"Assumptions:
LinkedIn: LinkedIn's goal is to sell premium to candidates and companies that recruit. It aims to have the largest number of qualified professionals in creative intellectual professions, who spend time on the platform and share content.
LinkedIn's strategic direction:grow the Talent pool,
encourage the Talent pool to better qualify themselves,
to facilitate Talent search by recruiters
in return, the more recruiters on LinkedIn, the more they can sell premium to talents who are"
Adaneir W. - "Assumptions:
LinkedIn: LinkedIn's goal is to sell premium to candidates and companies that recruit. It aims to have the largest number of qualified professionals in creative intellectual professions, who spend time on the platform and share content.
LinkedIn's strategic direction:grow the Talent pool,
encourage the Talent pool to better qualify themselves,
to facilitate Talent search by recruiters
in return, the more recruiters on LinkedIn, the more they can sell premium to talents who are"See full answer
"My Favourite music application - YT Music
YT music is a music streaming service for individuals. YT Music is exclusive for YT Premium members.
Users :
Listeners
Creator Ops (internal to Youtube)
Business Goal : Improve Listener engagement by 20% in the next 6 months.
Listener Engagement - DAU (Activity is defined as listened to music for at-least 10 mins)
Listener User Segments :
Music Enthusiasts
Music for relaxation
Which segment has the opportunity?
List Pain"
Shivam G. - "My Favourite music application - YT Music
YT music is a music streaming service for individuals. YT Music is exclusive for YT Premium members.
Users :
Listeners
Creator Ops (internal to Youtube)
Business Goal : Improve Listener engagement by 20% in the next 6 months.
Listener Engagement - DAU (Activity is defined as listened to music for at-least 10 mins)
Listener User Segments :
Music Enthusiasts
Music for relaxation
Which segment has the opportunity?
List Pain"See full answer
"Would consider the following factors:
Customer demographic and preferences
Location of the warehouse and what's the local product trends
Seasonality and time of the year for trendy products
Balance of volume and margin products
Supply chain consideration
Competition analysis
Inventory turn over rate
eCommerce aspects of the inventory
Plus the following types:
Essential and groceries
Electronic and entertainment
Apparel and footwear
Home and lifestyle
Seasonal and promo"
onering2ruleall - "Would consider the following factors:
Customer demographic and preferences
Location of the warehouse and what's the local product trends
Seasonality and time of the year for trendy products
Balance of volume and margin products
Supply chain consideration
Competition analysis
Inventory turn over rate
eCommerce aspects of the inventory
Plus the following types:
Essential and groceries
Electronic and entertainment
Apparel and footwear
Home and lifestyle
Seasonal and promo"See full answer
Product Manager
Product Strategy
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Honestly, I would’ve loved something like this when I was younger. I couldn’t wait till the day I was 18 so I could start investing and would read personal finance books on random topics.
Clarification Questions
Kids is a very broad term, is there a specific age range you had in mind or would you want me to determine that myself? >
I will assume that this will start off as an application, and then later can be integrated on a"
Rohan S. - "Honestly, I would’ve loved something like this when I was younger. I couldn’t wait till the day I was 18 so I could start investing and would read personal finance books on random topics.
Clarification Questions
Kids is a very broad term, is there a specific age range you had in mind or would you want me to determine that myself? >
I will assume that this will start off as an application, and then later can be integrated on a"See full answer
"Clarify:
User experience improvements or revenue based improvements for the company? (Assumed UX)
Can it be hardware or must it be software? (assumed I have the choice)
Position:
My favorite product is Airbnb. It's an app that let's people list their home for short term rental and then let's guests book those homes (or rooms) to stay in. It's used primarily for vacations but people all over the world now use it for business or even longer term stays. It's idea was pretty revolutionary a"
Joel A. - "Clarify:
User experience improvements or revenue based improvements for the company? (Assumed UX)
Can it be hardware or must it be software? (assumed I have the choice)
Position:
My favorite product is Airbnb. It's an app that let's people list their home for short term rental and then let's guests book those homes (or rooms) to stay in. It's used primarily for vacations but people all over the world now use it for business or even longer term stays. It's idea was pretty revolutionary a"See full answer
"Clarifying questions : When we speak about video buffering, are we looking at long video (more than an hour), medium video, short videos and shorts? I will assume its all video types.
