"The interviewer hinted that a two-tower recommender system might be a suitable approach, using user history to embed users and pages separately and train on view or interaction data.
Instead, I proposed a different approach that I felt was more aligned with how knowledge is structured in Confluence:
I designed a system using a graph database to model the relationships between Confluence pages. Each page is a node, and edges represent content-based references. For example, when one article"
Clayton P. - "The interviewer hinted that a two-tower recommender system might be a suitable approach, using user history to embed users and pages separately and train on view or interaction data.
Instead, I proposed a different approach that I felt was more aligned with how knowledge is structured in Confluence:
I designed a system using a graph database to model the relationships between Confluence pages. Each page is a node, and edges represent content-based references. For example, when one article"See full answer
"Clarify:
Are we talking about traditional noise-cancelling which cancels noise for listeners or we are talking about the speaker side noise-cancellation? - Interviewer replied: Both
Are we exploring to build something on top of existing hardware around Meta VR products or something in general? - Interviewer replied: up to you.
High level though process (Could be detailed with more structure):
Considering Meta's vision on building metaverse, where meta currently has AR/VR products li"
Anonymous Shark - "Clarify:
Are we talking about traditional noise-cancelling which cancels noise for listeners or we are talking about the speaker side noise-cancellation? - Interviewer replied: Both
Are we exploring to build something on top of existing hardware around Meta VR products or something in general? - Interviewer replied: up to you.
High level though process (Could be detailed with more structure):
Considering Meta's vision on building metaverse, where meta currently has AR/VR products li"See full answer
"In what terms we need to improve the quality? Is there any focus on any particular host/customer experience? - Let’s consider that we need to improve the customer engagement on Airbnb platform.
Airbnb has both - web interface as well as mobile interface. So, I am assuming the experience on both the platforms.
I will brief about Airbnb - Airbnb provides homeowners to rent their spare rooms/properties to travelers/visitors and at the same time, travelers/visitors can get accommodation at budget"
Anonymous Fox - "In what terms we need to improve the quality? Is there any focus on any particular host/customer experience? - Let’s consider that we need to improve the customer engagement on Airbnb platform.
Airbnb has both - web interface as well as mobile interface. So, I am assuming the experience on both the platforms.
I will brief about Airbnb - Airbnb provides homeowners to rent their spare rooms/properties to travelers/visitors and at the same time, travelers/visitors can get accommodation at budget"See full answer
"Clarify
Functionality: Watch is a tab in FB app where people can upload and view Videos.
What's the redesign? We collapsed the reaction and comment bar so people can see more videos and spend more time watching videos.
What's the objective of the redesign? To help people discover and watch more videos they'll enjoy._
Structure
To decide whether or not to ship this redesign, i'd like to go over.
How does the Watch Tab fit into FB's mission and what's its goal?
What's the long-"
Sandy L. - "Clarify
Functionality: Watch is a tab in FB app where people can upload and view Videos.
What's the redesign? We collapsed the reaction and comment bar so people can see more videos and spend more time watching videos.
What's the objective of the redesign? To help people discover and watch more videos they'll enjoy._
Structure
To decide whether or not to ship this redesign, i'd like to go over.
How does the Watch Tab fit into FB's mission and what's its goal?
What's the long-"See full answer
Analytical
Behavioral
+1 more
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Clarification: Believe no constraints such as for specific market or for specific device,
No specific goal , can explore what improve means.
Goal: can I assume improve user experience and resolve pain points, and not around monetization
So goal could be to improve engagement and higher customer satisfaction with google news as a product, so basically more usage, and lower churn
So more DAU
Users:
Consumers based on how they consume:
Deep dive into news reports in a specific area of the"
Shiva S. - "Clarification: Believe no constraints such as for specific market or for specific device,
No specific goal , can explore what improve means.
Goal: can I assume improve user experience and resolve pain points, and not around monetization
So goal could be to improve engagement and higher customer satisfaction with google news as a product, so basically more usage, and lower churn
So more DAU
Users:
Consumers based on how they consume:
Deep dive into news reports in a specific area of the"See full answer
"
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"
Scott S. - "
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"See full answer
"FB Vision
Why is this problem important - bad ads can drive customer churn and pose reputational risks in terms of law suits.
What is a bad ad defined as - we will exclude ad relevance. any ad that is inappropriate, harmful, and misleading.
What is the user journey >>
Businesses creates ads, ads are verified by FB team who will remove any bad ads, ads get published after verification, user sees the ads, reports if they dont like it, and the team verifies it again and if bad, removes it.
N"
Neha A. - "FB Vision
Why is this problem important - bad ads can drive customer churn and pose reputational risks in terms of law suits.
What is a bad ad defined as - we will exclude ad relevance. any ad that is inappropriate, harmful, and misleading.
What is the user journey >>
Businesses creates ads, ads are verified by FB team who will remove any bad ads, ads get published after verification, user sees the ads, reports if they dont like it, and the team verifies it again and if bad, removes it.
N"See full answer
"Product Understanding -
Ads are what you see from companies as stories, posts, reels. Post are from users (connections). We have to design an experience which produces maximum engagement while generating ad revenue.
