"Context - I joined a large public-facing service as a PM midway through its development.
Situation - Due to the SOPs of the company the team already had a metrics framework. That included your standard DAUs, Retention and Acquisition Metrics
Concern -
As SOP metrics were publicly accepted, the team did not internalise what success actually means to the product they are developing, as the actual value was not being encapsulated in the framework
This was evident in the show and tells as the"
Umang S. - "Context - I joined a large public-facing service as a PM midway through its development.
Situation - Due to the SOPs of the company the team already had a metrics framework. That included your standard DAUs, Retention and Acquisition Metrics
Concern -
As SOP metrics were publicly accepted, the team did not internalise what success actually means to the product they are developing, as the actual value was not being encapsulated in the framework
This was evident in the show and tells as the"See full answer
"We'll consider cost-effectiveness, environmental impact, convenience, and scalability. Here are key metrics and trade-offs to consider:
Cost Metrics
Operational Costs: Compare the direct costs associated with operating each mode of transit, including vehicle maintenance, fuel or energy, and driver salaries.
Subsidization Level: Assess how much subsidy each option requires per ride or per passenger to remain free or low-cost to employees.
Cost Efficiency: Analyze the cost p"
Siddhant S. - "We'll consider cost-effectiveness, environmental impact, convenience, and scalability. Here are key metrics and trade-offs to consider:
Cost Metrics
Operational Costs: Compare the direct costs associated with operating each mode of transit, including vehicle maintenance, fuel or energy, and driver salaries.
Subsidization Level: Assess how much subsidy each option requires per ride or per passenger to remain free or low-cost to employees.
Cost Efficiency: Analyze the cost p"See full answer
"I used the GAME method.
Started first with defining the product and setting the mission and goal for Zoom. Stated that the product grew in popularity in 2020-2021 for both business and personal use, but since lockdown ended, shifted to business use. Goal is to effortlessly and seamlessly connect people anywhere. Focused on the business use case and stated Zoom makes revenue through contracts signed with various enterprises. Due to maturity of the product and business focused, said it make"
Jeffrey F. - "I used the GAME method.
Started first with defining the product and setting the mission and goal for Zoom. Stated that the product grew in popularity in 2020-2021 for both business and personal use, but since lockdown ended, shifted to business use. Goal is to effortlessly and seamlessly connect people anywhere. Focused on the business use case and stated Zoom makes revenue through contracts signed with various enterprises. Due to maturity of the product and business focused, said it make"See full answer
"Overall a very good summary of ranking problems.
I wish there are more details in the post on depth of modeling. One can talk more about advance ML architectures like DCN, BertRec etc"
Kapil D. - "Overall a very good summary of ranking problems.
I wish there are more details in the post on depth of modeling. One can talk more about advance ML architectures like DCN, BertRec etc"See full answer
"Clarifying Questions
Are we an EdTech company adding this as a new arm, or building a new product? → New product
Is the learning mode online or offline? → User can choose
Are we focusing on any specific instruments? → No, any instrument
Does our product include a marketplace for purchasing instruments? → No
Are we building a mobile app or web platform? → Both, for India location
User Personas
Music Enthusiasts – Full-time learners aim"
Preetham m P. - "Clarifying Questions
Are we an EdTech company adding this as a new arm, or building a new product? → New product
Is the learning mode online or offline? → User can choose
Are we focusing on any specific instruments? → No, any instrument
Does our product include a marketplace for purchasing instruments? → No
Are we building a mobile app or web platform? → Both, for India location
User Personas
Music Enthusiasts – Full-time learners aim"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:
Where are we launching? -- US first
1:1 or n:n video conferencing? -- you assume
Consumers or Business? -- consumers
Part of FB or standalone product? -- part of messenger app
Is it MVP launch or a full feature product? -- MVP
What capabilities exist in the video conference product? -- you assume what capabilities will be
> Trends and Markets
Competitors:
Consumer
Zoom
Google Meet
Business:
Slack
MS Teams
Trends:
More and more people are usi"
Aniket A. - "Clarifications:
Where are we launching? -- US first
1:1 or n:n video conferencing? -- you assume
Consumers or Business? -- consumers
Part of FB or standalone product? -- part of messenger app
Is it MVP launch or a full feature product? -- MVP
What capabilities exist in the video conference product? -- you assume what capabilities will be
> Trends and Markets
Competitors:
Consumer
Zoom
Google Meet
Business:
Slack
MS Teams
Trends:
More and more people are usi"See full answer
"Clarify the Goal (What Does Success Look Like?) Asked: Why is DoorDash launching bikes for Dashers? Is it to:
Expand Dasher availability in dense urban areas?
Lower delivery times or costs?
