"Lyft mission.
What do we mean by engagement here? We want higher rides , not just time spent on app. What does social mean? When we create interactions between riders. Lyft line is social.
Ideas:
Idea: Can we maintain interactions between riders by letting them ride with same people again? Benefit: Increases repeat rides.
Idea: Giving riders an option to request a driver they rode with. Benefits: Increases social interaction between riders and drivers. Increases retention and # rides as"
M N. - "Lyft mission.
What do we mean by engagement here? We want higher rides , not just time spent on app. What does social mean? When we create interactions between riders. Lyft line is social.
Ideas:
Idea: Can we maintain interactions between riders by letting them ride with same people again? Benefit: Increases repeat rides.
Idea: Giving riders an option to request a driver they rode with. Benefits: Increases social interaction between riders and drivers. Increases retention and # rides as"See full answer
"I want to work at Meta because of its reputation as a company that consistently pushes the boundaries of technology, particularly in areas like AI, machine learning, and immersive technologies such as AR and VR. I admire Meta's mission to bring people closer together and create meaningful connections, as well as its focus on long-term innovation, such as the development of the metaverse.
As an AI engineer, I'm excited about the opportunity to work on cutting-edge projects that have a global impa"
Alan T. - "I want to work at Meta because of its reputation as a company that consistently pushes the boundaries of technology, particularly in areas like AI, machine learning, and immersive technologies such as AR and VR. I admire Meta's mission to bring people closer together and create meaningful connections, as well as its focus on long-term innovation, such as the development of the metaverse.
As an AI engineer, I'm excited about the opportunity to work on cutting-edge projects that have a global impa"See full answer
"Clarification:
What does "share" imply? is it the action of sharing the app or website ? My assumption here we are not talking about stock market share :P, other factors come into play there.
Diving-in:
I would like to classify the questions into 2 buckets
Internal
Do we have data on which platform the shares increases and split up by Mobile and if mobile via app or via browser, split by apple/android, split via desktop, tablet . Essentially source of the shares. What this will t"
Pm P. - "Clarification:
What does "share" imply? is it the action of sharing the app or website ? My assumption here we are not talking about stock market share :P, other factors come into play there.
Diving-in:
I would like to classify the questions into 2 buckets
Internal
Do we have data on which platform the shares increases and split up by Mobile and if mobile via app or via browser, split by apple/android, split via desktop, tablet . Essentially source of the shares. What this will t"See full answer
"Assumptions: This is an entirely new app and not part of FB
Clarification questions:
Q: What type of doctors are they looking for? It seems like an app would be for a more generalist doctor to establish relationship and not some type of emergency situation
A: Yes
Q: When we say looking for doctors whats the scope of this? Should we include making the actual appointment, does this happen on platform?
A: Yes, initial appointment
Ok thanks based on that I think we have enough to get started.
"
Anonymous Hummingbird - "Assumptions: This is an entirely new app and not part of FB
Clarification questions:
Q: What type of doctors are they looking for? It seems like an app would be for a more generalist doctor to establish relationship and not some type of emergency situation
A: Yes
Q: When we say looking for doctors whats the scope of this? Should we include making the actual appointment, does this happen on platform?
A: Yes, initial appointment
Ok thanks based on that I think we have enough to get started.
"See full answer
"Getting things done : I am extremely proud of walking the extra mile to get things done which I am extremely proud of in my career
Ladder transfer : Being on the tactical front, to dream about creating a product from its inception to the delivery and being able to achieve it
Gaining trust : Leading without authority is critical and gaining trust in the process of the peers and stakeholders is one thing I am extremely proud of."
Googlepm 1. - "Getting things done : I am extremely proud of walking the extra mile to get things done which I am extremely proud of in my career
Ladder transfer : Being on the tactical front, to dream about creating a product from its inception to the delivery and being able to achieve it
Gaining trust : Leading without authority is critical and gaining trust in the process of the peers and stakeholders is one thing I am extremely proud of."See full answer
Product Marketing Manager
Behavioral
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Ask clarifying questions
1/ Are there any business changes to be aware of?
2/ Youtube Premium already exists so I am guessing we are not revisiting changing the prices just restarting the process from scratch
3/ Pricing for a specific market? North America, Asia, somewhere else?
To tackle this I would break down the problem into a few steps,
What is Google's mission and how Youtube premium fits into that
Google's mission is to organize information and make it accessible to all
You"
Glados - "Ask clarifying questions
1/ Are there any business changes to be aware of?
2/ Youtube Premium already exists so I am guessing we are not revisiting changing the prices just restarting the process from scratch
3/ Pricing for a specific market? North America, Asia, somewhere else?
