"My main task was to improve our recommendation system. I worked closely with the business and data teams to understand how recommendations were made in the past. After discussions, I found out that the system had fixed recommendations and didn't consider customer preferences.
Our goal was to identify potential customers better, boost conversion rates with personalized recommendations, and increase cross-selling of products. After analyzing a lot of data, we focused on customers with accounts an"
R S. - "My main task was to improve our recommendation system. I worked closely with the business and data teams to understand how recommendations were made in the past. After discussions, I found out that the system had fixed recommendations and didn't consider customer preferences.
Our goal was to identify potential customers better, boost conversion rates with personalized recommendations, and increase cross-selling of products. After analyzing a lot of data, we focused on customers with accounts an"See full answer
"Goal:
Maps should reflect reality of places especially with places like hospitals
Ecosystem :
Maps User Usecases:
Daily Commute
Explore places
Critical situations like emergency - hospital visits, work emergencies, family
Businesses using Google Business Profile:
Medical & Health
Hospitals
Clinics
Gyms
Restaurants
Salons
Mom & Pop stores, SMB - Retail
Enterprises
These can be online, physical or both
Local guides
Downstream usecases for other google products:
Google Search
Google Gemini
"
Pooja G. - "Goal:
Maps should reflect reality of places especially with places like hospitals
Ecosystem :
Maps User Usecases:
Daily Commute
Explore places
Critical situations like emergency - hospital visits, work emergencies, family
Businesses using Google Business Profile:
Medical & Health
Hospitals
Clinics
Gyms
Restaurants
Salons
Mom & Pop stores, SMB - Retail
Enterprises
These can be online, physical or both
Local guides
Downstream usecases for other google products:
Google Search
Google Gemini
"See full answer
"Our application has millions of users and significant load on file upload feature.
Situation : In our legacy application we had a particular page which was accepting file uploads and it had the legacy way of selecting file uploads and page would redirect you to the next page or show an error message on failure.
Task : I had regular calls with the customer who had reported issue multiple times on this application area. In my calls my I also understood that client was expecting some inno"
Karthik T. - "Our application has millions of users and significant load on file upload feature.
Situation : In our legacy application we had a particular page which was accepting file uploads and it had the legacy way of selecting file uploads and page would redirect you to the next page or show an error message on failure.
Task : I had regular calls with the customer who had reported issue multiple times on this application area. In my calls my I also understood that client was expecting some inno"See full answer
"For any project based questions, it is important to structure your response clearly, showcasing your thought process, technical skills, problem-solving abilities, and how your work added value. Besides the STAR method, you can also use this kind of framework:
1. Start by selecting a relevant project (related to the role)
Give the project background and what specific problem it solved.
2. Align the project's objective and your role
Be specific about your role: were you the le"
Malay K. - "For any project based questions, it is important to structure your response clearly, showcasing your thought process, technical skills, problem-solving abilities, and how your work added value. Besides the STAR method, you can also use this kind of framework:
1. Start by selecting a relevant project (related to the role)
Give the project background and what specific problem it solved.
2. Align the project's objective and your role
Be specific about your role: were you the le"See full answer
"I don't think this is correct. MAU is the count of unique users over 30 days, not the sum of daily unique users seen in a 30 day period. If you do the latter, your MAU is possibly counting users that are unique to the day, but not to the month, multiple times and your number will be incorrect. 465 is the MAU in the example you gave only if there is not a single user that was active for more than one day in the month, which is unlikely in real scenarios."
Joe Y. - "I don't think this is correct. MAU is the count of unique users over 30 days, not the sum of daily unique users seen in a 30 day period. If you do the latter, your MAU is possibly counting users that are unique to the day, but not to the month, multiple times and your number will be incorrect. 465 is the MAU in the example you gave only if there is not a single user that was active for more than one day in the month, which is unlikely in real scenarios."See full answer
Product Manager
Analytical
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"One of the biggest risks I have taken was in a recent product, where we developed a new feature and released the feature externally without QA sign-off.
Feature - Interactive Travel Itinerary Maps
We had about ten days from the time we decided to include this new feature in the external launch. Usually, the biggest chunk of time in each release cycle was the sign-off from an external QA team. We fast-tracked the dev effort and completed the development of the feature in five days. Unfortunately,"
R S. - "One of the biggest risks I have taken was in a recent product, where we developed a new feature and released the feature externally without QA sign-off.