Increase access to work for those without cars?
Each possible goal shapes the metrics differently.
Broke Metrics into Categories:
Operational Metrics
Measure how well bikes are functioning as a delivery method.
Average delivery time (bike vs car/walk)
Order completion rate for bike Dashers
On-t"
Logan S. - "Clarify the Goal (What Does Success Look Like?) Asked: Why is DoorDash launching bikes for Dashers? Is it to:
Expand Dasher availability in dense urban areas?
Lower delivery times or costs?
Increase access to work for those without cars?
Each possible goal shapes the metrics differently.
Broke Metrics into Categories:
Operational Metrics
Measure how well bikes are functioning as a delivery method.
Average delivery time (bike vs car/walk)
Order completion rate for bike Dashers
On-t"See full answer
"Clarify:
I will assume that misinformation includes posts, videos and pictures and that sources could be Groups/ Pages and Individuals.
High level structure: Mission, Information funnel and drop-off points, Metrics & Trade-offs, Mitigations
Mission/ Strategy: Facebook's mission is to bring the world closer together and empower people to build community. Reliable information is key to fostering a healthy community. In light of recent world events and public sentiment, it is important f"
Ash J. - "Clarify:
I will assume that misinformation includes posts, videos and pictures and that sources could be Groups/ Pages and Individuals.
High level structure: Mission, Information funnel and drop-off points, Metrics & Trade-offs, Mitigations
Mission/ Strategy: Facebook's mission is to bring the world closer together and empower people to build community. Reliable information is key to fostering a healthy community. In light of recent world events and public sentiment, it is important f"See full answer
"Clarifying Questions:
Do we want to target a particular geography or location or should it be done globally? Assume global
Is there any particular platform and device we are targeting (App/web) or should it be cross platforms? Cross platforms
Can I think about it as Product led solutions or do you want to consider marketing alternatives as well? Let's start with Product led solutions & later if time permits, we can touch on the marketing side as well
Are there any constra"
Hashmina H. - "Clarifying Questions:
Do we want to target a particular geography or location or should it be done globally? Assume global
Is there any particular platform and device we are targeting (App/web) or should it be cross platforms? Cross platforms
Can I think about it as Product led solutions or do you want to consider marketing alternatives as well? Let's start with Product led solutions & later if time permits, we can touch on the marketing side as well
Are there any constra"See full answer
"I like chatgpt for the following users
Getting industry references are easy and time saving
Getting recommendations is very easy
Responses are accurate
I use chatgpt to get feedback on content and identify gaps in my documentation or thought process
I use chatgpt as a search engine and to get conscise situation based information.
Chatgpt offers varierty of other tools in the explore version where similar users can create different content
PRD template
Chatgpt users
1."
Shraddha D. - "I like chatgpt for the following users
Getting industry references are easy and time saving
Getting recommendations is very easy
Responses are accurate
I use chatgpt to get feedback on content and identify gaps in my documentation or thought process
I use chatgpt as a search engine and to get conscise situation based information.
Chatgpt offers varierty of other tools in the explore version where similar users can create different content
PRD template
Chatgpt users
1."See full answer
"Clarifying question: may I assume that this would be for all new units that Roku would be selling? Ie. they wouldn't be sending new remotes to existing Roku customers? (assume interviewer agrees)
Here's how I would approach this analysis:
Identify purpose and value of this button for customers
Identify the purpose and value for HBO/Max and Roku
Posit: HBO should be willing to pay up to the value that HBO/Max gets minus potential discount by Roku for the value that Roku would get
Pre"
Anonymous Sparrow - "Clarifying question: may I assume that this would be for all new units that Roku would be selling? Ie. they wouldn't be sending new remotes to existing Roku customers? (assume interviewer agrees)
Here's how I would approach this analysis:
Identify purpose and value of this button for customers
Identify the purpose and value for HBO/Max and Roku
Posit: HBO should be willing to pay up to the value that HBO/Max gets minus potential discount by Roku for the value that Roku would get
Pre"See full answer
"Assumptions and Clarifications!
1 . What is the aim? increase monetization or to just provide easy accessible food for customers
2.What are the supposed items to be available in the vending machines?
3.How many Vending Machines per hotel if more than 1 Can we add different items in the machines or are they supposed to be similar?
4.Which company is looking to Design this machine?Is it google? Or some other company?
5.These machines should they be available to paying guests or visitors or bot"
Prabhav G. - "Assumptions and Clarifications!
1 . What is the aim? increase monetization or to just provide easy accessible food for customers
2.What are the supposed items to be available in the vending machines?
3.How many Vending Machines per hotel if more than 1 Can we add different items in the machines or are they supposed to be similar?
