"When I transitioned from the Analytics team to the Product team, I faced challenges in gaining the trust of the engineering team. Having previously worked with them in a role where I provided insights rather than defining their priorities, they were initially hesitant to accept my inputs in my new role. This led to some misalignment, as they chose to focus on tasks independently rather than incorporating my recommendations.
Recognizing the need to build credibility, I took a proactive approach."
Shahrukh K. - "When I transitioned from the Analytics team to the Product team, I faced challenges in gaining the trust of the engineering team. Having previously worked with them in a role where I provided insights rather than defining their priorities, they were initially hesitant to accept my inputs in my new role. This led to some misalignment, as they chose to focus on tasks independently rather than incorporating my recommendations.
Recognizing the need to build credibility, I took a proactive approach."See full answer
"Clarifying questions:
How much is the decline?
Since when have sales been declining?
Make sure that it has correlation with competition and not a premature assumption that can come from something internal (not external competition).
Is it all the stores? What is the variation in the dicline?
If you have stores that have 20% less sales vs some that are steady, it might be something related to the store experience specifically.
How does the decrease in sales compare to cities that ha"
Natalia N. - "Clarifying questions:
How much is the decline?
Since when have sales been declining?
Make sure that it has correlation with competition and not a premature assumption that can come from something internal (not external competition).
Is it all the stores? What is the variation in the dicline?
If you have stores that have 20% less sales vs some that are steady, it might be something related to the store experience specifically.
How does the decrease in sales compare to cities that ha"See full answer
"Hey team, the title says a "GTM campaign" whereas the video is about "favorite marketing campaign" example. Are they supposed to be the same? If not, can you please fix it?"
Vivek S. - "Hey team, the title says a "GTM campaign" whereas the video is about "favorite marketing campaign" example. Are they supposed to be the same? If not, can you please fix it?"See full answer
"Clarifying questions
Are we referring to the credit card users of a particular card company or the overall number of users? : Overall number
And we are referring to the number of unique users right, as in a person may have more than 1 card? : yes
Can I assume the time setting of the question to be 2024? : Yes
Thanks. Here's how I would approach this.
India's total population = 1.4 Bn
I know for a fact that in India only 2.5% of population pays income tax.
A salaried employee who doe"
Kartikeya N. - "Clarifying questions
Are we referring to the credit card users of a particular card company or the overall number of users? : Overall number
And we are referring to the number of unique users right, as in a person may have more than 1 card? : yes
Can I assume the time setting of the question to be 2024? : Yes
Thanks. Here's how I would approach this.
India's total population = 1.4 Bn
I know for a fact that in India only 2.5% of population pays income tax.
A salaried employee who doe"See full answer
"Agile processes have been a game changer for Software development projects from last 2 decades.
But there are situations where Agile practices don't work very well and demand a workaround. Some of those scenarios are mentioned below:
No Project Plan or Status reports: Agile Project team does not produce formal project plans or status reports unlike Traditional SDLC Projects. Sometimes it is hard to represent project status to senior executives who are interested in the overall status and risk"
Saket S. - "Agile processes have been a game changer for Software development projects from last 2 decades.
But there are situations where Agile practices don't work very well and demand a workaround. Some of those scenarios are mentioned below:
No Project Plan or Status reports: Agile Project team does not produce formal project plans or status reports unlike Traditional SDLC Projects. Sometimes it is hard to represent project status to senior executives who are interested in the overall status and risk"See full answer
Technical Program Manager
Program Sense
+1 more
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"It depends on the size of the dataset. You want enough samples in both the testing, training and evaluation sets. If there is enough data, 70/20/10 is a good split"
Jasmine Y. - "It depends on the size of the dataset. You want enough samples in both the testing, training and evaluation sets. If there is enough data, 70/20/10 is a good split"See full answer
"The question given is intentionally very open ended. As the key phrases used are "air travel" which can encompass all parts of the journey not just the airport or flight experience & "improve the perception" which doesn't necessarily require fixing the problem (although you'd hope that was part of the conclusion). In addition, the constraints of time (1-year) and resources ($10M) means you must be very prescriptive.
As such I think it'd be important to ask the following clarifying questions"
Kevin S. - "The question given is intentionally very open ended. As the key phrases used are "air travel" which can encompass all parts of the journey not just the airport or flight experience & "improve the perception" which doesn't necessarily require fixing the problem (although you'd hope that was part of the conclusion). In addition, the constraints of time (1-year) and resources ($10M) means you must be very prescriptive.