Feature - Interactive Travel Itinerary Maps
We had about ten days from the time we decided to include this new feature in the external launch. Usually, the biggest chunk of time in each release cycle was the sign-off from an external QA team. We fast-tracked the dev effort and completed the development of the feature in five days. Unfortunately,"See full answer
"Me: I would first like to ask a few clarifying questions :
Is this tipping issue confined to specific regions?
Is this a new problem, or has it always been present?
Does this issue affect all types of rides offered by Lyft?
Is there a correlation between driver ratings and the likelihood of being tipped?
Interviewer: The problem is widespread across all regions where Lyft operates. It's not new but has been consistent over time. The lower tipping rate is uniform across all ride types, i"
Ankit M. - "Me: I would first like to ask a few clarifying questions :
Is this tipping issue confined to specific regions?
Is this a new problem, or has it always been present?
Does this issue affect all types of rides offered by Lyft?
Is there a correlation between driver ratings and the likelihood of being tipped?
Interviewer: The problem is widespread across all regions where Lyft operates. It's not new but has been consistent over time. The lower tipping rate is uniform across all ride types, i"See full answer
"1. Understand the "Why" (Deep Dive) - Before jumping to solutions, as a PM needs to precisely understand why users are unhappy. NPS gives us a score, but not the reasons. (0 -4 weeks)
Analyze Feedback: Go beyond the score. What are Detractors (0-6) saying? What do Promoters (9-10) love?
Qualitative Research:(VOC- voice of the customer) Conduct user interviews, analyze support tickets, and observe product usage. Pinpoint specific pain points (e.g., slow p"
Vishnu G. - "1. Understand the "Why" (Deep Dive) - Before jumping to solutions, as a PM needs to precisely understand why users are unhappy. NPS gives us a score, but not the reasons. (0 -4 weeks)
Analyze Feedback: Go beyond the score. What are Detractors (0-6) saying? What do Promoters (9-10) love?
Qualitative Research:(VOC- voice of the customer) Conduct user interviews, analyze support tickets, and observe product usage. Pinpoint specific pain points (e.g., slow p"See full answer
"Clarify:
What is a transaction in Instagram Shops? Users click on an item and complete the payment in the Instagram Shops interface
How many transactions happen in Instagram shop per day/month?
What percentage of users have completed at least 1 transaction on Instagram Shops in the last year?
Key Metric to improve: # Users completing a transaction
Goals of the Product / Feature:
Meta’s goal is to build community and connect people together
Instagram’s goal is to connect and"
Nikitha G. - "Clarify:
What is a transaction in Instagram Shops? Users click on an item and complete the payment in the Instagram Shops interface
How many transactions happen in Instagram shop per day/month?
What percentage of users have completed at least 1 transaction on Instagram Shops in the last year?
Key Metric to improve: # Users completing a transaction
Goals of the Product / Feature:
Meta’s goal is to build community and connect people together
Instagram’s goal is to connect and"See full answer
"Candidate [Clarifying Question 1] - Does success metric needs to be discussed across any particular stage of user life cycle - Growth , Engagement or Monetisation ?
Interviewer - Let's focus on overall health metrics of the product.
Candidate[Clarifying Question 2] : Does the metrics needs to be presented as an update to CXO in quarterly meetings or monthly meetings or it needs to be presented internally to product / marketing team for detailed analysis ?
Interviewer - Let's sa"
Vivek S. - "Candidate [Clarifying Question 1] - Does success metric needs to be discussed across any particular stage of user life cycle - Growth , Engagement or Monetisation ?
Interviewer - Let's focus on overall health metrics of the product.
Candidate[Clarifying Question 2] : Does the metrics needs to be presented as an update to CXO in quarterly meetings or monthly meetings or it needs to be presented internally to product / marketing team for detailed analysis ?
Interviewer - Let's sa"See full answer
"A 25% drop-off rate at sign-up for a new app, especially one from Meta, indicates a significant challenge in onboarding and user retention. To analyze this, consider external, internal, and product-specific factors.
Identify Potential Causes:
External Factors:Competition: Are other platforms offering a more attractive or simpler signup process?
Timing: Is there a recent major event or trend that might be influencing user behavior?
User Experience: Is the signup process clunk"
Ankit kumar S. - "A 25% drop-off rate at sign-up for a new app, especially one from Meta, indicates a significant challenge in onboarding and user retention. To analyze this, consider external, internal, and product-specific factors.
Identify Potential Causes:
External Factors:Competition: Are other platforms offering a more attractive or simpler signup process?
Timing: Is there a recent major event or trend that might be influencing user behavior?
