false claim, fomenting wrong views
PII
Misinformation →
Wrong info
Twisted info
Incomplete info
Goal - reliability and trust on the platform
Long term increased engagement on informational content
RAG system - what and why?
RAG system has 3 components
Brain - reasoning models
Tool"
Sumit P. - "CQs:
Content moderation system finds
Inappropriate contents - profanity, violence, privacy concerning.
Misinformation - false info, false claim, fomenting wrong views
PII
Misinformation →
Wrong info
Twisted info
Incomplete info
Goal - reliability and trust on the platform
Long term increased engagement on informational content
RAG system - what and why?
RAG system has 3 components
Brain - reasoning models
Tool"See full answer
"Clarifications:
Borrowing and lending can refer to a wide range of things (goods, money, crypto etc.). What are we planning to allow users to borrow? (Answer: Money)
Who is going to build this product (Answer: Meta)
Who will they borrow it from? Does Meta plan to lend money or is it Peer 2 Peer? (Answer: P2P)
What geography do we want to build it for? And are there any other constraints in terms of timelines and resources (_Answer: US first. No constraints. Timeline of 6-12"
Bhagyesh V. - "Clarifications:
Borrowing and lending can refer to a wide range of things (goods, money, crypto etc.). What are we planning to allow users to borrow? (Answer: Money)
Who is going to build this product (Answer: Meta)
Who will they borrow it from? Does Meta plan to lend money or is it Peer 2 Peer? (Answer: P2P)
What geography do we want to build it for? And are there any other constraints in terms of timelines and resources (_Answer: US first. No constraints. Timeline of 6-12"See full answer
Product Manager
Product Design
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Clarifications:
Which aspect of birthday are we thinking about designing a product for? Birthday reminder, birthday planning, event management or birthday wishing?-
People are generally reminded of their birthdays by their friends/family, social media, their own self awareness, so its not a critical problem to solve
Social apps like FB have birthday wishing features for the larger audience & for wishing friends/family, people would generally call or wish in person
Manag"
Debajyoti B. - "Clarifications:
Which aspect of birthday are we thinking about designing a product for? Birthday reminder, birthday planning, event management or birthday wishing?-
People are generally reminded of their birthdays by their friends/family, social media, their own self awareness, so its not a critical problem to solve
Social apps like FB have birthday wishing features for the larger audience & for wishing friends/family, people would generally call or wish in person
Manag"See full answer
"Clarify the problem:
What does exercising mean here?- can be anything with minimal to moderate activities like yoga, cardio, running, bodyweight exercises
So for this product, should we consider only physical health or mental health or both- assume physical health for now
Any specific objective that we are thinking about?- to re-create the habit in people to take at least 30mins of their time in their daily life for some exercise
Are we talking about a physical or digital product?- d"
Debajyoti B. - "Clarify the problem:
What does exercising mean here?- can be anything with minimal to moderate activities like yoga, cardio, running, bodyweight exercises
So for this product, should we consider only physical health or mental health or both- assume physical health for now
Any specific objective that we are thinking about?- to re-create the habit in people to take at least 30mins of their time in their daily life for some exercise
Are we talking about a physical or digital product?- d"See full answer
"IG already has a large user base. So the team would not need to look into acquire more people but enable new feature(s) for users to be more excited (which eventually would result in more people coming back more often).
Facebook, as a company, strives to connect more people and help them have an amazing experience through interactions with their friends. This is the basic principle on which FB's various apps work on. So I would aim to build this feature with the overall vision of the company to"
Siddharth R. - "IG already has a large user base. So the team would not need to look into acquire more people but enable new feature(s) for users to be more excited (which eventually would result in more people coming back more often).
Facebook, as a company, strives to connect more people and help them have an amazing experience through interactions with their friends. This is the basic principle on which FB's various apps work on. So I would aim to build this feature with the overall vision of the company to"See full answer
"Design a washing machine for Google
Step 1: Building Context through clarifying questions
Are we looking at building a complete washing machine(new line of business) or a connected app for washing machine like Android Auto?
Any specific geography to look for
Goal? Increase usage of any specific google product or introduce smart white goods hardware
Step 2: Target users
Individuals
Single
Family
Couple
Hotels
Students
Laundromats
**Apartments/Studen"
Anonymous Flamingo - "Design a washing machine for Google
Step 1: Building Context through clarifying questions
Are we looking at building a complete washing machine(new line of business) or a connected app for washing machine like Android Auto?
Any specific geography to look for
Goal? Increase usage of any specific google product or introduce smart white goods hardware
Step 2: Target users
Individuals
Single
Family
Couple
Hotels
Students
Laundromats
**Apartments/Studen"See full answer
"Interviewee: Before I start discussing the solution, I would like to ask a few questions & clarify a few things. Is that okay?
Interviewer: Yeah, Sure. Please go ahead.
Interviewee: First, I would like to clarify that the Google Map (Offered by Google) you are referring to is the same one that we use on our mobile to find addresses, get route maps, and find different places like restaurants, and hotels near our place.
**Interviewer: Yes, we are referring to the same Google Maps. We a"
A R. - "Interviewee: Before I start discussing the solution, I would like to ask a few questions & clarify a few things. Is that okay?
