"Union−Find
-We illustrate our basic approach to developing and analyzing algorithms by considering the dynamic connectivity problem. We introduce the union−find data type and consider several implementations (quick find, quick union, weighted quick union, and weighted quick union with path compression). Finally, we apply the union−find data type to the percolation problem from physical chemistry.
Analysis of Algorithms
-The basis of our approach for analyzing the performance of algorithms is th"
Katie - "Union−Find
-We illustrate our basic approach to developing and analyzing algorithms by considering the dynamic connectivity problem. We introduce the union−find data type and consider several implementations (quick find, quick union, weighted quick union, and weighted quick union with path compression). Finally, we apply the union−find data type to the percolation problem from physical chemistry.
Analysis of Algorithms
-The basis of our approach for analyzing the performance of algorithms is th"See full answer
"Driver retention is important to ensure growth since we need healthy retention of existing drivers while we acquire new drivers so that we meet growing demand.
Should we look at a specific driver segment to improve retention? We might divide the drivers by their age on the platform: New drivers(less than 3 months since first ride), Medium age (3mos to 1 year), Long term(1+ years). Let's focus on the medium term since I assume them to be the biggest segment. Now lets try to list out possible pr"
M N. - "Driver retention is important to ensure growth since we need healthy retention of existing drivers while we acquire new drivers so that we meet growing demand.
Should we look at a specific driver segment to improve retention? We might divide the drivers by their age on the platform: New drivers(less than 3 months since first ride), Medium age (3mos to 1 year), Long term(1+ years). Let's focus on the medium term since I assume them to be the biggest segment. Now lets try to list out possible pr"See full answer
"conduct direct user research through methods such as interviews, surveys, and focus groups to gather qualitative insights into user preferences, pain points, and behaviors. Additionally, I analyze quantitative data from sources like user analytics, feedback metrics, and market research to identify trends and patterns. Collaborating closely with stakeholders, including customers, internal teams, and subject matter experts, further enriches the requirements gathering process by incorporating diver"
Jack F. - "conduct direct user research through methods such as interviews, surveys, and focus groups to gather qualitative insights into user preferences, pain points, and behaviors. Additionally, I analyze quantitative data from sources like user analytics, feedback metrics, and market research to identify trends and patterns. Collaborating closely with stakeholders, including customers, internal teams, and subject matter experts, further enriches the requirements gathering process by incorporating diver"See full answer
"Clarifications:
Netflix is a streaming service and homepage serves the first entry point after a user has been logged in to their respective profile. Homepage helps users find a relevant content for them to watch, among other features like "Continue watching" or games.
Mission: Netflix's mission is to entertain the world.
Goal: As a PM of homepage, the goal of the feature is to let the users find relevant content of their interest. This feature ties to the mission in a way that lets the user"
Simran M. - "Clarifications:
Netflix is a streaming service and homepage serves the first entry point after a user has been logged in to their respective profile. Homepage helps users find a relevant content for them to watch, among other features like "Continue watching" or games.
Mission: Netflix's mission is to entertain the world.
Goal: As a PM of homepage, the goal of the feature is to let the users find relevant content of their interest. This feature ties to the mission in a way that lets the user"See full answer
Product Manager
Execution
+2 more
🧠Want an expert answer to a question? Saving questions lets us know what content to make next.
"Goal: Merchant growth. Any new market/category? downstream is revenue growth
Users:
small, medium, large (plus)
Focusing on small - biggest, highest need rn
Focus on small - entrepreneurs, offline to online, switchers
picking entre
Needs:
onboarding
catalog creation
inventory mgmt
order mgmt
fulfillment
Not enough tech resources for marketing&ads
onboarding
personalized onboarding based on product,size,location,experience, target segment
s"
M N. - "Goal: Merchant growth. Any new market/category? downstream is revenue growth
Users:
small, medium, large (plus)
Focusing on small - biggest, highest need rn
Focus on small - entrepreneurs, offline to online, switchers
picking entre
Needs:
onboarding
catalog creation
inventory mgmt
order mgmt
fulfillment
Not enough tech resources for marketing&ads
onboarding
personalized onboarding based on product,size,location,experience, target segment
s"See full answer
"The first step is to clarify what the interviewer means by a sales decline. Questions I would ask here include:
Did sales drop suddenly or gradually?
What is the magnitude of the sales drop?
Are sales down for a specific product?