To tackle this I would break down the problem into a few steps,
What is Google's mission and how Youtube premium fits into that
Google's mission is to organize information and make it accessible to all
You"See full answer
"Clarifying questions:
What are we defining as "participation"? Does it include creating a live stream? Or is it just viewing a stream? Engaging (commenting/reacting) with other viewers during a live stream? ["Participation" = Watching, commenting, or reacting to a live stream as it's being broadcast, not during replays]
Are these live streams from major broadcasters expecting large audiences? Or individuals making use of live broadcasting from their phones? [Across the board]
"
Ian S. - "Clarifying questions:
What are we defining as "participation"? Does it include creating a live stream? Or is it just viewing a stream? Engaging (commenting/reacting) with other viewers during a live stream? ["Participation" = Watching, commenting, or reacting to a live stream as it's being broadcast, not during replays]
Are these live streams from major broadcasters expecting large audiences? Or individuals making use of live broadcasting from their phones? [Across the board]
"See full answer
"Clarifying Questions:
Is this for business travel, personal travel, or both?
Are there any particular objectives that we want to focus on?
Think about why Facebook would want to do this
is it because they are thinking about building an external-facing travel product, and want to test it on Facebook employees first?
Facebook employees work hard, so they want to make sure that their employees are taking the vacations they need to optimize performance
List user types
employees trav"
Greg W. - "Clarifying Questions:
Is this for business travel, personal travel, or both?
Are there any particular objectives that we want to focus on?
Think about why Facebook would want to do this
is it because they are thinking about building an external-facing travel product, and want to test it on Facebook employees first?
Facebook employees work hard, so they want to make sure that their employees are taking the vacations they need to optimize performance
List user types
employees trav"See full answer
"As a project or program manager to influence effectively without direct authority, focus on building credibility and trust by consistently delivering results, demonstrating empathy for stakeholder needs, and aligning everyone on shared goals. When managing up, tailor communication to leadership’s priorities and concerns—bring actionable insights, clear data, and potential solutions to the table. When managing down, empower teams by promoting ownership, offering timely recognition, and maintainin"
Elle M. - "As a project or program manager to influence effectively without direct authority, focus on building credibility and trust by consistently delivering results, demonstrating empathy for stakeholder needs, and aligning everyone on shared goals. When managing up, tailor communication to leadership’s priorities and concerns—bring actionable insights, clear data, and potential solutions to the table. When managing down, empower teams by promoting ownership, offering timely recognition, and maintainin"See full answer
"Here's my structure:
Align with interviewer on understanding of the product and state key assumptions
Product rationale
What is the product (1-2 sentences)?
Why does it exist? How does it fulfill Meta's mission?
Who are the key stakeholders and users of the product?
Business goal:
Key Users and value
User type
User flow (high level)
Intersection of value
North Star Metric
Supporting metrics for different user types
Counter-metrics"
Anonymous Bird - "Here's my structure:
Align with interviewer on understanding of the product and state key assumptions
Product rationale
What is the product (1-2 sentences)?
Why does it exist? How does it fulfill Meta's mission?
Who are the key stakeholders and users of the product?
Business goal:
Key Users and value
User type
User flow (high level)
Intersection of value
North Star Metric
Supporting metrics for different user types
Counter-metrics"See full answer
"Is it bad to get the answer a different way? Will they mark that as not knowing Bayes Theorem or just correct as it is an easier way to get the answer?
The way I went is to look at what happens when the factory makes 100 light bulbs. Machine A makes 60 of which 3 are faulty, Machine B makes 40 of which 1.2 are faulty. Therefore the pool of faulty lightbulbs is 3/4.2 = 5/7 from machine A and 1.2/4.2 = 3/7 from Machine B."
Will I. - "Is it bad to get the answer a different way? Will they mark that as not knowing Bayes Theorem or just correct as it is an easier way to get the answer?
The way I went is to look at what happens when the factory makes 100 light bulbs. Machine A makes 60 of which 3 are faulty, Machine B makes 40 of which 1.2 are faulty. Therefore the pool of faulty lightbulbs is 3/4.2 = 5/7 from machine A and 1.2/4.2 = 3/7 from Machine B."See full answer
"
import pandas as pd
def findaveragedistance(gps_data: pd.DataFrame) -> pd.DataFrame:
#0. IMPORTANT: get the unordered pairs
gpsdata['city1']=gpsdata[['origin','destination']].min(axis=1)
gpsdata['city2']=gpsdata[['origin','destination']].max(axis=1)
#1. get the mean distance by cities
avgdistance=gpsdata.groupby(['city1','city2'], as_index=False)['distance'].mean().round(2)
avgdistance.rename(columns={'distance':"averagedistance"}, inplace=True)
"
Sean L. - "
import pandas as pd
def findaveragedistance(gps_data: pd.DataFrame) -> pd.DataFrame:
#0. IMPORTANT: get the unordered pairs
gpsdata['city1']=gpsdata[['origin','destination']].min(axis=1)
gpsdata['city2']=gpsdata[['origin','destination']].max(axis=1)
#1. get the mean distance by cities
avgdistance=gpsdata.groupby(['city1','city2'], as_index=False)['distance'].mean().round(2)
avgdistance.rename(columns={'distance':"averagedistance"}, inplace=True)
"See full answer
"WITH filtered_posts AS (
SELECT
p.user_id,
p.issuccessfulpost
FROM
post p
WHERE
p.postdate >= '2023-11-01' AND p.postdate < '2023-12-01'
),
post_summary AS (
SELECT
pu.user_type,
COUNT(*) AS post_attempt,
SUM(CASE WHEN fp.issuccessfulpost = 1 THEN 1 ELSE 0 END) AS post_success
FROM
filtered_posts fp
JOIN
postuser pu ON fp.userid = pu.user_id
GROUP BY
pu.user_type
)
SELECT
user_type,
post_success,
post_attempt,
CAST(postsuccess AS FLOAT) / postattempt AS postsuccessrate
FROM
po"
David I. - "WITH filtered_posts AS (
SELECT
p.user_id,
p.issuccessfulpost
FROM
post p
WHERE
p.postdate >= '2023-11-01' AND p.postdate < '2023-12-01'
),
post_summary AS (
SELECT
pu.user_type,
COUNT(*) AS post_attempt,
SUM(CASE WHEN fp.issuccessfulpost = 1 THEN 1 ELSE 0 END) AS post_success
FROM
filtered_posts fp
JOIN
postuser pu ON fp.userid = pu.user_id
GROUP BY
pu.user_type
)
SELECT
user_type,
post_success,
post_attempt,
CAST(postsuccess AS FLOAT) / postattempt AS postsuccessrate
FROM
po"See full answer
"I think i would start by asking what's driving the strategy for testing new ad formats?
