"Clarifying question(s):
what constitute a COVID related search? is it more on number of cases by geography, virus strains, vaccine information etc. ?
Besides engagement is there anything we should take into account?
Which personas are likely to be targeted:
Journalists gathering more information for reporting
Doctors and SMEs
Common crowd with moderate to advanced education on health and safety measures and likely type of at-home entertainment
Pharmaceuticals orga"
RockyBalboa - "Clarifying question(s):
what constitute a COVID related search? is it more on number of cases by geography, virus strains, vaccine information etc. ?
Besides engagement is there anything we should take into account?
Which personas are likely to be targeted:
Journalists gathering more information for reporting
Doctors and SMEs
Common crowd with moderate to advanced education on health and safety measures and likely type of at-home entertainment
Pharmaceuticals orga"See full answer
"Discussed a toaster, the user case for a toaster, how this toaster fails, why the company might have made those design choices."
Robbie A. - "Discussed a toaster, the user case for a toaster, how this toaster fails, why the company might have made those design choices."See full answer
"One key thing I learned that made everything easier for me as a data analyst was the importance of structured thinking and communication before diving into the data. Early in my career, I used to jump directly into tasks like data cleaning, ETL processes—without fully understanding the problem or defining the questions I was trying to answer. This sometimes led to inefficiencies, as I would have to backtrack or redo work because the insights weren't completely aligned with stakeholder needs.
I"
Anushka R. - "One key thing I learned that made everything easier for me as a data analyst was the importance of structured thinking and communication before diving into the data. Early in my career, I used to jump directly into tasks like data cleaning, ETL processes—without fully understanding the problem or defining the questions I was trying to answer. This sometimes led to inefficiencies, as I would have to backtrack or redo work because the insights weren't completely aligned with stakeholder needs.
I"See full answer
"There are couple of reasons for it -
Kind of role : Its a product manager role loaded with analytical work, So working with data in stringent regulatory guideline make it more exciting and thrilling.
Location & industry is like - Cherry on the cake, Bangalore weather and BFI is at its all time peak as people spending behavior is changing continuously, it will be interesting to see big giants like visa are managing it."
Nidhi S. - "There are couple of reasons for it -
Kind of role : Its a product manager role loaded with analytical work, So working with data in stringent regulatory guideline make it more exciting and thrilling.
Location & industry is like - Cherry on the cake, Bangalore weather and BFI is at its all time peak as people spending behavior is changing continuously, it will be interesting to see big giants like visa are managing it."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
"Who uses translation API
Consumer apps
Enterprise SaaS
Content Platforms
Gaming Companies
Govt
Global internet users - 5B out of which 20% need translation as they encounter foreign content = 1B users
Average translation triggering event per use per day - 0.3 (review, website…) Total translation demand = 0.3 * 1B = 300M
Translation can happen in-house or via Third-party APIs
Assume 60% served by APIs for enterprise 180M API translation calls/day
Assume 1000 characters should be abo"
Nehal B. - "Who uses translation API
Consumer apps
Enterprise SaaS
Content Platforms
Gaming Companies
Govt
Global internet users - 5B out of which 20% need translation as they encounter foreign content = 1B users
Average translation triggering event per use per day - 0.3 (review, website…) Total translation demand = 0.3 * 1B = 300M
Translation can happen in-house or via Third-party APIs
Assume 60% served by APIs for enterprise 180M API translation calls/day
Assume 1000 characters should be abo"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
"The adjusting context window size in LLM change trade off between reasoning capability, accuracy, computation cost. It influence how attention mechanist allocate resources across the input.
Longer context window let it you input greater number of words and have more context to generate proper next token. However llms have lost in the middle issue. They remember the beginning of text and end of text but lost information located in the middle of long input. Another problem is Attention Dilution."
Alex N. - "The adjusting context window size in LLM change trade off between reasoning capability, accuracy, computation cost. It influence how attention mechanist allocate resources across the input.
Longer context window let it you input greater number of words and have more context to generate proper next token. However llms have lost in the middle issue. They remember the beginning of text and end of text but lost information located in the middle of long input. Another problem is Attention Dilution."See full answer
"To determine which features go into a Minimum Viable Product (MVP), I focus on balancing user needs with business goals, while keeping technical feasibility in mind. My approach usually includes these key steps:
1. Understand the problem deeply:
I start by identifying the core user problem we’re solving—whether that’s through user interviews, support tickets, usage data, or stakeholder input. The goal is to figure out what success looks like for the user in the most basic but valuable form."
Aniruddha N. - "To determine which features go into a Minimum Viable Product (MVP), I focus on balancing user needs with business goals, while keeping technical feasibility in mind. My approach usually includes these key steps:
1. Understand the problem deeply:
I start by identifying the core user problem we’re solving—whether that’s through user interviews, support tickets, usage data, or stakeholder input. The goal is to figure out what success looks like for the user in the most basic but valuable form."See full answer
"👇 Your feedback is very much appreciated 👇
Clarifying Questions
Bookshelf: how is this bookshelf going to be used? at home? in a library?
Elderly People: do we have more precisions on this elderly population? are they sick?disabled?
[Interviewer: this bookshelf will be for home purposes. You'll have to specify.]