User Experience: Is the signup process clunk"See full answer
"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
"I will first start with listing down the GOALS of Google Sheets as a product
GOALS:
Enable better collaboration amongst employees in an organisation
Make edits parallel
Share with co-workers so that the team can work seamlessly
Increase user engagement, activity and make more users aware about the functionality and usefulness of Google Sheets
Next, i will try and list the broader ACTIONS a user might take
ACTIONS:
Create a new Google Sheet
Share with co-workers
M"
Prateek G. - "I will first start with listing down the GOALS of Google Sheets as a product
GOALS:
Enable better collaboration amongst employees in an organisation
Make edits parallel
Share with co-workers so that the team can work seamlessly
Increase user engagement, activity and make more users aware about the functionality and usefulness of Google Sheets
Next, i will try and list the broader ACTIONS a user might take
ACTIONS:
Create a new Google Sheet
Share with co-workers
M"See full answer
"Step 1: Clarifying the Problem Scope
We will focus on designing the leaderboard for Dream11 with these assumptions:
Registered teams: 100,000 users are actively participating and ranked.
Real-time updates: Leaderboard updates frequently as players accumulate points based on live sports events.
Multiple leagues: Each user can participate in different leagues, so we will need to maintain a separate leaderboard for each league.
Query efficiency: Users frequently"
Ramendra S. - "Step 1: Clarifying the Problem Scope
We will focus on designing the leaderboard for Dream11 with these assumptions:
Registered teams: 100,000 users are actively participating and ranked.
Real-time updates: Leaderboard updates frequently as players accumulate points based on live sports events.
Multiple leagues: Each user can participate in different leagues, so we will need to maintain a separate leaderboard for each league.
Query efficiency: Users frequently"See full answer
"Request inputs/feedback on my response below with regards to this question and ways to improve and if it looks apt for this question.
As a TPM at xxx, I was responsible for delivering a feature that would provide prescription (medications) alternatives to users in the Prescription Shopping Consumer Experience App. The project had a tight deadline as it was something that our account management team promised to a client who wanted it for their employees. My goal was to ensure smooth development"
Pavani B. - "Request inputs/feedback on my response below with regards to this question and ways to improve and if it looks apt for this question.
As a TPM at xxx, I was responsible for delivering a feature that would provide prescription (medications) alternatives to users in the Prescription Shopping Consumer Experience App. The project had a tight deadline as it was something that our account management team promised to a client who wanted it for their employees. My goal was to ensure smooth development"See full answer
"Clarifying questions:
How the hiring funnel looks like, where are the main drop offs, what are the longest phases, what systems we have in place for reminders and notifications.
What should be the goal (double conversion, reduce time to hire)
Offered some solutions, analysed them according to ICE framework, highlighter risks linked to solution.
The last question was to pitch my suggested path to management."
Shuly A. - "Clarifying questions:
How the hiring funnel looks like, where are the main drop offs, what are the longest phases, what systems we have in place for reminders and notifications.
What should be the goal (double conversion, reduce time to hire)
Offered some solutions, analysed them according to ICE framework, highlighter risks linked to solution.
The last question was to pitch my suggested path to management."See full answer
"Been thinking about entering the world of data analytics? There’s no better time to get started! The Harvard Business Review named the roles of data analyst and data scientist as “the sexiest job of the 21st century.” The data analyst role was also included in Career Karma’s top tech jobs for the past three years running.In this article, we’ll talk about why becoming a da"
Ankit kumar S. - "Been thinking about entering the world of data analytics? There’s no better time to get started! The Harvard Business Review named the roles of data analyst and data scientist as “the sexiest job of the 21st century.” The data analyst role was also included in Career Karma’s top tech jobs for the past three years running.In this article, we’ll talk about why becoming a da"See full answer
"Batch Packing Problem
In Amazon’s massive warehouse inventory, there are different types of products. You are given an array products of size n, where products[i] represents the number of items of product type i. These products need to be packed into batches for shipping.
The batch packing must adhere to the following conditions:
No two items in the same batch can be of the same product type.
The number of items packed in the current batch must be strictly greater than the number pack"
Anonymous Goat - "Batch Packing Problem
In Amazon’s massive warehouse inventory, there are different types of products. You are given an array products of size n, where products[i] represents the number of items of product type i. These products need to be packed into batches for shipping.
The batch packing must adhere to the following conditions:
No two items in the same batch can be of the same product type.
The number of items packed in the current batch must be strictly greater than the number pack"See full answer