"Approach -
Check the product scope - social network, IG, Whatsapp, etc.
Check how the metric is measured and if there are shortcomings or changes in the approach
Eliminate obvious reasons like seasonality, external events, analytical pipeline changes, etc.
Look for internal product changes or issues
In case the hypothesis falls short, find ways to triangulate the issue
PS - A real interview may not need so many questions to be asked. I am just listing down questions to validate or rej"
Lavesh D. - "Approach -
Check the product scope - social network, IG, Whatsapp, etc.
Check how the metric is measured and if there are shortcomings or changes in the approach
Eliminate obvious reasons like seasonality, external events, analytical pipeline changes, etc.
Look for internal product changes or issues
In case the hypothesis falls short, find ways to triangulate the issue
PS - A real interview may not need so many questions to be asked. I am just listing down questions to validate or rej"See full answer
"Missing Item - User ordered multiple items, few items are missing
Wrong Item - Entire order is wrong / there are items in the order that were never ordered
How is this measured ?
CSAT
Missing Items
Wrong Items
Step 1 :
Collect data on orders that reported missing / wrong items. Dive deep to understand if the problem is isolated to a specific metro/zip code/restaurant type (say fast food vs fine dine), time of day (lunch vs dinner), tenure of the courier on th"
Saurabh K. - "Missing Item - User ordered multiple items, few items are missing
Wrong Item - Entire order is wrong / there are items in the order that were never ordered
How is this measured ?
CSAT
Missing Items
Wrong Items
Step 1 :
Collect data on orders that reported missing / wrong items. Dive deep to understand if the problem is isolated to a specific metro/zip code/restaurant type (say fast food vs fine dine), time of day (lunch vs dinner), tenure of the courier on th"See full answer
"Swiggy could implement to increase the average order value (AOV) on its platform:
1. Smart Recommendations and Upselling:
Personalized suggestions: Leverage data to recommend items based on past orders, popular choices, and trending items in the user's area.
Upselling prompts: When a user adds an item to their cart, suggest related or higher-value items (e.g., "Would you like to add a side of fries with that?" or "Upgrade to a large for just ₹X more").
Bundle deals: Offer c"
Harish K. - "Swiggy could implement to increase the average order value (AOV) on its platform:
1. Smart Recommendations and Upselling:
Personalized suggestions: Leverage data to recommend items based on past orders, popular choices, and trending items in the user's area.
Upselling prompts: When a user adds an item to their cart, suggest related or higher-value items (e.g., "Would you like to add a side of fries with that?" or "Upgrade to a large for just ₹X more").
Bundle deals: Offer c"See full answer
"Clarifying Questions
Is the product a digital or physical marketplace? (Digital)
Are we building an educational platform, freelance platform, or marketplace? (Freelance platform)
Are we focusing on a specific geographical location? (India)
Will the platform involve online transactions? (Yes)
User Personas
Individual Gardeners: Self-employed gardeners offering their services.
Gardening Agencies: Organizations providing gardening services.
**Educational Institutio"
Preetham m P. - "Clarifying Questions
Is the product a digital or physical marketplace? (Digital)
Are we building an educational platform, freelance platform, or marketplace? (Freelance platform)
Are we focusing on a specific geographical location? (India)
Will the platform involve online transactions? (Yes)
User Personas
Individual Gardeners: Self-employed gardeners offering their services.
Gardening Agencies: Organizations providing gardening services.
**Educational Institutio"See full answer
"Clarifying questions
What do we mean by bookings? Is it nights booked or transactions?: Nights booked
Are there any constraints like platform or anything else while calculating the nights booked? : No
If a user books a night but does not show up, do we still count him? : Yes
If a user cancels before turning up, do we not count him? : Yes
Expedia operates globally. Its major markets are Europe, USA, Asia, Africa etc.
We will take the following high level approach
**Total population →"
Kartikeya N. - "Clarifying questions
What do we mean by bookings? Is it nights booked or transactions?: Nights booked
Are there any constraints like platform or anything else while calculating the nights booked? : No
If a user books a night but does not show up, do we still count him? : Yes
If a user cancels before turning up, do we not count him? : Yes
Expedia operates globally. Its major markets are Europe, USA, Asia, Africa etc.
