"First, I want to understand why Airbnb is considering expanding into the restaurant space. Is the goal more user engagement, or unlock new monetization paths, or make the travel journey more memorable by connecting people with food?
Next, I want to define what success would look like for this expansion. That could mean high guest engagement or a boost in revenue.
Third, I will look at things like the volume of Airbnb travelers to the region, how big the dining market is, who the local competitor"
Ravindra R. - "First, I want to understand why Airbnb is considering expanding into the restaurant space. Is the goal more user engagement, or unlock new monetization paths, or make the travel journey more memorable by connecting people with food?
Next, I want to define what success would look like for this expansion. That could mean high guest engagement or a boost in revenue.
Third, I will look at things like the volume of Airbnb travelers to the region, how big the dining market is, who the local competitor"See full answer
"Let me tell you about a time where a website I managed suddenly showed slow performance and the mistake on our side was it was unnoticed until a user reported the issue to management. As a PM for that project, I took full responsibility of the situation and worked with the engineering team to quickly resolve it. This mistake taught me the importance of focusing and monitoring non functional requirements as well in addition to new feature development /adoption where I was mostly spending my time"
Sreenisha S. - "Let me tell you about a time where a website I managed suddenly showed slow performance and the mistake on our side was it was unnoticed until a user reported the issue to management. As a PM for that project, I took full responsibility of the situation and worked with the engineering team to quickly resolve it. This mistake taught me the importance of focusing and monitoring non functional requirements as well in addition to new feature development /adoption where I was mostly spending my time"See full answer
"Situation: Our company was going through tech stack updated and our team tasked to migrate existing code into Typescript(TS) and all future development to be written with TS within our codebase.
TASK: Migrate existing codebase to TS and future integration to be TS compatible.
ACTION: The team deep dived into picking up TS skill and learnt some basics and focused on delivering the migration in phases. I prioritised the files to migrate based on levels of complexity. I created a Fil"
Shashank K. - "Situation: Our company was going through tech stack updated and our team tasked to migrate existing code into Typescript(TS) and all future development to be written with TS within our codebase.
TASK: Migrate existing codebase to TS and future integration to be TS compatible.
ACTION: The team deep dived into picking up TS skill and learnt some basics and focused on delivering the migration in phases. I prioritised the files to migrate based on levels of complexity. I created a Fil"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
"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
Data Analyst
Data Analysis
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"Clarify the Goal (What Does Success Look Like?) Asked: Why is DoorDash launching bikes for Dashers? Is it to:
Expand Dasher availability in dense urban areas?
Lower delivery times or costs?
Increase access to work for those without cars?
Each possible goal shapes the metrics differently.
Broke Metrics into Categories:
Operational Metrics
Measure how well bikes are functioning as a delivery method.
Average delivery time (bike vs car/walk)
Order completion rate for bike Dashers
On-t"
Logan S. - "Clarify the Goal (What Does Success Look Like?) Asked: Why is DoorDash launching bikes for Dashers? Is it to:
Expand Dasher availability in dense urban areas?
Lower delivery times or costs?
Increase access to work for those without cars?
Each possible goal shapes the metrics differently.
Broke Metrics into Categories:
Operational Metrics
Measure how well bikes are functioning as a delivery method.
Average delivery time (bike vs car/walk)
Order completion rate for bike Dashers
On-t"See full answer
"I follow a variation of the RICE framework when prioritizing how I ship product features. I start by looking at:
Reach: Because the customer segmentation across our product portfolio is so similar, I tend to hold a lot of weight on product features that will maximize our customer reach with a minimal LOE.
Impact: After establishing which customer segments will benefit from the product feature, I determine the urgency and estimated impact on each customer segment based on customer i"
Ashley C. - "I follow a variation of the RICE framework when prioritizing how I ship product features. I start by looking at:
Reach: Because the customer segmentation across our product portfolio is so similar, I tend to hold a lot of weight on product features that will maximize our customer reach with a minimal LOE.
Impact: After establishing which customer segments will benefit from the product feature, I determine the urgency and estimated impact on each customer segment based on customer i"See full answer
" logo
Contact
Interview Preparation
Application Process
Career Advancement
Onboarding and Orientation
Common Interview Questions
Dashboard Creation Interview Questions and Answers
Dashboard Creation Interview Questions and Answers
What is a dashboard?
Answer: A dashboard is a visual representation of key performance indicators (KPIs) and other important data, designed to provide a high-level overview of a specific area or business process. It typically uses charts, graphs, and other da"
Ankit kumar S. - " logo
Contact
Interview Preparation
Application Process
Career Advancement
Onboarding and Orientation
Common Interview Questions
Dashboard Creation Interview Questions and Answers
Dashboard Creation Interview Questions and Answers
What is a dashboard?
Answer: A dashboard is a visual representation of key performance indicators (KPIs) and other important data, designed to provide a high-level overview of a specific area or business process. It typically uses charts, graphs, and other da"See full answer
"To analyze a year-over-year (YoY) slowdown in transactions, you should start by understanding the context, segmenting data, identifying potential drivers, and then formulating actionable recommendations. This involves a structured approach that includes a thorough examination of the data, both internally and externally.
Understand the Context:
Define "transactions":
What specific transactions are being analyzed (e.g., website purchases, in-store purchases, total transactions)?