Interviewer: Yeah, Sure. Please go ahead.
Interviewee: First, I would like to clarify that the Google Map (Offered by Google) you are referring to is the same one that we use on our mobile to find addresses, get route maps, and find different places like restaurants, and hotels near our place.
**Interviewer: Yes, we are referring to the same Google Maps. We a"See full answer
"Interesting question! Before we begin, I have a few clarifying questions:
Is this for Netflix the company, or a service from a startup or other company that caters towards kids with a netflix-like set of services? My assumption is this is a Netflix esque service, and not part of the broader Netflix product suite/company.
Why are we building this? Assumption is that we CEO identified opportunity for this product, and we want to acquire users and engage them.
By kids, do you mean"
William D. - "Interesting question! Before we begin, I have a few clarifying questions:
Is this for Netflix the company, or a service from a startup or other company that caters towards kids with a netflix-like set of services? My assumption is this is a Netflix esque service, and not part of the broader Netflix product suite/company.
Why are we building this? Assumption is that we CEO identified opportunity for this product, and we want to acquire users and engage them.
By kids, do you mean"See full answer
"Clarifying questions:
What type of contractors are we considering? Construction, repair, paint, electric etc. assuming there is no specificity here
Is it for professional or personal - eg. For enterprises to allocate contract or personal work. Though the end result might work for both but initial go live one assuming for personal work
Any specific demography
Is it part of any existing meta universe - Facebook marketplace?
Why this problem matters?
For users: this is one of the difficult"
Dewansh Z. - "Clarifying questions:
What type of contractors are we considering? Construction, repair, paint, electric etc. assuming there is no specificity here
Is it for professional or personal - eg. For enterprises to allocate contract or personal work. Though the end result might work for both but initial go live one assuming for personal work
Any specific demography
Is it part of any existing meta universe - Facebook marketplace?
Why this problem matters?
For users: this is one of the difficult"See full answer
"I started by reframing Adobe’s mission in my own words: to build creative and productivity tools that make everyday customer workflows easier.
Then, I defined the goal: improving retention for the Scan app, as users often drop off to competitors such as Genius Scan or the native iOS Scanner after initial use.
To better understand user behavior, I segmented users into three groups:
Power users: Professionals such as lawyers or students who scan frequently.
Low-engagement users: Inactive for 9"
Eshaa D. - "I started by reframing Adobe’s mission in my own words: to build creative and productivity tools that make everyday customer workflows easier.
Then, I defined the goal: improving retention for the Scan app, as users often drop off to competitors such as Genius Scan or the native iOS Scanner after initial use.
To better understand user behavior, I segmented users into three groups:
Power users: Professionals such as lawyers or students who scan frequently.
Low-engagement users: Inactive for 9"See full answer
"Clarifying
Travellers in this context are people who are taking domestic or international flights. Answer: Correct.
Are we designing to integrate into an existing product line or completely standalone? Answer: Integrate into existing products.
Are we designing for a specific geography? Answer: Let’s try North America first; we can expand later.
Company Mission
Organize the world’s information and make it universally accessible and useful.
Company Strategy
"
Darpan D. - "Clarifying
Travellers in this context are people who are taking domestic or international flights. Answer: Correct.
Are we designing to integrate into an existing product line or completely standalone? Answer: Integrate into existing products.
Are we designing for a specific geography? Answer: Let’s try North America first; we can expand later.
Company Mission
Organize the world’s information and make it universally accessible and useful.
Company Strategy
"See full answer
"Clarify:
A new company that is coming up with a solution for garage door openers
The door opener will be installed in houses. Confirm if offices, service centers etc are in the scope
At this point, we are looking a specific demographic/market - India
Users:
People who own a car and a personal parking space. The distinction here :
They have hired a watchman for the house
They didnt hire a watch for the house
For this problem, I will focus on those people who didnt hire a watchman"
Sahil A. - "Clarify:
A new company that is coming up with a solution for garage door openers
The door opener will be installed in houses. Confirm if offices, service centers etc are in the scope
At this point, we are looking a specific demographic/market - India
Users:
People who own a car and a personal parking space. The distinction here :
They have hired a watchman for the house
They didnt hire a watch for the house
For this problem, I will focus on those people who didnt hire a watchman"See full answer
"Clarification
Define rush hour?
hours leading up to the work day 8-10am and after the work day 5-7pm
Are we focused on specific types of drivers?
American commuters. Private drivers going to and from work
What is Google's goal?
Increase engagement with google services
Roadmap for interviewer: User--> Pain Points-->Solution--> Vision-->Features-->Tradeoffs
User
American commuters. Private drivers going to and from work
Can't be too distracted even durin"
Kwabena B. - "Clarification
Define rush hour?
hours leading up to the work day 8-10am and after the work day 5-7pm
Are we focused on specific types of drivers?
American commuters. Private drivers going to and from work
What is Google's goal?
Increase engagement with google services
Roadmap for interviewer: User--> Pain Points-->Solution--> Vision-->Features-->Tradeoffs
User
American commuters. Private drivers going to and from work
Can't be too distracted even durin"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
"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