We will take the following high level approach
**Total population →"See full answer
"1. Clarify the problem
Are we building a digital or physical product?- We are offering it as an application on mobile.
Are we building a complete new product or as a new feature for existing airline booking apps (Goibibo/Makemytrip, etc.)? - New feature for existing booking apps. We can consider Goibibo as an example.
What do you mean by improving experience?- Reduce wait times or optimize the time spent.
What is the goal? Engagement or Revenue? - Engagement.
Which is t"
Preetham m P. - "1. Clarify the problem
Are we building a digital or physical product?- We are offering it as an application on mobile.
Are we building a complete new product or as a new feature for existing airline booking apps (Goibibo/Makemytrip, etc.)? - New feature for existing booking apps. We can consider Goibibo as an example.
What do you mean by improving experience?- Reduce wait times or optimize the time spent.
What is the goal? Engagement or Revenue? - Engagement.
Which is t"See full answer
"Clarifying questions:
What is a roofer?
A: A person who constructs and repairs roofs.
Should this include construction companies or the actual people who construct it, like masons, labourers?
A. you can define the segment
Any specific geography to operate in? No, any geography or worldwide can be chosen
Does the company have a goal in mind? New product creation to capture a market.
Can the product be a physical product? Yes.
In terms of constructing roofs, there is generally no separate company"
Upasana S. - "Clarifying questions:
What is a roofer?
A: A person who constructs and repairs roofs.
Should this include construction companies or the actual people who construct it, like masons, labourers?
A. you can define the segment
Any specific geography to operate in? No, any geography or worldwide can be chosen
Does the company have a goal in mind? New product creation to capture a market.
Can the product be a physical product? Yes.
In terms of constructing roofs, there is generally no separate company"See full answer
"I use ChatGPT a lot to either refine my own answers or stories and make them better, or to answer questions which I would then refine to be more personal to me.
Here's what ChatGPT says about this question:
This question is testing your analytical thinking, data-driven decision-making, and product sense—especially in the context of Meta’s focus on engagement and content ranking. The best approach is to **define key engagement metrics, outline an experiment design, and consider trade-of"
Robert H. - "I use ChatGPT a lot to either refine my own answers or stories and make them better, or to answer questions which I would then refine to be more personal to me.
Here's what ChatGPT says about this question:
This question is testing your analytical thinking, data-driven decision-making, and product sense—especially in the context of Meta’s focus on engagement and content ranking. The best approach is to **define key engagement metrics, outline an experiment design, and consider trade-of"See full answer
"Similar to LRU, Keep a Sorted LinkedList based on ranks. To improve efficiency of storage changed to PriorityQueue (minHeap). Later was asked about threading and how you can scale it in a distributed system"
Arjun R. - "Similar to LRU, Keep a Sorted LinkedList based on ranks. To improve efficiency of storage changed to PriorityQueue (minHeap). Later was asked about threading and how you can scale it in a distributed system"See full answer
"Clarify:
Map means -> coordinates
Places -> any location visitable by humans
software/hardware? -> up to you
unmapped by anyone or in Gmaps? -> not in Gmaps
Goal: to widen coverage
constraints -> none
market - US
Time to market -> 3-6 months
Why
Aligns with Google mission
Drive more engagement
Users
Company
Users who drop locations
Big City dwellers
Country side areas
Remote areas with limited internet
End users
Advertisers
Prioritise: siz"
Utkarsh G. - "Clarify:
Map means -> coordinates
Places -> any location visitable by humans
software/hardware? -> up to you
unmapped by anyone or in Gmaps? -> not in Gmaps
Goal: to widen coverage
constraints -> none
market - US
Time to market -> 3-6 months
Why
Aligns with Google mission
Drive more engagement
Users
Company
Users who drop locations
Big City dwellers
Country side areas
Remote areas with limited internet
End users
Advertisers
Prioritise: siz"See full answer