"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
"You're the PM for all of Instagram Stories. What is your North Star metric?
Meta's Mission: Give people the power to build community and bring the world
closer together.
IG's Mission: To capture and share the world's moments
User Types
Marketplace / 2-sided ecosystem
Creators and the Consumers
Metric Categories
Adoption
Engagement
Retention
[not pictured]: create a table with 2 columns: Creators and Consumers and 3 rows: Adoption, Engagement, Retention.
Talked through and priori"
Daniel L. - "You're the PM for all of Instagram Stories. What is your North Star metric?
Meta's Mission: Give people the power to build community and bring the world
closer together.
IG's Mission: To capture and share the world's moments
User Types
Marketplace / 2-sided ecosystem
Creators and the Consumers
Metric Categories
Adoption
Engagement
Retention
[not pictured]: create a table with 2 columns: Creators and Consumers and 3 rows: Adoption, Engagement, Retention.
Talked through and priori"See full answer
"By increasing the number of paid users, I assume we mean that we want to increase the % of DAUs who pay for YT Music.
First, we need to understand the Youtube Music play here.
Youtube Music was carved out of Youtube because Spotify and Apple Music were getting popular. Users were listening to music on Spotify instead of on Youtube, threatening ad revenue for Youtube. Therefore, Youtube Music was born as a standalone app, where users could listen to the music ad free from anywhere anytime.
In"
Priyansh J. - "By increasing the number of paid users, I assume we mean that we want to increase the % of DAUs who pay for YT Music.
First, we need to understand the Youtube Music play here.
Youtube Music was carved out of Youtube because Spotify and Apple Music were getting popular. Users were listening to music on Spotify instead of on Youtube, threatening ad revenue for Youtube. Therefore, Youtube Music was born as a standalone app, where users could listen to the music ad free from anywhere anytime.
In"See full answer
"Step 1: Define Objectives and Key Metrics
Objectives:
Understand the demand for group video calling.
Assess the potential impact on user engagement.
Identify technical and user experience considerations.
Key Metrics:
Call Frequency: Number of 1:1 calls per user.
Call Duration: Average duration of 1:1 calls.
Call Participants: Identify users who frequently call multiple individuals.
Concurrent Calls: Instances where users are engaged in multiple 1:1 call"
Bhavna S. - "Step 1: Define Objectives and Key Metrics
Objectives:
Understand the demand for group video calling.
Assess the potential impact on user engagement.
Identify technical and user experience considerations.
Key Metrics:
Call Frequency: Number of 1:1 calls per user.
Call Duration: Average duration of 1:1 calls.
Call Participants: Identify users who frequently call multiple individuals.
Concurrent Calls: Instances where users are engaged in multiple 1:1 call"See full answer
"Background Context
I'm a PM at a venture-backed SaaS in the legal tech space. We provide end-to-end contract management experience for our customers with the following features:
Upload - Contracts signed in DocuSign, etc. automatically uploaded to our system through API integrations.
Data Extraction - Contract terms such as payment terms and key dates are automatically OCRed and extracted using ML.
Analytics - Contract terms are searchable, filter, and customize for reporting.
Work"
Christopher K. - "Background Context
I'm a PM at a venture-backed SaaS in the legal tech space. We provide end-to-end contract management experience for our customers with the following features:
Upload - Contracts signed in DocuSign, etc. automatically uploaded to our system through API integrations.
Data Extraction - Contract terms such as payment terms and key dates are automatically OCRed and extracted using ML.
Analytics - Contract terms are searchable, filter, and customize for reporting.
Work"See full answer
"Load Balancer, Multiple API Servers, game Service, pub-sub system, HTTP Long Polling for status updates, write-through cache. No SQL DB to store user, game, and move information."
gdecuri - "Load Balancer, Multiple API Servers, game Service, pub-sub system, HTTP Long Polling for status updates, write-through cache. No SQL DB to store user, game, and move information."See full answer
"How many shampoo bottles are sold in the US annually?
Assumption:
Shampoo for both male and female consumers
Population of US (330Mn)
Considering 50:50 Urban Rural breakdown
Urban: 165Mn
Rural: 165Mn
Considering only 10% of Rural consumers will be using shampoo, which gives 16.5Mn people
Urban: 165Mn
Considering 50:50 Male Female breakdown
Male: 82.5Mn
Male consumers using shampoo: 60% = 49.5Mn
Male consumers not using shampoo: 40% = 33Mn
Female: 82.5Mn
Female consumers using shampoo: 80%"
Saurao D. - "How many shampoo bottles are sold in the US annually?
Assumption:
Shampoo for both male and female consumers
Population of US (330Mn)
Considering 50:50 Urban Rural breakdown
Urban: 165Mn
Rural: 165Mn
Considering only 10% of Rural consumers will be using shampoo, which gives 16.5Mn people
Urban: 165Mn
Considering 50:50 Male Female breakdown
Male: 82.5Mn
Male consumers using shampoo: 60% = 49.5Mn
Male consumers not using shampoo: 40% = 33Mn
Female: 82.5Mn
Female consumers using shampoo: 80%"See full answer
"I liked the role of a TPM due to the opportunity to contribute to the multiple dimensions of software product development. As a TPM I need to collaborate with multiple teams like Engineering, Product, and other business functions, but I also get the opportunity to contribute to the technical aspects of the program/project. I can use my sharp analytical skills to identify/anticipate problems, and leverage my problem solving skills to unblock the teams. I orchestrate multiple teams effort to del"
A R. - "I liked the role of a TPM due to the opportunity to contribute to the multiple dimensions of software product development. As a TPM I need to collaborate with multiple teams like Engineering, Product, and other business functions, but I also get the opportunity to contribute to the technical aspects of the program/project. I can use my sharp analytical skills to identify/anticipate problems, and leverage my problem solving skills to unblock the teams. I orchestrate multiple teams effort to del"See full answer
"Clarifying question:
Am I the first one to notice the fire, or there are people already on it?
