"Assumptions
This estimation will not take into consideration service fees, delivery fees, or tips
we are specifically interested in consumer purchases of fruits and vegetables from local grocers (i.e. instacart, peapod, wholefoods/primenow, etc.)
Fresh and frozen produce are in scope
Equation
NYC annual online produce purchases = (Num NYC households) x (% pop. that purchase produce online) x ($ spent on online produce purchases)
(NYC HH) =
300M Americans --> 100M HH"
Kwabena B. - "Assumptions
This estimation will not take into consideration service fees, delivery fees, or tips
we are specifically interested in consumer purchases of fruits and vegetables from local grocers (i.e. instacart, peapod, wholefoods/primenow, etc.)
Fresh and frozen produce are in scope
Equation
NYC annual online produce purchases = (Num NYC households) x (% pop. that purchase produce online) x ($ spent on online produce purchases)
(NYC HH) =
300M Americans --> 100M HH"See full answer
"Super helpful video on metrics and experimentation design!
However, I did not see any discussion on the actual algorithm improvement ideas. So it left me with these questions:
1) How would you actually improve the algorithm? (e.g. sorting based on amenities preferences, miles from airport, etc.). Of course, totally makes sense that we would test how that improvement moved our chosen success metrics.
2) Should we be choosing one metric or one set of metrics we want to optimize for when we impro"
Anonymous Crab - "Super helpful video on metrics and experimentation design!
However, I did not see any discussion on the actual algorithm improvement ideas. So it left me with these questions:
1) How would you actually improve the algorithm? (e.g. sorting based on amenities preferences, miles from airport, etc.). Of course, totally makes sense that we would test how that improvement moved our chosen success metrics.
2) Should we be choosing one metric or one set of metrics we want to optimize for when we impro"See full answer
"· Listen both sides and without any bias. Support or focus on the problem rather than person. Take necessary steps in case there is middle ground its well and good if both parties agree. If not be honest and support the person who is correct. Ultimate goal is to be useful for overall project and company rather individual satisfaction. The approach should be fit into overall team goal."
BePostive - "· Listen both sides and without any bias. Support or focus on the problem rather than person. Take necessary steps in case there is middle ground its well and good if both parties agree. If not be honest and support the person who is correct. Ultimate goal is to be useful for overall project and company rather individual satisfaction. The approach should be fit into overall team goal."See full answer
"Estimate how much it costs Google to store a year free of storage of photos for new Pixel Phones
Clarify with Questions
Know the Basic Numbers
Decide on and Lay Down Your Structure
Write Down the Equations
Crunch Numbers
Sanity Check
Clarify with Questions
Are we talking about cost per person? Whole user base?
What do you mean when you are talking costs? Cost to build the facility? Cost to just store the data as a result o"
Viet H. - "Estimate how much it costs Google to store a year free of storage of photos for new Pixel Phones
Clarify with Questions
Know the Basic Numbers
Decide on and Lay Down Your Structure
Write Down the Equations
Crunch Numbers
Sanity Check
Clarify with Questions
Are we talking about cost per person? Whole user base?
What do you mean when you are talking costs? Cost to build the facility? Cost to just store the data as a result o"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
"All products and services have to sell. I would create measurements on how much time, labor, and funds went into a project and how much value it brings back to customers and company."
John H. - "All products and services have to sell. I would create measurements on how much time, labor, and funds went into a project and how much value it brings back to customers and company."See full answer
"I always strive to use feedback as a learning opportunity to enhance my skills and performance. Since I don't have recent negative feedback to share, I constantly seek constructive criticism and feedback to improve. In my experiences, I've received valuable input that has helped me refine my approach, such as enhancing communication methods or adjusting certain processes for better efficiency. Whether positive or negative, feedback is instrumental in professional growth, and I actively use it to"
Balakrishnan J. - "I always strive to use feedback as a learning opportunity to enhance my skills and performance. Since I don't have recent negative feedback to share, I constantly seek constructive criticism and feedback to improve. In my experiences, I've received valuable input that has helped me refine my approach, such as enhancing communication methods or adjusting certain processes for better efficiency. Whether positive or negative, feedback is instrumental in professional growth, and I actively use it to"See full answer
"We will not always have all the required data to make a decision quickly. We need to work with ambiguity effectively by tying up the available facts with intuition."
