"While interning at Numerix Analytics, I was working on a campaign analysis project where I used customer engagement data to recommend which email subject lines performed best. Based on open rate data from the past two campaigns, I concluded that short, curiosity-based subject lines were outperforming more direct ones. I recommended using that style for the next major campaign. The marketing team followed my recommendation. However, the open and click-through rates for the next campaign dropped s"
Dhruv M. - "While interning at Numerix Analytics, I was working on a campaign analysis project where I used customer engagement data to recommend which email subject lines performed best. Based on open rate data from the past two campaigns, I concluded that short, curiosity-based subject lines were outperforming more direct ones. I recommended using that style for the next major campaign. The marketing team followed my recommendation. However, the open and click-through rates for the next campaign dropped s"See full answer
"The company culture is very supportive and collaborative. Googlers are encouraged to be creative and innovative, and there is a lot of freedom to explore new ideas.
The work is challenging and rewarding. Googlers have the opportunity to work on cutting-edge projects that have a real impact on the world.
The company is committed to diversity and inclusion. Google is a great place to work for people from all backgrounds and with all different perspectives.
I am confident that I would b"
Praful B. - "The company culture is very supportive and collaborative. Googlers are encouraged to be creative and innovative, and there is a lot of freedom to explore new ideas.
The work is challenging and rewarding. Googlers have the opportunity to work on cutting-edge projects that have a real impact on the world.
The company is committed to diversity and inclusion. Google is a great place to work for people from all backgrounds and with all different perspectives.
I am confident that I would b"See full answer
"Clarifying questions : When we speak about video buffering, are we looking at long video (more than an hour), medium video, short videos and shorts? I will assume its all video types.
Is this was a steady increase or sudden one and over what time period? I will assume sudden one over last week?
Has we experienced any such issues in the past or trends? I will assume no.
Are we experiencing this globaly or for some region? I assume globaly
The KPI we are measuring is Average Video Buffering T"
Aeshvarya J. - "Clarifying questions : When we speak about video buffering, are we looking at long video (more than an hour), medium video, short videos and shorts? I will assume its all video types.
Is this was a steady increase or sudden one and over what time period? I will assume sudden one over last week?
Has we experienced any such issues in the past or trends? I will assume no.
Are we experiencing this globaly or for some region? I assume globaly
The KPI we are measuring is Average Video Buffering T"See full answer
"Clarification Questions :
Do all 10000 persons need Email access, or is 10000 people the colony's size? : Yes, 10000 people will use emails.
As I am a PM for Gmail, I assume we are focusing just on email as a form of communication: Yes.
Are there any requirements on the size of attachments allowable in the emails? : I will leave it up to you.
Understand the user behavior -> Identify key metrics -> Make quantitative estimation -> Understand plans -> Propose network bandwidth.
User b"
Navin T. - "Clarification Questions :
Do all 10000 persons need Email access, or is 10000 people the colony's size? : Yes, 10000 people will use emails.
As I am a PM for Gmail, I assume we are focusing just on email as a form of communication: Yes.
Are there any requirements on the size of attachments allowable in the emails? : I will leave it up to you.
Understand the user behavior -> Identify key metrics -> Make quantitative estimation -> Understand plans -> Propose network bandwidth.
User b"See full answer
"Clarifying/Assumptions:
Assuming improvement refers to lift in engagement in this case.
Youtube refers to the WWW and mobile platforms.
Key User Segments:
Creators
Influencers/Celebrities
Video bloggers
Regular users
Viewers
Power watchers
Casual watchers
Churned watchers
Selecting the Influencer segment from the above list since it is a smaller volume of users and will have a big impact on viewers. Also, it is easier to understand"
P K. - "Clarifying/Assumptions:
Assuming improvement refers to lift in engagement in this case.
Youtube refers to the WWW and mobile platforms.
Key User Segments:
Creators
Influencers/Celebrities
Video bloggers
Regular users
Viewers
Power watchers
Casual watchers
Churned watchers
Selecting the Influencer segment from the above list since it is a smaller volume of users and will have a big impact on viewers. Also, it is easier to understand"See full answer
Product Manager
Product Design
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Are you serious?
What kind of dog is it?
Why would a dog watch Netflix?
What kind of movies do they like?
Why are we only considering dogs? What’s wrong with cats?
Are they going to play movies by themselves?
Is it for pet dogs or stray dogs?
Who will pay the subscription fees for them?