Are sales down for a specific channel (drive-thru, walk-in, etc.)?
This series of questions is to make sure we are on the same page when we say 'sales are down.' We may not know the why yet, but the what should be easy to align on. Otherwise, how would"
Will P. - "The first step is to clarify what the interviewer means by a sales decline. Questions I would ask here include:
Did sales drop suddenly or gradually?
What is the magnitude of the sales drop?
Are sales down for a specific product?
Are sales down for a specific channel (drive-thru, walk-in, etc.)?
This series of questions is to make sure we are on the same page when we say 'sales are down.' We may not know the why yet, but the what should be easy to align on. Otherwise, how would"See full answer
"How do you define Retention? Let’s assume a user comes back tomorrow and scroll for a 10s or so
Do we mean to improve the daily retention or weekly/monthly retention? Take a call
I think we should look at the weekly retention as checking LinkedIn daily could be a cumbersome task for some and daily retention data may have frequent fluctuations due to several reasons such as professionals are too busy to check LinkedIn on a daily basis
Has retention dropped recently, or do we just need to"
Shashi R. - "How do you define Retention? Let’s assume a user comes back tomorrow and scroll for a 10s or so
Do we mean to improve the daily retention or weekly/monthly retention? Take a call
I think we should look at the weekly retention as checking LinkedIn daily could be a cumbersome task for some and daily retention data may have frequent fluctuations due to several reasons such as professionals are too busy to check LinkedIn on a daily basis
Has retention dropped recently, or do we just need to"See full answer
"Clarifying questions:
1M users- are these paying users? Daily active users?
Once we know which users, we look at certain areas of initial investigation for patterns:
Dashboards: Is this a flaw in the dashboard, or metrics pipelines not running? (Assuming not a problem)
Geography: Are these users in a certain geolocation? (Ex: China bans the use of Netflix?)
Users segments: Are these certain age group (kids, where parents might have restricted) or first-time users (they watched only one"
A F. - "Clarifying questions:
1M users- are these paying users? Daily active users?
Once we know which users, we look at certain areas of initial investigation for patterns:
Dashboards: Is this a flaw in the dashboard, or metrics pipelines not running? (Assuming not a problem)
Geography: Are these users in a certain geolocation? (Ex: China bans the use of Netflix?)
Users segments: Are these certain age group (kids, where parents might have restricted) or first-time users (they watched only one"See full answer
"Feel free to download the full assignment (with screens) here: https://www.varunja.in/blog/assignment, cheers!
Expected Outcome:
Users:Â What do you know about the users of WhatsApp? What do they want?
Features:Â What features will you build?
Prioritization:Â What will be in your MVP and what will be in your 2.0 version?
After you have decided on the MVP:
Engineering:Â How hard is this to build? How long might it take? Are there ways to build a solution more"
Varun J. - "Feel free to download the full assignment (with screens) here: https://www.varunja.in/blog/assignment, cheers!
Expected Outcome:
Users:Â What do you know about the users of WhatsApp? What do they want?
Features:Â What features will you build?
Prioritization:Â What will be in your MVP and what will be in your 2.0 version?
After you have decided on the MVP:
Engineering:Â How hard is this to build? How long might it take? Are there ways to build a solution more"See full answer
"First, I want to understand the scope of the problem:
Definite ‘inappropriate’: does it something violate our community standards? Or is it in gray area?
If it violates, I treat as a bug, something bad got through our system
If it’s in gray area, I continue diagnosing the issue
Does it happen to all users? It may happen to all but only some reported
If it happens to all —> why the rest didn’t report, was it because they hold different opinion about what is appropriate, or because they d"
Darren L. - "First, I want to understand the scope of the problem:
Definite ‘inappropriate’: does it something violate our community standards? Or is it in gray area?
If it violates, I treat as a bug, something bad got through our system
If it’s in gray area, I continue diagnosing the issue
Does it happen to all users? It may happen to all but only some reported
If it happens to all —> why the rest didn’t report, was it because they hold different opinion about what is appropriate, or because they d"See full answer
"Note: This is my answer that I generated loosely while I was practicing this question. I didnt want to go down the product design framework as this is more of an execution question, so I came up with my own zombified framework to focus more on strategy + execution. Open to feedback on my answer - understand its not the most perfect!