Here's what we gonna do:
Users & Pain Points: let's try to better understand who we are designing this bookshelf for
Solutions: we'll brainstorm a few solutions and"
Julien C. - "👇 Your feedback is very much appreciated 👇
Clarifying Questions
Bookshelf: how is this bookshelf going to be used? at home? in a library?
Elderly People: do we have more precisions on this elderly population? are they sick?disabled?
[Interviewer: this bookshelf will be for home purposes. You'll have to specify.]
Here's what we gonna do:
Users & Pain Points: let's try to better understand who we are designing this bookshelf for
Solutions: we'll brainstorm a few solutions and"See full answer
"Great. I’d like to break down this by discussing impacts of post investment decisions for the Pixel handset lines at two levels of micro and macro evaluation, which will be able to lead us to an evidence-based answer of what I think Google should continue to invest and ramp up their investment to hit their target ROI.
First, closely looking at micro aspects, Google’s business model is a so-called multisided platform, generating either free search engines and monetizing contents for Internet use"
Anna H. - "Great. I’d like to break down this by discussing impacts of post investment decisions for the Pixel handset lines at two levels of micro and macro evaluation, which will be able to lead us to an evidence-based answer of what I think Google should continue to invest and ramp up their investment to hit their target ROI.
First, closely looking at micro aspects, Google’s business model is a so-called multisided platform, generating either free search engines and monetizing contents for Internet use"See full answer
"Explore expanding beyond just two small roooms-- bigger rooms or a third room? Get insights from those who are teleporting about what the experience is like"
Kim L. - "Explore expanding beyond just two small roooms-- bigger rooms or a third room? Get insights from those who are teleporting about what the experience is like"See full answer
"First I would like to ask you some clarifying questions.
Timeframe: do we consider a single given day? YES
What is the definition of jogger? Running, not walking
Is there a minimum distance? NO
Do you count only the distance within the perimeter of central park or also the miles getting in and out of CP to my start location? ONLY CP
Great, I would like to structure the problem this way.
\# of aggregated miles run by jogger in a day in CP = # of joggers per day * av"
Fabio E. - "First I would like to ask you some clarifying questions.
Timeframe: do we consider a single given day? YES
What is the definition of jogger? Running, not walking
Is there a minimum distance? NO
Do you count only the distance within the perimeter of central park or also the miles getting in and out of CP to my start location? ONLY CP
Great, I would like to structure the problem this way.
\# of aggregated miles run by jogger in a day in CP = # of joggers per day * av"See full answer
"Clarifying question: By high-tech, we mean internet enabled refrigerator which uses technology and assists us in our decision making or takes decisions for us
Users:
Working women
Homemakers
Bachelors and Spinsters living alone
Other family members (Elderly, Kids etc)
Prioritized users: Working women, Bachelors and Spinsters living alone
Problems:
Food left in the refrigerator gets rotten as it goes out of notice
I am at the supermarket and I dont know the inven"
Sahil A. - "Clarifying question: By high-tech, we mean internet enabled refrigerator which uses technology and assists us in our decision making or takes decisions for us
Users:
Working women
Homemakers
Bachelors and Spinsters living alone
Other family members (Elderly, Kids etc)
Prioritized users: Working women, Bachelors and Spinsters living alone
Problems:
Food left in the refrigerator gets rotten as it goes out of notice
I am at the supermarket and I dont know the inven"See full answer
"One possible product idea is to create a Layover Buddy app that connects travelers who have layovers at the same airport and helps them make the most of their time. The app would use Facebook’s data and features to match users based on their preferences, interests, and flight schedules. For example, the app could suggest users who are traveling to the same destination, who have similar hobbies or tastes, or who are looking for the same type of activity during their layover.
The app would als"
Anonymous Dove - "One possible product idea is to create a Layover Buddy app that connects travelers who have layovers at the same airport and helps them make the most of their time. The app would use Facebook’s data and features to match users based on their preferences, interests, and flight schedules. For example, the app could suggest users who are traveling to the same destination, who have similar hobbies or tastes, or who are looking for the same type of activity during their layover.
The app would als"See full answer
"Goal: What product would I build next
Who am I? I am Disney's head of technology
Focus: Theme parks
Geolocation: Pilot in the US and then roll out across the globe
Eco-system>>>User>>>Pain points are>>>Solution>>>MVP>>>Launch metrics> Guardrails
Eco System
Customers
Direct Suppliers, vendors to DIS
In-Direct suppliers (Hotels, restaurants, etc.)
DIS- Service
User ( TAM, underserved, Frequency)
Customers
Families, including Children ( L, L, L)
Couples(S,L, M)
Si"
Roopesh N. - "Goal: What product would I build next
Who am I? I am Disney's head of technology
Focus: Theme parks
Geolocation: Pilot in the US and then roll out across the globe
Eco-system>>>User>>>Pain points are>>>Solution>>>MVP>>>Launch metrics> Guardrails
Eco System
Customers
Direct Suppliers, vendors to DIS
In-Direct suppliers (Hotels, restaurants, etc.)
DIS- Service
User ( TAM, underserved, Frequency)
Customers
Families, including Children ( L, L, L)
Couples(S,L, M)
Si"See full answer