Possible options could be
Increase monetization?
Improve ad effectiveness?
Any other objectives?
Assuming that its both 1&2 - we want to test new ad formats to gauge if these are more effective and lead to higher monetization
Ground the conversation into current scenario
Instagram Reels is aa short form video platform that users use to showoff their creativity
Reels is a relatively new addition to"
EssGee - "I think i would start by asking what's driving the strategy for testing new ad formats?
Possible options could be
Increase monetization?
Improve ad effectiveness?
Any other objectives?
Assuming that its both 1&2 - we want to test new ad formats to gauge if these are more effective and lead to higher monetization
Ground the conversation into current scenario
Instagram Reels is aa short form video platform that users use to showoff their creativity
Reels is a relatively new addition to"See full answer
"I’ll first set the purpose of Instagram Reels Ads as a product:
Instagram Reels connect to Meta’s mission of building meaningful connections and build community via connecting people through visual storytelling. It’s a popular product with typically Billions of active users. The business model of Meta is largely dependent on ad revenue and Ads on Reels shall primarily be poised to improve revenue for Instagram Reels and in turn Meta, and on secondary notes the upside could be in improving produc"
Arunima S. - "I’ll first set the purpose of Instagram Reels Ads as a product:
Instagram Reels connect to Meta’s mission of building meaningful connections and build community via connecting people through visual storytelling. It’s a popular product with typically Billions of active users. The business model of Meta is largely dependent on ad revenue and Ads on Reels shall primarily be poised to improve revenue for Instagram Reels and in turn Meta, and on secondary notes the upside could be in improving produc"See full answer
"I began by defining Booking.com as a marketplace or a platform, matching between supply and demand, with a transaction in the middle (payment/booking process). This structure allows me to categorize potential cancellations into three main channels: demand, supply, and transaction.
Cancellation Scenarios:
a. Demand (Guests/Travelers):
Change of Plans: Guests might change their travel plans.
Found a Better Deal: They might find a better deal elsewhere.
Errors in Booking: Accidental booking o"
Yazeed - "I began by defining Booking.com as a marketplace or a platform, matching between supply and demand, with a transaction in the middle (payment/booking process). This structure allows me to categorize potential cancellations into three main channels: demand, supply, and transaction.
Cancellation Scenarios:
a. Demand (Guests/Travelers):
Change of Plans: Guests might change their travel plans.
Found a Better Deal: They might find a better deal elsewhere.
Errors in Booking: Accidental booking o"See full answer
"I'm interpreting this question as "what's the process you'd go through to launch a new product". I'd approach it this way, assuming we haven't yet made any determinations around the what/how:
Step 1: Pick an industry of interest with Industry criteria based on
Industry growth rate
VC investments (pitchbook is a good resource)
Step 2: Evaluate the various industry verticals and select the vertical with the most opportunity evaluated by
Age of companies
New entrants
Existing
-"
Diamonde H. - "I'm interpreting this question as "what's the process you'd go through to launch a new product". I'd approach it this way, assuming we haven't yet made any determinations around the what/how:
Step 1: Pick an industry of interest with Industry criteria based on
Industry growth rate
VC investments (pitchbook is a good resource)
Step 2: Evaluate the various industry verticals and select the vertical with the most opportunity evaluated by
Age of companies
New entrants
Existing
-"See full answer
"It is very easy to shy away and not make a decision because you might feel the right information is not there to make a decision
While dealing with ambiguity it is essential to remain Calm. And Establish what it is you want to achieve by asking a lot of questions to the necessary stakeholders
Access the risk, analyze the data at hand, ask the right questions, and be very clear and concise in decision-making"
Satish murthy D. - "It is very easy to shy away and not make a decision because you might feel the right information is not there to make a decision
While dealing with ambiguity it is essential to remain Calm. And Establish what it is you want to achieve by asking a lot of questions to the necessary stakeholders
Access the risk, analyze the data at hand, ask the right questions, and be very clear and concise in decision-making"See full answer