"
Rupam S. - "Are you serious?
What kind of dog is it?
Why would a dog watch Netflix?
What kind of movies do they like?
Why are we only considering dogs? What’s wrong with cats?
Are they going to play movies by themselves?
Is it for pet dogs or stray dogs?
Who will pay the subscription fees for them?
"See full answer
"The key here is a) not to overreact to Sales bypassing me going straight to Engineering (while understanding every team acts according to their incentives), and b) communicate with all parties as much as possible to get everyone on the same page.
1) First, I'd speak to Sales and understand the feature being requested. I consider Sales to be one of the most important primary research funnels - they have direct, regular touchpoints with the client and are finely attuned to the lifeblood o"
Sachin P. - "The key here is a) not to overreact to Sales bypassing me going straight to Engineering (while understanding every team acts according to their incentives), and b) communicate with all parties as much as possible to get everyone on the same page.
1) First, I'd speak to Sales and understand the feature being requested. I consider Sales to be one of the most important primary research funnels - they have direct, regular touchpoints with the client and are finely attuned to the lifeblood o"See full answer
"CQ:
Goal - connect two large continents, reduce the distance
Is it a motorable bridge -?
Any specific use case on mind?
Summarise: come up with the use cases of the bridge
Google’s mission -> organise world’s information and make them more accessible and useful
A bridge that way is a great way to reduce the distance between two large separate continents. This bridge can help spread information faster
Possible Use cases of the bridge:
Transportation of physical goods: Since road tran"
Anonymous Newt - "CQ:
Goal - connect two large continents, reduce the distance
Is it a motorable bridge -?
Any specific use case on mind?
Summarise: come up with the use cases of the bridge
Google’s mission -> organise world’s information and make them more accessible and useful
A bridge that way is a great way to reduce the distance between two large separate continents. This bridge can help spread information faster
Possible Use cases of the bridge:
Transportation of physical goods: Since road tran"See full answer
"First, I would make the following assumptions to solve this question without instant feedback.
Assumptions:
The main use cases for the refrigerator will be to maintain food in the right temperature and will not include making ice cubs or pouring water
The only disability of the user is blindness
Then, I would identify the main flows used when maintaining food refrigerated, which are:
Putting food into the fridge
Taking out food out of the fridge
Within these flow these are som"
Maritza C. - "First, I would make the following assumptions to solve this question without instant feedback.
Assumptions:
The main use cases for the refrigerator will be to maintain food in the right temperature and will not include making ice cubs or pouring water
The only disability of the user is blindness
Then, I would identify the main flows used when maintaining food refrigerated, which are:
Putting food into the fridge
Taking out food out of the fridge
Within these flow these are som"See full answer
"1. Sales & Revenue Metrics
Total Units Sold – Tracks overall headset sales volume.
Revenue Growth (%) – Measures whether revenue is increasing from headset sales over time.
Sales by Channel – Identifies how sales are distributed across Google Store, third-party retailers (Amazon, Best Buy), and carrier partnerships.
Sales by Region – Helps understand geographic demand and refine regional marketing efforts.
Attach Rate – Measures how often the headset is purc"
fuzzyicecream14 - "1. Sales & Revenue Metrics
Total Units Sold – Tracks overall headset sales volume.
Revenue Growth (%) – Measures whether revenue is increasing from headset sales over time.
Sales by Channel – Identifies how sales are distributed across Google Store, third-party retailers (Amazon, Best Buy), and carrier partnerships.
Sales by Region – Helps understand geographic demand and refine regional marketing efforts.
Attach Rate – Measures how often the headset is purc"See full answer
"Context / clarifying questions:
Should I assume this is part of Google company?
Let’s assume yes
Let’s assume we’re building this for Waymo, Google parent company
Self-driving cars industry today
It’s evolving a lot. I do not have much information on the industry but I know Waymo self driving cars are progressing and there are self-driving taxis already running.
Why are we building this and why are we building this now
Mainly to understand if this makes sense to"
Sofiya H. - "Context / clarifying questions:
Should I assume this is part of Google company?
Let’s assume yes
Let’s assume we’re building this for Waymo, Google parent company
Self-driving cars industry today
It’s evolving a lot. I do not have much information on the industry but I know Waymo self driving cars are progressing and there are self-driving taxis already running.
Why are we building this and why are we building this now
Mainly to understand if this makes sense to"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
"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
"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
"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
"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