Extent and source of fire - I am assuming it's localized and I am inside the data center, safe so far.
Response:
It is an emergency. I will do and coordinate the people to do the following in parallel, if I am the first one to know.
Get immediate attention of folks in the data center. Get someone and many people to call 911 and security. Coordinate to have people in need evacuated.
Turn off th"
Bg - "Clarifying question:
Am I the first one to notice the fire, or there are people already on it?
Extent and source of fire - I am assuming it's localized and I am inside the data center, safe so far.
Response:
It is an emergency. I will do and coordinate the people to do the following in parallel, if I am the first one to know.
Get immediate attention of folks in the data center. Get someone and many people to call 911 and security. Coordinate to have people in need evacuated.
Turn off th"See full answer
"Clarify
10X -> usage or revenue
Approach
What is Msft Copilot & key capabilities
Understand the space in which Copilot operates :
Target segments & use-cases serve
Competitors (alternatives)
Leverage microsoft has :
Understand the stack (infra -> application layer) -> leverage
Understand Microsoft ecosystem & leverage we have
Define : 10X growth strategy (for whom -> & what? -> distribution (acquire & retain))
MSft Copilot & key capabilities
Cons"
Neeraj K. - "Clarify
10X -> usage or revenue
Approach
What is Msft Copilot & key capabilities
Understand the space in which Copilot operates :
Target segments & use-cases serve
Competitors (alternatives)
Leverage microsoft has :
Understand the stack (infra -> application layer) -> leverage
Understand Microsoft ecosystem & leverage we have
Define : 10X growth strategy (for whom -> & what? -> distribution (acquire & retain))
MSft Copilot & key capabilities
Cons"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
"Think of an operating system (OS) as being similar to a person managing household tasks like you! Imagine you have several chores to do around the house, such as cooking, cleaning, and praying. Each of these tasks is like an individual app. You, in this case, are responsible for ensuring all these tasks are completed smoothly.
When you cook, you decide what ingredients to buy, how much of each, and which utensils to use. For cleaning, you assess what surfaces need to be cleaned, whether you need"
Ekta M. - "Think of an operating system (OS) as being similar to a person managing household tasks like you! Imagine you have several chores to do around the house, such as cooking, cleaning, and praying. Each of these tasks is like an individual app. You, in this case, are responsible for ensuring all these tasks are completed smoothly.
When you cook, you decide what ingredients to buy, how much of each, and which utensils to use. For cleaning, you assess what surfaces need to be cleaned, whether you need"See full answer
"This is a great question! If you don't mind, I'd love to list 3 strengths and weaknesses then dive a little deeper on one of each of them.
I think my three greatest strengths are:
Empathy
Openness to feedback
Drive
And three weaknesses I have been working to strengthen are:
Sometimes my desire to achieve can put me at risk of overcommitting
Communicating status to the right stakeholders at the appropriate time
Creating detailed and strategic lists of priorities so I can meet th"
Adam M. - "This is a great question! If you don't mind, I'd love to list 3 strengths and weaknesses then dive a little deeper on one of each of them.
I think my three greatest strengths are:
Empathy
Openness to feedback
Drive
And three weaknesses I have been working to strengthen are:
Sometimes my desire to achieve can put me at risk of overcommitting
Communicating status to the right stakeholders at the appropriate time
Creating detailed and strategic lists of priorities so I can meet th"See full answer
"To answer this let's deconstruct what Amazon Prime offers
Free Delivery on Amazon
Same-day delivery for a few locations
Additional discounts
Early Access & Exclusive Deals
Prime video subscription
Prime music subscription
Considering above let's first talk about music and video subscription
Netflix, Disney, and other OTT platforms on average charge ₹120/month.
Now for Music, Spotify or YT music charges an average of ₹180/month for their premium subscription.
Coming the E-com"
Aekagra S. - "To answer this let's deconstruct what Amazon Prime offers
Free Delivery on Amazon
Same-day delivery for a few locations
Additional discounts
Early Access & Exclusive Deals
Prime video subscription
Prime music subscription
Considering above let's first talk about music and video subscription
Netflix, Disney, and other OTT platforms on average charge ₹120/month.
Now for Music, Spotify or YT music charges an average of ₹180/month for their premium subscription.
Coming the E-com"See full answer
"What is rider cancellation? Is it a rider requesting a ride but hitting the cancel button after the driver is on their way? Yes.
I can see why it's concerning since that affects our # of completed rides and driver earnings. Let's try to understand the root cause.
Rider cancellations have increased in what time period? We noticed it last week.
Was it slowly dropping for a while or did we notice it only last week? It was a sudden drop last week
How did other metrics behave last week? For eg,"
M N. - "What is rider cancellation? Is it a rider requesting a ride but hitting the cancel button after the driver is on their way? Yes.
I can see why it's concerning since that affects our # of completed rides and driver earnings. Let's try to understand the root cause.
Rider cancellations have increased in what time period? We noticed it last week.
Was it slowly dropping for a while or did we notice it only last week? It was a sudden drop last week
How did other metrics behave last week? For eg,"See full answer