As such I think it'd be important to ask the following clarifying questions"See full answer
" Thanks a lot for showing us how a recommender system can be build. I see it was proposed to use Collaborative filtering which is user - item matrix having dimension N * M (where N - number os users and M - number of songs). Though, it was explained how it gonna be built, it is still unclear how all users and songs features are going to be used. In that matrix we have values in cell (lets say i, j) like 1 - a specific user (i) clicked on song (j) when it was recommended or it is 0 when the user"
Dinar M. - " Thanks a lot for showing us how a recommender system can be build. I see it was proposed to use Collaborative filtering which is user - item matrix having dimension N * M (where N - number os users and M - number of songs). Though, it was explained how it gonna be built, it is still unclear how all users and songs features are going to be used. In that matrix we have values in cell (lets say i, j) like 1 - a specific user (i) clicked on song (j) when it was recommended or it is 0 when the user"See full answer
"
Project Overview: Real-Time Risk Management System
Objective
The goal was to develop a real-time risk management system capable of processing and analyzing large volumes of trading data to provide near-instantaneous risk assessments. This system was crucial for enabling traders to make informed decisions while managing their exposure to various market risks in real-time.
Complexity Factors
1. \\Data Volume and Velocity\\
\\High Throughput:\\ The system needed to ha"
Scott S. - "
Project Overview: Real-Time Risk Management System
Objective
The goal was to develop a real-time risk management system capable of processing and analyzing large volumes of trading data to provide near-instantaneous risk assessments. This system was crucial for enabling traders to make informed decisions while managing their exposure to various market risks in real-time.
Complexity Factors
1. \\Data Volume and Velocity\\
\\High Throughput:\\ The system needed to ha"See full answer
"Questions to ask :
Are there negative values in the input array? Interview : YES
Will the product of two number fit into 32-bit Integer. If not, will it fit 64-bit Integer. If not, then is it safe to use Big Integer? Interview : let's worry only about 32 bit Integer
What should we return if the input array is null or size (size of input array) is less than 2? Return 0
From above Information:
General approach is as follows :
a) Track smallest 2 elements in the array -> p"
Rajendra D. - "Questions to ask :
Are there negative values in the input array? Interview : YES
Will the product of two number fit into 32-bit Integer. If not, will it fit 64-bit Integer. If not, then is it safe to use Big Integer? Interview : let's worry only about 32 bit Integer
What should we return if the input array is null or size (size of input array) is less than 2? Return 0
From above Information:
General approach is as follows :
a) Track smallest 2 elements in the array -> p"See full answer
"Product - Google Glass
Undefined Core Segment & Jobs-to-Be-Done - Google pitched Glass to “everyone” but never clarified a must-have use case for any one group.
Improper Category Context - It was positioned as a lifestyle product, but could not justify a use case that a mobile device could not already do.
Premium Pricing of a Prototype- Explorer Edition cost 1500 usd. This gap alienated hobbyists and discouraged volume sales.
Privacy Backlash- The Always-on camera r"
Anjan M. - "Product - Google Glass
Undefined Core Segment & Jobs-to-Be-Done - Google pitched Glass to “everyone” but never clarified a must-have use case for any one group.
Improper Category Context - It was positioned as a lifestyle product, but could not justify a use case that a mobile device could not already do.
Premium Pricing of a Prototype- Explorer Edition cost 1500 usd. This gap alienated hobbyists and discouraged volume sales.
Privacy Backlash- The Always-on camera r"See full answer
"First I want to look at how Facebook stories overlaps with Facebook’s mission. I can see pretty instantly that stories stays true to Facebook’s mission with bringing the world together and connecting friends and families.
I want to make sure I understand the product journey. Facebook stories allows users to post videos and photos. While also being able to add filters, music, and stickers. Users are also able to comment on other stories and react to them.
Does that sound correct? Interview: Ye"
Ben L. - "First I want to look at how Facebook stories overlaps with Facebook’s mission. I can see pretty instantly that stories stays true to Facebook’s mission with bringing the world together and connecting friends and families.
I want to make sure I understand the product journey. Facebook stories allows users to post videos and photos. While also being able to add filters, music, and stickers. Users are also able to comment on other stories and react to them.
Does that sound correct? Interview: Ye"See full answer
"Firstly, I would like to be in a room with all the stakeholders (tech/business) and the decision makers.
Now starts the analysis of the situation. Certain questions that I will be looking for an answer are-
Is this a new issue? or an old one?
What is the severity and priority of the feature in the release? In terms of business values.
How long would it take the engineering team to fix the issue?
Can we manage for a workaround meanwhile the issue gets fixed?
What are the risks inv"
Shreya S. - "Firstly, I would like to be in a room with all the stakeholders (tech/business) and the decision makers.
