"Context:
While working as a Senior Systems Engineer at Indra on a project for BBVA, I was primarily responsible for building ETLs and optimizing data pipelines using Spark and Scala.
Action:
During a critical deployment phase, our QA lead had to leave unexpectedly due to a personal emergency. With no one available to manage testing coordination, I volunteered to step in — even though it wasn’t my formal responsibility. I quickly reviewed the test cases, communicated with stakeholders, an"
Otto yhoda A. - "Context:
While working as a Senior Systems Engineer at Indra on a project for BBVA, I was primarily responsible for building ETLs and optimizing data pipelines using Spark and Scala.
Action:
During a critical deployment phase, our QA lead had to leave unexpectedly due to a personal emergency. With no one available to manage testing coordination, I volunteered to step in — even though it wasn’t my formal responsibility. I quickly reviewed the test cases, communicated with stakeholders, an"See full answer
"5 reasons
Gmail search is real time
Gmail search needs to be 100% accurate
Does not have significant caching / hot searches
Less hardware used as user info cant be sprayed across machines
Gmail storage is different, as needs decryption on every"
Mohit G. - "5 reasons
Gmail search is real time
Gmail search needs to be 100% accurate
Does not have significant caching / hot searches
Less hardware used as user info cant be sprayed across machines
Gmail storage is different, as needs decryption on every"See full answer
"FB Vision
Why is this problem important - bad ads can drive customer churn and pose reputational risks in terms of law suits.
What is a bad ad defined as - we will exclude ad relevance. any ad that is inappropriate, harmful, and misleading.
What is the user journey >>
Businesses creates ads, ads are verified by FB team who will remove any bad ads, ads get published after verification, user sees the ads, reports if they dont like it, and the team verifies it again and if bad, removes it.
N"
Neha A. - "FB Vision
Why is this problem important - bad ads can drive customer churn and pose reputational risks in terms of law suits.
What is a bad ad defined as - we will exclude ad relevance. any ad that is inappropriate, harmful, and misleading.
What is the user journey >>
Businesses creates ads, ads are verified by FB team who will remove any bad ads, ads get published after verification, user sees the ads, reports if they dont like it, and the team verifies it again and if bad, removes it.
N"See full answer
"In what terms we need to improve the quality? Is there any focus on any particular host/customer experience? - Let’s consider that we need to improve the customer engagement on Airbnb platform.
Airbnb has both - web interface as well as mobile interface. So, I am assuming the experience on both the platforms.
I will brief about Airbnb - Airbnb provides homeowners to rent their spare rooms/properties to travelers/visitors and at the same time, travelers/visitors can get accommodation at budget"
Anonymous Fox - "In what terms we need to improve the quality? Is there any focus on any particular host/customer experience? - Let’s consider that we need to improve the customer engagement on Airbnb platform.
Airbnb has both - web interface as well as mobile interface. So, I am assuming the experience on both the platforms.
I will brief about Airbnb - Airbnb provides homeowners to rent their spare rooms/properties to travelers/visitors and at the same time, travelers/visitors can get accommodation at budget"See full answer
Product Manager
Execution
+1 more
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"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
" I would start by making sure we agree on what "improving Stripe Payments" means. What specifically are we looking to improve or are we focusing on improving the experience for a particular user group? Do we mean improving the experience for the developers building on Stripe or for the users checking out using Stripe?
Once I got clarity I would share my proposed outline for a brainstorm:
I would start by revisiting Stripe's mission and defining how Payments fit into that goal.
I would then t"
Ahna R. - " I would start by making sure we agree on what "improving Stripe Payments" means. What specifically are we looking to improve or are we focusing on improving the experience for a particular user group? Do we mean improving the experience for the developers building on Stripe or for the users checking out using Stripe?
Once I got clarity I would share my proposed outline for a brainstorm:
I would start by revisiting Stripe's mission and defining how Payments fit into that goal.
I would then t"See full answer
"Let me tell you about a time when my manager was on a two week PTO and I was building the post-MVP roadmap for a newly launched product.
Being a SaaS platform for supporting restaurants, I'd led the conception, planning, development and launch of the MVP for an online ordering solution for diners in restaurants. After the launch of the MVP, our original plan was to build features which supported table-service restaurants like keeping an open tab. But while looking at the data, I realized that a"
Singer29 - "Let me tell you about a time when my manager was on a two week PTO and I was building the post-MVP roadmap for a newly launched product.
Being a SaaS platform for supporting restaurants, I'd led the conception, planning, development and launch of the MVP for an online ordering solution for diners in restaurants. After the launch of the MVP, our original plan was to build features which supported table-service restaurants like keeping an open tab. But while looking at the data, I realized that a"See full answer
"Clarify
Functionality: Watch is a tab in FB app where people can upload and view Videos.