Is this was a steady increase or sudden one and over what time period? I will assume sudden one over last week?
Has we experienced any such issues in the past or trends? I will assume no.
Are we experiencing this globaly or for some region? I assume globaly
The KPI we are measuring is Average Video Buffering T"
Aeshvarya J. - "Clarifying questions : When we speak about video buffering, are we looking at long video (more than an hour), medium video, short videos and shorts? I will assume its all video types.
Is this was a steady increase or sudden one and over what time period? I will assume sudden one over last week?
Has we experienced any such issues in the past or trends? I will assume no.
Are we experiencing this globaly or for some region? I assume globaly
The KPI we are measuring is Average Video Buffering T"See full answer
"Question for the community: have others experienced a situation where the interviewer really pushed for defining a success metric early on in the case before making too much progress on the case itself? If so, how did you handle?
How I approached the case:
I used the framework taught here on Exponent but have a question for the community.
At the beginning of the interview, I shared my steps - company goals, customer, painpoints, solutions, prioritize and if we had time, I'll explore some succ"
D P. - "Question for the community: have others experienced a situation where the interviewer really pushed for defining a success metric early on in the case before making too much progress on the case itself? If so, how did you handle?
How I approached the case:
I used the framework taught here on Exponent but have a question for the community.
At the beginning of the interview, I shared my steps - company goals, customer, painpoints, solutions, prioritize and if we had time, I'll explore some succ"See full answer
"Clarify
Retention for which side of the platform - advertisers, groceries/shops, shoppers, users? - Assume
Is there any specific event or trend driving retention down or we’re looking in general to overall improve from current state? - Assume
Is this tied to any particular geography or region? - Assume
Is this tied to any specific persona within our 4 sided platform? - Assume
Are we changing the definition of retention (time, frequency, others)? - Assume no
Goal - Improve the use"
Parag - "Clarify
Retention for which side of the platform - advertisers, groceries/shops, shoppers, users? - Assume
Is there any specific event or trend driving retention down or we’re looking in general to overall improve from current state? - Assume
Is this tied to any particular geography or region? - Assume
Is this tied to any specific persona within our 4 sided platform? - Assume
Are we changing the definition of retention (time, frequency, others)? - Assume no
Goal - Improve the use"See full answer
"Imagine a blockchain as a magical, unchangeable diary that keeps track of all the candies you share with your friends. Whenever you share a candy, you write it down in this special diary, and your friends also write it down in their diaries. But here's the cool part – all the diaries are connected and can talk to each other!
So, when you want to know who has borrowed your candy or if you borrowed candy from someone else, you just check this special diary. It shows you the history of all the can"
Maedu E. - "Imagine a blockchain as a magical, unchangeable diary that keeps track of all the candies you share with your friends. Whenever you share a candy, you write it down in this special diary, and your friends also write it down in their diaries. But here's the cool part – all the diaries are connected and can talk to each other!
So, when you want to know who has borrowed your candy or if you borrowed candy from someone else, you just check this special diary. It shows you the history of all the can"See full answer
"Of course! Let me outline a general approach and ask questions along the way to see if any one path makes more sense to follow.
On my general approach: I think it's important to start with a strategic goal or purpose the museum is trying to accomplish with this product. That way we have a north star. From there I'll identify a couple user types we could solve for. Once aligned, I can drill down to potential pain points and solutions of different magnitude. How does that agenda sound?
For our"
Irene C. - "Of course! Let me outline a general approach and ask questions along the way to see if any one path makes more sense to follow.
On my general approach: I think it's important to start with a strategic goal or purpose the museum is trying to accomplish with this product. That way we have a north star. From there I'll identify a couple user types we could solve for. Once aligned, I can drill down to potential pain points and solutions of different magnitude. How does that agenda sound?