Now starts the analysis of the situation. Certain questions that I will be looking for an answer are-
Is this a new issue? or an old one?
What is the severity and priority of the feature in the release? In terms of business values.
How long would it take the engineering team to fix the issue?
Can we manage for a workaround meanwhile the issue gets fixed?
What are the risks inv"See full answer
"Clarifying questions:
What is the objective of the GTM strategy? User acquisition? User retention?
Who is the target audience of the GTM?
What is the period we are looking at? Short term or long term?
Assumption: Launched YouTube Shorts in South East Asia, measuring success of the user adoption and retention in one month and six month.
Before we proceed, wanted to check whether we have any benchmark performance from past YouTube's GTM targeting creators? Say, Live stream on YouTube?
"
Judy W. - "Clarifying questions:
What is the objective of the GTM strategy? User acquisition? User retention?
Who is the target audience of the GTM?
What is the period we are looking at? Short term or long term?
Assumption: Launched YouTube Shorts in South East Asia, measuring success of the user adoption and retention in one month and six month.
Before we proceed, wanted to check whether we have any benchmark performance from past YouTube's GTM targeting creators? Say, Live stream on YouTube?
"See full answer
"Clarifying my assumptions first, i.e. "Technical contributions are not just writing or reviewing code".
Answer :
My contributions to any program I lead as a TPM are as follows :
Inputs towards design, architecture review, mapping requirements to the proposed design, reviewing the implementation strategy w.r.t scalable solution, Writing core user-centric test scenarios, Validating proposed design vs implementation estimates vs initial planning. etc...
Example :
Situation: We are a"
DM - "Clarifying my assumptions first, i.e. "Technical contributions are not just writing or reviewing code".
Answer :
My contributions to any program I lead as a TPM are as follows :
Inputs towards design, architecture review, mapping requirements to the proposed design, reviewing the implementation strategy w.r.t scalable solution, Writing core user-centric test scenarios, Validating proposed design vs implementation estimates vs initial planning. etc...
Example :
Situation: We are a"See full answer
"I would always pick a specific product and make a case. Answering this question without a specific product in mind makes the answer unstructured in my opinion. For instance, I would pick Gmail as an example to answer this and structure my response.
Clarifications & Assumptions
Let us pick a specific product and structure our response - for instance - let us pick Gmail as the product that you want to analyse and make a Go / No Recommendation to Sunset the Product.
Overall Google Revenu"
Karthik M. - "I would always pick a specific product and make a case. Answering this question without a specific product in mind makes the answer unstructured in my opinion. For instance, I would pick Gmail as an example to answer this and structure my response.
Clarifications & Assumptions
Let us pick a specific product and structure our response - for instance - let us pick Gmail as the product that you want to analyse and make a Go / No Recommendation to Sunset the Product.
Overall Google Revenu"See full answer
"Clarifying questions:
What is the motivation for Airbnb to consider entering furniture space?
Assumption: Data suggests the quality & type of furniture has a direct impact on guests’ Airbnb experience. Many hosts are also converting their Airbnb’s into full-time businesses, so there is a revenue opportunity here while improving the experience.
Is Airbnb looking to feature furniture listings on Airbnb.com?
It’s still TBD. We want to know if it’s a good idea first.
Are there any other g"
Ankit J. - "Clarifying questions:
What is the motivation for Airbnb to consider entering furniture space?
Assumption: Data suggests the quality & type of furniture has a direct impact on guests’ Airbnb experience. Many hosts are also converting their Airbnb’s into full-time businesses, so there is a revenue opportunity here while improving the experience.
Is Airbnb looking to feature furniture listings on Airbnb.com?
It’s still TBD. We want to know if it’s a good idea first.
Are there any other g"See full answer
"I would apply the CIRCLES framework to this problem.
Context: The mortgage industry is based on front to broken back-office operational processes, fragmented data, rates war, non-clarity on appraisal. The coming age of digital savvy Millenials who wants a one-stop shop for all their banking needs in a techno-savy way will pave the way for mortgage disruption.
Goal: Metrics to optimize - increase market share in Loan origination, increase revue and increase customer stickiness on the plat"
Kunal M. - "I would apply the CIRCLES framework to this problem.
Context: The mortgage industry is based on front to broken back-office operational processes, fragmented data, rates war, non-clarity on appraisal. The coming age of digital savvy Millenials who wants a one-stop shop for all their banking needs in a techno-savy way will pave the way for mortgage disruption.
Goal: Metrics to optimize - increase market share in Loan origination, increase revue and increase customer stickiness on the plat"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