Question: How would I launch a digital library product as a Google PM
Clarifications:
Standalone product? : standalone
Region specific: No (up to me)
Goa"
Roy C. - "Note: This is my answer that I generated loosely while I was practicing this question. I didnt want to go down the product design framework as this is more of an execution question, so I came up with my own zombified framework to focus more on strategy + execution. Open to feedback on my answer - understand its not the most perfect!
Question: How would I launch a digital library product as a Google PM
Clarifications:
Standalone product? : standalone
Region specific: No (up to me)
Goa"See full answer
"Clarify the Issue: Begin by asking for more context about the specific issue they're referring to. This demonstrates your ability to gather information and make sure you have a clear understanding of the problem at hand.
Assumption: biggest issue is decrease in north start metric: # of bookings
Prioritize and Define Goals: Once you have a clear understanding of the issue, outline the goals you'd like to achieve in solving it. Increasing booking conversions, reducing friction in the bo"
Danyal R. - "Clarify the Issue: Begin by asking for more context about the specific issue they're referring to. This demonstrates your ability to gather information and make sure you have a clear understanding of the problem at hand.
Assumption: biggest issue is decrease in north start metric: # of bookings
Prioritize and Define Goals: Once you have a clear understanding of the issue, outline the goals you'd like to achieve in solving it. Increasing booking conversions, reducing friction in the bo"See full answer
"Long wait time can be the result of the following issues-
park doesnt have a website/app to book tickets/pass
park HAS a website/app but doesnt provide any early access (time slots) or premium tickets(not required to stand in a queue)
considering avg ride time to be MAX 20 mins, its possible that crew members are not efficient in setting up rides making gap time longer
some manual adjustments(time consuming) needed to be done after every ride
check whether ALL popular rides have a simi"
Debajyoti B. - "Long wait time can be the result of the following issues-
park doesnt have a website/app to book tickets/pass
park HAS a website/app but doesnt provide any early access (time slots) or premium tickets(not required to stand in a queue)
considering avg ride time to be MAX 20 mins, its possible that crew members are not efficient in setting up rides making gap time longer
some manual adjustments(time consuming) needed to be done after every ride
check whether ALL popular rides have a simi"See full answer
"This is another Diagnosis problem. To answer this question, we suggest you use our framework (along with the TROPIC method) to be as thorough as possible. The framework is as follows:
Ask clarifying questions
List potential high level reasons
Gather Context (TROPIC)Time
Region
Other features / products (internal)
Platform
Industry / Competition
Cannibalization
Establish a theory of probable cause
Test theories
Propose solutions
Summarize
"
Exponent - "This is another Diagnosis problem. To answer this question, we suggest you use our framework (along with the TROPIC method) to be as thorough as possible. The framework is as follows:
Ask clarifying questions
List potential high level reasons
Gather Context (TROPIC)Time
Region
Other features / products (internal)
Platform
Industry / Competition
Cannibalization
Establish a theory of probable cause
Test theories
Propose solutions
Summarize
"See full answer
"I would structure my answer in the following way:
What's the situational context?
Mission of Uber
Making transportation easy by creating a platform for connecting drivers and riders
Key market trends: In top tier cities there are players in the food delivery market and the size of the pie is growing fast
What would feed into the decision-making?
The new platform should be able to connect customers and restaurants. The key things needed to make this platform success"
pmpractice - "I would structure my answer in the following way:
What's the situational context?
Mission of Uber
Making transportation easy by creating a platform for connecting drivers and riders
Key market trends: In top tier cities there are players in the food delivery market and the size of the pie is growing fast
What would feed into the decision-making?
The new platform should be able to connect customers and restaurants. The key things needed to make this platform success"See full answer
" a. The above scenario leads us to believe that the project ClickUp suffers from customer engagement. It also leads us to believe that ClickUp has trouble on-boarding non-traditional customers, since most of the current users already have a taste of conventional PM tools like JIRA, Monday and Asana. This would lead us to believe that the customers have trouble on-boarding themselves, or find it much more difficult to use this app in the day-to-day. Hence what would help is to focus on the DAU/MA"
Kushagra manish -. - " a. The above scenario leads us to believe that the project ClickUp suffers from customer engagement. It also leads us to believe that ClickUp has trouble on-boarding non-traditional customers, since most of the current users already have a taste of conventional PM tools like JIRA, Monday and Asana. This would lead us to believe that the customers have trouble on-boarding themselves, or find it much more difficult to use this app in the day-to-day. Hence what would help is to focus on the DAU/MA"See full answer