What's the redesign? We collapsed the reaction and comment bar so people can see more videos and spend more time watching videos.
What's the objective of the redesign? To help people discover and watch more videos they'll enjoy._
Structure
To decide whether or not to ship this redesign, i'd like to go over.
How does the Watch Tab fit into FB's mission and what's its goal?
What's the long-"
Sandy L. - "Clarify
Functionality: Watch is a tab in FB app where people can upload and view Videos.
What's the redesign? We collapsed the reaction and comment bar so people can see more videos and spend more time watching videos.
What's the objective of the redesign? To help people discover and watch more videos they'll enjoy._
Structure
To decide whether or not to ship this redesign, i'd like to go over.
How does the Watch Tab fit into FB's mission and what's its goal?
What's the long-"See full answer
"Clarification: Believe no constraints such as for specific market or for specific device,
No specific goal , can explore what improve means.
Goal: can I assume improve user experience and resolve pain points, and not around monetization
So goal could be to improve engagement and higher customer satisfaction with google news as a product, so basically more usage, and lower churn
So more DAU
Users:
Consumers based on how they consume:
Deep dive into news reports in a specific area of the"
Shiva S. - "Clarification: Believe no constraints such as for specific market or for specific device,
No specific goal , can explore what improve means.
Goal: can I assume improve user experience and resolve pain points, and not around monetization
So goal could be to improve engagement and higher customer satisfaction with google news as a product, so basically more usage, and lower churn
So more DAU
Users:
Consumers based on how they consume:
Deep dive into news reports in a specific area of the"See full answer
"
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"
Scott S. - "
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"See full answer
"Google’s Mission:
Organize the world’s information and make it universally accessible.
Google offers perhaps the most consequential set services available on the internet today - Search, Maps, Gmail, Drive, Docs, etc. These services reach billions of users across the world and they are all available for free. Google is able to give away these services for free because of how their business model works.
Google’s Business Model:
Google makes money from Ads. They offer perhaps the most"
Sameer A. - "Google’s Mission:
Organize the world’s information and make it universally accessible.
Google offers perhaps the most consequential set services available on the internet today - Search, Maps, Gmail, Drive, Docs, etc. These services reach billions of users across the world and they are all available for free. Google is able to give away these services for free because of how their business model works.
Google’s Business Model:
Google makes money from Ads. They offer perhaps the most"See full answer
"Smart Lock :
Clarifying Questions :
Are* we *talking about the locks we use for the doors or locks used for suitcases or study lockers ? "Scope is yours"
What do we need by smart ?
Are we a company that are already in lock business? - Yes
Do we have significant marketshare in lock business ? - Yes
Are we trying to address or improve any customer pain point or improve our metric? - "No"
Customer Segment :
Tech savvy -
non tech savvy- Customer buys
Old"
Hari priya K. - "Smart Lock :
Clarifying Questions :
Are* we *talking about the locks we use for the doors or locks used for suitcases or study lockers ? "Scope is yours"
What do we need by smart ?
Are we a company that are already in lock business? - Yes
Do we have significant marketshare in lock business ? - Yes
Are we trying to address or improve any customer pain point or improve our metric? - "No"
Customer Segment :
Tech savvy -
non tech savvy- Customer buys
Old"See full answer
"Might be good to have also explained how the engineer wasn't aware of th expedition process that you as a PM were able to identify when you spoke to the PM from the team that was providing the API, was it just a simple of case of not having access to information that you were able to help surface ?"
Yogi S. - "Might be good to have also explained how the engineer wasn't aware of th expedition process that you as a PM were able to identify when you spoke to the PM from the team that was providing the API, was it just a simple of case of not having access to information that you were able to help surface ?"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
"Clarify-
1) How much time do we have to do this?- 2 years
2) Is there a goal for this product?- We are looking toward engagement towards the Olympics
3) Are we building this for a global auidience or just the US- Up to you
4) Should I keep Meta's mission in mind here? Not necessarily...thinking through the Olympic committee lens
Lets understand the Olympics. Its the games that are hosted once every 4 years. Its a global event that hosts many different athletes from various countries. There a"
Pratik H. - "Clarify-
1) How much time do we have to do this?- 2 years
2) Is there a goal for this product?- We are looking toward engagement towards the Olympics
3) Are we building this for a global auidience or just the US- Up to you
4) Should I keep Meta's mission in mind here? Not necessarily...thinking through the Olympic committee lens
Lets understand the Olympics. Its the games that are hosted once every 4 years. Its a global event that hosts many different athletes from various countries. There a"See full answer