For our"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
"Understanding the problem:
What do we mean by email notification experience here? Is it the quantity of notifications or quality?- it's the quality of the experience i.e. how can we make the experience better & more user centric
How would you define enhance in this context?- here enhacement means improving the engagement with the emails resulting in more people viewing the photo/s on FB with email as source
Are we supposed to enhance the viewer's experience only or the creators as w"
Debajyoti B. - "Understanding the problem:
What do we mean by email notification experience here? Is it the quantity of notifications or quality?- it's the quality of the experience i.e. how can we make the experience better & more user centric
How would you define enhance in this context?- here enhacement means improving the engagement with the emails resulting in more people viewing the photo/s on FB with email as source
Are we supposed to enhance the viewer's experience only or the creators as w"See full answer
"I would start with some clarifying questions:
What is the goal of the 'Report ad' feature? what do you think?
Are we looking at the blue app or Instagram? The ad placement can be adjusted to the both apps, so look at it has a whole
Are we looking at a specific location of the report ad? like stories or feed or reels? Nope
Are we looking at a specific OS? everywhere
Is there some timeline? or restrictions? no
Are we looking at a specific market? worldwide
Thank you, I"
R K. - "I would start with some clarifying questions:
What is the goal of the 'Report ad' feature? what do you think?
Are we looking at the blue app or Instagram? The ad placement can be adjusted to the both apps, so look at it has a whole
Are we looking at a specific location of the report ad? like stories or feed or reels? Nope
Are we looking at a specific OS? everywhere
Is there some timeline? or restrictions? no
Are we looking at a specific market? worldwide
Thank you, I"See full answer
"With $1 billion to invest in generative AI, my focus would be on addressing unmet needs in everyday life. Here's my vision:
Identify User Pain Points: I would start by understanding the specific challenges a segment of users face daily. Many people are integrating AI into their routines to simplify tasks, yet there are gaps that need to be filled.
Learn from ChatGPT’s Success: ChatGPT's rapid growth to 200 million users demonstrates the demand for AI solutions that genuinely solve"
Aayush S. - "With $1 billion to invest in generative AI, my focus would be on addressing unmet needs in everyday life. Here's my vision:
Identify User Pain Points: I would start by understanding the specific challenges a segment of users face daily. Many people are integrating AI into their routines to simplify tasks, yet there are gaps that need to be filled.
Learn from ChatGPT’s Success: ChatGPT's rapid growth to 200 million users demonstrates the demand for AI solutions that genuinely solve"See full answer
"Clarifying questions:
How the hiring funnel looks like, where are the main drop offs, what are the longest phases, what systems we have in place for reminders and notifications.
What should be the goal (double conversion, reduce time to hire)
Offered some solutions, analysed them according to ICE framework, highlighter risks linked to solution.
The last question was to pitch my suggested path to management."
Shuly A. - "Clarifying questions:
How the hiring funnel looks like, where are the main drop offs, what are the longest phases, what systems we have in place for reminders and notifications.
What should be the goal (double conversion, reduce time to hire)
Offered some solutions, analysed them according to ICE framework, highlighter risks linked to solution.
The last question was to pitch my suggested path to management."See full answer
"Clarification and Assumption
In house labeling vs outsourced? labeling text, images, bounding boxes, segmentations etc? what kind of issues have we observed?
Assuming that data collection and pre/post-processing is done by different team and labeling starts with receiving data and ends with sending files back to my team. "outsourced, images containing objects, 2 dozen classes of objects to label bounding boxes."
2.Goal
Quality is important because downstream effect. garbage in garbage out."
Rui B. - "Clarification and Assumption
In house labeling vs outsourced? labeling text, images, bounding boxes, segmentations etc? what kind of issues have we observed?
Assuming that data collection and pre/post-processing is done by different team and labeling starts with receiving data and ends with sending files back to my team. "outsourced, images containing objects, 2 dozen classes of objects to label bounding boxes."
2.Goal
Quality is important because downstream effect. garbage in garbage out."See full answer