Sankar S. - "We will not always have all the required data to make a decision quickly. We need to work with ambiguity effectively by tying up the available facts with intuition."See full answer
"What are you strengths -:
My strengths would include my eagerness to learn. This allows me to be open to new projects, roles and products and I can give my 100% to achieve the goals expected of me
Other strengths would include my collaborative approach to work. I believe a team can achieve tremendous success if shares a common goal, respects other's opinions and contribution and is built on fundamental of trust
Finally my biggest strength would be my commitment and passion to solve the custome"
Amit A. - "What are you strengths -:
My strengths would include my eagerness to learn. This allows me to be open to new projects, roles and products and I can give my 100% to achieve the goals expected of me
Other strengths would include my collaborative approach to work. I believe a team can achieve tremendous success if shares a common goal, respects other's opinions and contribution and is built on fundamental of trust
Finally my biggest strength would be my commitment and passion to solve the custome"See full answer
"Clarifying Questions:
What age range are we looking at between 13-19? Any specific range we need to target? - Assume all teens
Any demography we would target? - Worldwide
Do they have access to phones/laptops or do we need to build an offline product? - Assume they have access to phones and laptops
Are there any constraints around privacy or content moderation? - Yes
What platform (Facebook core, Messenger, or another product) is this for? - Assume faceb"
Kartik D. - "Clarifying Questions:
What age range are we looking at between 13-19? Any specific range we need to target? - Assume all teens
Any demography we would target? - Worldwide
Do they have access to phones/laptops or do we need to build an offline product? - Assume they have access to phones and laptops
Are there any constraints around privacy or content moderation? - Yes
What platform (Facebook core, Messenger, or another product) is this for? - Assume faceb"See full answer
"
Here is a sample response from FANG PM Assistant in ChatGPT https://chat.openai.com/g/g-Z8yp2xrzt-fang-pm-interview-assistant
1. \\Product Goals\\
Primary Goal: Enhance user engagement by providing a highly personalized and intuitive experience.
Secondary Goals: Increase transaction volume, expand user base, and promote financial products tailored to user needs.
2. \\User Personas\\
Urban Professionals: Frequent users of digital payments, interested in invest"
Manish M. - "
Here is a sample response from FANG PM Assistant in ChatGPT https://chat.openai.com/g/g-Z8yp2xrzt-fang-pm-interview-assistant
1. \\Product Goals\\
Primary Goal: Enhance user engagement by providing a highly personalized and intuitive experience.
Secondary Goals: Increase transaction volume, expand user base, and promote financial products tailored to user needs.
2. \\User Personas\\
Urban Professionals: Frequent users of digital payments, interested in invest"See full answer
"Picked Turo, prioritized customer (renter) persona, listed a few paint points across three pillars - Tool, Car Owner, Car
Worst Case scenarios
Order did not go through, no order confirmation received
Notification issue with tool
Owner not replying
Owner did not deliver car as expected - delayed or no show
5 Issues with car - not clean, not as promised, dirty, engine isssues
Car breakdown after pickup
Payment issues
Fraud
I picked up no show as an issue which could b"
Saurabh G. - "Picked Turo, prioritized customer (renter) persona, listed a few paint points across three pillars - Tool, Car Owner, Car
Worst Case scenarios
Order did not go through, no order confirmation received
Notification issue with tool
Owner not replying
Owner did not deliver car as expected - delayed or no show
5 Issues with car - not clean, not as promised, dirty, engine isssues
Car breakdown after pickup
Payment issues
Fraud
I picked up no show as an issue which could b"See full answer
"Are you serious?
What kind of dog is it?
Why would a dog watch Netflix?
What kind of movies do they like?
Why are we only considering dogs? What’s wrong with cats?
Are they going to play movies by themselves?
Is it for pet dogs or stray dogs?
Who will pay the subscription fees for them?
"
Rupam S. - "Are you serious?
What kind of dog is it?
Why would a dog watch Netflix?
What kind of movies do they like?
Why are we only considering dogs? What’s wrong with cats?
Are they going to play movies by themselves?
Is it for pet dogs or stray dogs?
Who will pay the subscription fees for them?
"See full answer
"Some coworkers say to me that I'm a hard worker, but some say that I can be a little loud while I'm working, So then when I get that feedback I would say I'm sorry that you felt that way and I will promise I will work on it."
Amparo L. - "Some coworkers say to me that I'm a hard worker, but some say that I can be a little loud while I'm working, So then when I get that feedback I would say I'm sorry that you felt that way and I will promise I will work on it."See full answer
"Explained the charts with using
Scatter Plot with Size and Color Encoding
X-axis: Ride duration (in minutes).
Y-axis: Total fare (in dollars).
Point size: Encodes the star rating (e.g., larger points for higher ratings).
Point color: Indicates whether the rating is favorable (green) or unfavorable (red).
Heatmap for Correlation Analysis
Why: Heatmaps are ideal for quickly identifying patterns and correlations between variables.
How:
Create a heatmap matrix where rows represent ride durat"
Saisandeep M. - "Explained the charts with using
Scatter Plot with Size and Color Encoding
X-axis: Ride duration (in minutes).
Y-axis: Total fare (in dollars).
Point size: Encodes the star rating (e.g., larger points for higher ratings).
Point color: Indicates whether the rating is favorable (green) or unfavorable (red).
Heatmap for Correlation Analysis
Why: Heatmaps are ideal for quickly identifying patterns and correlations between variables.
How:
Create a heatmap matrix where rows represent ride durat"See full answer