Clarifying Questions -
Is it specific to posts/stories/reels ?
Is there an existing post to ads ratio or do we have to start from scratch?
Is it specific to a device/OS?
Is it specific to a region/user demographic?
Assumption -
Existing posts to ads ratio"
Vishal S. - "Product Understanding -
Ads are what you see from companies as stories, posts, reels. Post are from users (connections). We have to design an experience which produces maximum engagement while generating ad revenue.
Clarifying Questions -
Is it specific to posts/stories/reels ?
Is there an existing post to ads ratio or do we have to start from scratch?
Is it specific to a device/OS?
Is it specific to a region/user demographic?
Assumption -
Existing posts to ads ratio"See full answer
"To answer this question, I’d like to first start with clarifying my understanding of FB stories and key elements that are essential towards setting the success goal.
FB Stories : Very similar to IG stories and infact based on the success seen from IG Stories, FB stories allows users to create ephemeral/disappearing content lasting 24 hours . The content could be a video, collection of pictures or even text with added animations and other enrichment - emulating a storytelling style. Stor"
S S. - "To answer this question, I’d like to first start with clarifying my understanding of FB stories and key elements that are essential towards setting the success goal.
FB Stories : Very similar to IG stories and infact based on the success seen from IG Stories, FB stories allows users to create ephemeral/disappearing content lasting 24 hours . The content could be a video, collection of pictures or even text with added animations and other enrichment - emulating a storytelling style. Stor"See full answer
"When a question like this is asked what is really being asked is "how do you think about the elements that make up a product and how does each part add value?". I generally try to answer it with a feature that has to do with user interaction. Good answers to this question could include "I would add a button to edit a post, and make it more visible and accessible rather than buried in a menu". Your rationale might be "**because it encourages users to post without fear that they will make"
Sydney S. - "When a question like this is asked what is really being asked is "how do you think about the elements that make up a product and how does each part add value?". I generally try to answer it with a feature that has to do with user interaction. Good answers to this question could include "I would add a button to edit a post, and make it more visible and accessible rather than buried in a menu". Your rationale might be "**because it encourages users to post without fear that they will make"See full answer
"Are we speaking of all Meta Ads products on something specific?
All of them
Meta is a social media and AI company that generates most of it's revenue from Ads on social media.
Meta's mission is to empower people to build communities and bring the world closer together.
If ads violate the community guidelines regulations that can directly hurt both Meta's mission and its revenue stream.
For example ads that include hate speech are against community guidelines and also hurts Meta's mission. Ha"
Yair G. - "Are we speaking of all Meta Ads products on something specific?
All of them
Meta is a social media and AI company that generates most of it's revenue from Ads on social media.
Meta's mission is to empower people to build communities and bring the world closer together.
If ads violate the community guidelines regulations that can directly hurt both Meta's mission and its revenue stream.
For example ads that include hate speech are against community guidelines and also hurts Meta's mission. Ha"See full answer
"I have a few clarifying questions before diving into designing a fridge for kids.
What is this company in? - Startup exploring ideas to design fridge, or an already established fridge company - Startup
Kids = which age group is referred to her or I can define the user segments? -* You can define it*
Where is the refrigerator being used (household/school/daycare)? - Household
Assumption: I am assuming Fridge's basic function is to freeze meats/ice cream/veggies etc and stor"
Manu G. - "I have a few clarifying questions before diving into designing a fridge for kids.
What is this company in? - Startup exploring ideas to design fridge, or an already established fridge company - Startup
Kids = which age group is referred to her or I can define the user segments? -* You can define it*
Where is the refrigerator being used (household/school/daycare)? - Household
Assumption: I am assuming Fridge's basic function is to freeze meats/ice cream/veggies etc and stor"See full answer
"For self achievement, The product manager builds useful products for users and makes the world better.
For the team, The product manager can work with the team, and leverage the team resources to make things happen, which is more impactful.
For the company, Pm are usually problem solvers, help companies to solve problems and grow better
"
Shen W. - "For self achievement, The product manager builds useful products for users and makes the world better.
For the team, The product manager can work with the team, and leverage the team resources to make things happen, which is more impactful.
For the company, Pm are usually problem solvers, help companies to solve problems and grow better
"See full answer
"Let me tell you about a time when my manager was on a two week PTO and I was building the post-MVP roadmap for a newly launched product.
Being a SaaS platform for supporting restaurants, I'd led the conception, planning, development and launch of the MVP for an online ordering solution for diners in restaurants. After the launch of the MVP, our original plan was to build features which supported table-service restaurants like keeping an open tab. But while looking at the data, I realized that a"
Singer29 - "Let me tell you about a time when my manager was on a two week PTO and I was building the post-MVP roadmap for a newly launched product.
Being a SaaS platform for supporting restaurants, I'd led the conception, planning, development and launch of the MVP for an online ordering solution for diners in restaurants. After the launch of the MVP, our original plan was to build features which supported table-service restaurants like keeping an open tab. But while looking at the data, I realized that a"See full answer