Timeframe:
Sp"
Ankit kumar S. - "To analyze a year-over-year (YoY) slowdown in transactions, you should start by understanding the context, segmenting data, identifying potential drivers, and then formulating actionable recommendations. This involves a structured approach that includes a thorough examination of the data, both internally and externally.
Understand the Context:
Define "transactions":
What specific transactions are being analyzed (e.g., website purchases, in-store purchases, total transactions)?
Timeframe:
Sp"See full answer
"Let's take Google Fitbit as the product and analyze how to identify its competitors.
1. Identify Direct Competitors (Similar Wearables & Smartwatches)
Fitbit is a fitness tracker and smartwatch brand, so direct competitors include:
Apple Watch Series (Apple)
Samsung Galaxy Watch (Samsung)
Garmin Wearables (Garmin)
Amazfit & Zepp (Huami)
Xiaomi Mi Band (Xiaomi)
These brands offer smartwatches or fitness bands with similar health-tracking features.
2. Use Launch Events for Insi"
Rajdeep J. - "Let's take Google Fitbit as the product and analyze how to identify its competitors.
1. Identify Direct Competitors (Similar Wearables & Smartwatches)
Fitbit is a fitness tracker and smartwatch brand, so direct competitors include:
Apple Watch Series (Apple)
Samsung Galaxy Watch (Samsung)
Garmin Wearables (Garmin)
Amazfit & Zepp (Huami)
Xiaomi Mi Band (Xiaomi)
These brands offer smartwatches or fitness bands with similar health-tracking features.
2. Use Launch Events for Insi"See full answer
"Interesting question.
Let's take a step back and focus on the WHAT and WHY of Google Flights.
The narrative for Google Flights as a product or platform imo is:
As a platform, I wish to make flight information available, so that users can make knowledgable decisions based on their travel needs.
So essentially, it helps users by providing information, so that they can make optimized decisions.
In order to determine if Google should introduce ads, we should consider the impact on both val"
Niranjan M. - "Interesting question.
Let's take a step back and focus on the WHAT and WHY of Google Flights.
The narrative for Google Flights as a product or platform imo is:
As a platform, I wish to make flight information available, so that users can make knowledgable decisions based on their travel needs.
So essentially, it helps users by providing information, so that they can make optimized decisions.
In order to determine if Google should introduce ads, we should consider the impact on both val"See full answer
"To model ROI for a product launch, the first step is to define the timeline you're targeting Example 6 months post-launch, 1 year, or even 5 years.
Tip: Start with a 1-year ROI projection to estimate near-term returns, and build a 3-year projection to evaluate growth and scalability.
ROI is essentially the net return over that period:
Profit=Revenue (within timeline)−Total Cost (from project start)
Total Cost includes both fixed and variable costs incurred since t"
Himanshu G. - "To model ROI for a product launch, the first step is to define the timeline you're targeting Example 6 months post-launch, 1 year, or even 5 years.
Tip: Start with a 1-year ROI projection to estimate near-term returns, and build a 3-year projection to evaluate growth and scalability.
ROI is essentially the net return over that period:
Profit=Revenue (within timeline)−Total Cost (from project start)
Total Cost includes both fixed and variable costs incurred since t"See full answer
"Clarifying Questions and possible responses:
both audio and video
goals: increase engagement time among groups/communitites and not require another platform to do group call (be one-stop for communication)
region-TBD
ios/android
only available to users in a group to call users within the group
who can intitiate these calls?- only admin? or anyone?
metrics:NSM: feature engagement (C), number of calls made in a week per user (C).
PM: % of people joining the call in a group"
theproductguy - "Clarifying Questions and possible responses:
both audio and video
goals: increase engagement time among groups/communitites and not require another platform to do group call (be one-stop for communication)
region-TBD
ios/android
only available to users in a group to call users within the group
who can intitiate these calls?- only admin? or anyone?
metrics:NSM: feature engagement (C), number of calls made in a week per user (C).
PM: % of people joining the call in a group"See full answer
"Understand the business problem: Identify the business problem that the AI data product is intended to solve.
Identify the target audience: Understand who will be using the data and what problem they will be solving for using the data. This will inform the features and functionality that should be included in the product.
Gather and preprocess the data: Collect and preprocess the data that is relevant to the problem that it is being solved for. This will inform the AI algorithm"
M D. - "Understand the business problem: Identify the business problem that the AI data product is intended to solve.
Identify the target audience: Understand who will be using the data and what problem they will be solving for using the data. This will inform the features and functionality that should be included in the product.
Gather and preprocess the data: Collect and preprocess the data that is relevant to the problem that it is being solved for. This will inform the AI algorithm"See full answer
"Clarifying questions
Do we mean the Google Play store or Apple App store or some other app store? : Google Play Store
Do we mean to calculate the number of apps as in 2024? : yes
Are we looking at any particular data slices like in a particular country/ for a particular geography etc.? : No, I want the overall global number
And we mean to calculate total number of apps that are registered on Play Store and can be searched and accessed by a user, am i right? : Yes
Okay, here's how"
Kartikeya N. - "Clarifying questions
Do we mean the Google Play store or Apple App store or some other app store? : Google Play Store
Do we mean to calculate the number of apps as in 2024? : yes
Are we looking at any particular data slices like in a particular country/ for a particular geography etc.? : No, I want the overall global number
And we mean to calculate total number of apps that are registered on Play Store and can be searched and accessed by a user, am i right? : Yes
Okay, here's how"See full answer