4.Which company is looking to Design this machine?Is it google? Or some other company?
5.These machines should they be available to paying guests or visitors or bot"See full answer
"-- Write your query here
select
id,
(case
when p_id is null then 'Root'
when pid in (select id from treenode_table)
and id in (select pid from treenode_table) then 'Inner'
else 'Leaf' end) as node_types
from treenodetable
order by 1;
`"
Anonymous Roadrunner - "-- Write your query here
select
id,
(case
when p_id is null then 'Root'
when pid in (select id from treenode_table)
and id in (select pid from treenode_table) then 'Inner'
else 'Leaf' end) as node_types
from treenodetable
order by 1;
`"See full answer
"There are several categories of ads that users may encounter on YouTube content pages, depending on the user's device and browser. To narrow the scope of my answer, I am going to assume this is a non-skippable, midroll video ad that is 15 seconds long, and shown to a non-premium desktop user in the US.
The next step is to clarify the motivations behind the proposed feature. Are non-relevant ads harmful to the overall user satisfaction? Do users engage more with relevant ads? Are advertisers mak"
Will P. - "There are several categories of ads that users may encounter on YouTube content pages, depending on the user's device and browser. To narrow the scope of my answer, I am going to assume this is a non-skippable, midroll video ad that is 15 seconds long, and shown to a non-premium desktop user in the US.
The next step is to clarify the motivations behind the proposed feature. Are non-relevant ads harmful to the overall user satisfaction? Do users engage more with relevant ads? Are advertisers mak"See full answer
"Okay, so I understand the question: "how does Google Maps compute estimated time of arrival"...
There are a couple scenarios when ETA is calculated: planning a future journey, planning current journey. Can we assume scope to the current journey? The learnings will likely be transferable. User inputs to ETA include origin, destination, and route chosen. Let's assume first that the user has chosen an origin, destination, and a route chosen. We can come back to these assumptions later.
The way I'"
Daniel P. - "Okay, so I understand the question: "how does Google Maps compute estimated time of arrival"...
There are a couple scenarios when ETA is calculated: planning a future journey, planning current journey. Can we assume scope to the current journey? The learnings will likely be transferable. User inputs to ETA include origin, destination, and route chosen. Let's assume first that the user has chosen an origin, destination, and a route chosen. We can come back to these assumptions later.
The way I'"See full answer
"First I'd like to clarify the definition of reactions and confirm that it's same as what exists today.
Definition: Reactions provides users the ability to provide richer expression beyond 'like'
Business goal: Since this is a mature product, the business goal is to improve user engagement
Product goal: Bring people closer together by letting people provide more accurate sentiment to the community based on the content
Personas: 1. Content creator 2. user using reactions
**Li"
P R. - "First I'd like to clarify the definition of reactions and confirm that it's same as what exists today.
Definition: Reactions provides users the ability to provide richer expression beyond 'like'
Business goal: Since this is a mature product, the business goal is to improve user engagement
Product goal: Bring people closer together by letting people provide more accurate sentiment to the community based on the content
Personas: 1. Content creator 2. user using reactions
**Li"See full answer
"The addition of an intermediate "sanitization" ML is something Neeraj used in the Uber Eats design and again seems kind of outside the scope here and redundant. This can simply be built into the AI response model to save a step. It's not clear what benefit this step provides, and he basically said we should have it "just because it would be good" and there's no concrete reasoning why to include it.
Adding a Kafka queue to handle the thumbs-down ratings? For what purpose do you need a queue othe"
Robert H. - "The addition of an intermediate "sanitization" ML is something Neeraj used in the Uber Eats design and again seems kind of outside the scope here and redundant. This can simply be built into the AI response model to save a step. It's not clear what benefit this step provides, and he basically said we should have it "just because it would be good" and there's no concrete reasoning why to include it.
Adding a Kafka queue to handle the thumbs-down ratings? For what purpose do you need a queue othe"See full answer
"Clarifying questions
Define ride sharing app: An app for people who wish to go from one place to another and they prefer to share the ride with fellow riders who are heading to the common route. This app provides a way to book a shared cab or Auto.
Type of rides: Does not include luxury cars
We are trying to enhance customer experience by ensuring less cancellations from user's side rather then cancellation from driver's side.
No timelines involved
Need to consider competitors"
Madhuri J. - "Clarifying questions
Define ride sharing app: An app for people who wish to go from one place to another and they prefer to share the ride with fellow riders who are heading to the common route. This app provides a way to book a shared cab or Auto.
Type of rides: Does not include luxury cars
We are trying to enhance customer experience by ensuring less cancellations from user's side rather then cancellation from driver's side.
No timelines involved
Need to consider competitors"See full answer