"Described a scenario where I joined an established project as an EM
Typical medium sized team - 6 devs, 2 testers, PO, PM (part time) Scrum master (very hands off)
The product was well established and already being used by circa 30000 single country based users for the companies own products (personal banking capabilities)
We were due to go live with a BIG change about 2 months after I joined - this change meant a user could manage multiple personal banking accounts from the 1 interface. We w"
Hans - "Described a scenario where I joined an established project as an EM
Typical medium sized team - 6 devs, 2 testers, PO, PM (part time) Scrum master (very hands off)
The product was well established and already being used by circa 30000 single country based users for the companies own products (personal banking capabilities)
We were due to go live with a BIG change about 2 months after I joined - this change meant a user could manage multiple personal banking accounts from the 1 interface. We w"See full answer
"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
"Okay, so I understand the question: "how does Google Maps compute estimated time of arrival"...
There are a couple scenarios when ETA is calculated: planning a future journey, planning current journey. Can we assume scope to the current journey? The learnings will likely be transferable. User inputs to ETA include origin, destination, and route chosen. Let's assume first that the user has chosen an origin, destination, and a route chosen. We can come back to these assumptions later.
The way I'"
Daniel P. - "Okay, so I understand the question: "how does Google Maps compute estimated time of arrival"...
There are a couple scenarios when ETA is calculated: planning a future journey, planning current journey. Can we assume scope to the current journey? The learnings will likely be transferable. User inputs to ETA include origin, destination, and route chosen. Let's assume first that the user has chosen an origin, destination, and a route chosen. We can come back to these assumptions later.
The way I'"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
"Answering only estimation portion for practice (for some reason after submitting the formatting is unorganized)
clarification and assumptions
can I assume this grocery store location is called Greens
can I assume that self-checkout means that customers checks out without assistance?
can I assume that cashier checkout means that cashier assists customers with checkout?
can I assume that ratio means how man self-checkouts should be place at this grocery store compare"
Ama M. - "Answering only estimation portion for practice (for some reason after submitting the formatting is unorganized)
clarification and assumptions
can I assume this grocery store location is called Greens
can I assume that self-checkout means that customers checks out without assistance?
can I assume that cashier checkout means that cashier assists customers with checkout?
can I assume that ratio means how man self-checkouts should be place at this grocery store compare"See full answer
Product Manager
Product Strategy
+1 more
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Clarifying questions:
I assume we're focused on the consumer side of this?
** Yes
I am assuming post booking begins immediately after booking a ticket and ends when the user leaves the airport at their destination. Does that sound right?
** Yes
Goals:
United Airlines wants to get its passengers to their destination seamlessly, safely, and on time.
Users:
I think about user groups in 3 main buckets.
1) 24 hours following booking
2) >24 following booking through 24 hours before boarding
"
Steven M. - "Clarifying questions:
I assume we're focused on the consumer side of this?
** Yes
I am assuming post booking begins immediately after booking a ticket and ends when the user leaves the airport at their destination. Does that sound right?
** Yes
Goals:
United Airlines wants to get its passengers to their destination seamlessly, safely, and on time.
Users:
I think about user groups in 3 main buckets.
1) 24 hours following booking
2) >24 following booking through 24 hours before boarding
"See full answer
"I depends on the severity of the bug and the impact of the new feature. Is the bug a blocker and is having direct impact on the business flow? Is the new feature mission critical and has a major impact on customer experience, revenue, business, etc. Conduct an analysis. Include key stakeholders in this discussion."
Kiran K. - "I depends on the severity of the bug and the impact of the new feature. Is the bug a blocker and is having direct impact on the business flow? Is the new feature mission critical and has a major impact on customer experience, revenue, business, etc. Conduct an analysis. Include key stakeholders in this discussion."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
"First I'd like to clarify the definition of reactions and confirm that it's same as what exists today.
Definition: Reactions provides users the ability to provide richer expression beyond 'like'
Business goal: Since this is a mature product, the business goal is to improve user engagement
Product goal: Bring people closer together by letting people provide more accurate sentiment to the community based on the content
Personas: 1. Content creator 2. user using reactions
**Li"
P R. - "First I'd like to clarify the definition of reactions and confirm that it's same as what exists today.
Definition: Reactions provides users the ability to provide richer expression beyond 'like'
Business goal: Since this is a mature product, the business goal is to improve user engagement
Product goal: Bring people closer together by letting people provide more accurate sentiment to the community based on the content
Personas: 1. Content creator 2. user using reactions
**Li"See full answer
"Clarifying questions
Scope: Just Reels in Facebook, or Instagram too? Mobile and desktop?
Goal: Any specific goal we know of or up to me to decide?
Framework/Overview
Strategy
Metric options with pros/cons
North Star Metric (NSM)
Risks & countermetrics
Strategy / The Why: we want to give people …
Meta: the power to build community + Bring people closer together
Reels: new form of self-expression / entertainment with short form video and pro editing tools
Ads in Re"
Mike Z. - "Clarifying questions
Scope: Just Reels in Facebook, or Instagram too? Mobile and desktop?
Goal: Any specific goal we know of or up to me to decide?
Framework/Overview
Strategy
Metric options with pros/cons
North Star Metric (NSM)
Risks & countermetrics
Strategy / The Why: we want to give people …
Meta: the power to build community + Bring people closer together
Reels: new form of self-expression / entertainment with short form video and pro editing tools
Ads in Re"See full answer
"WITH filtered_posts AS (
SELECT
p.user_id,
p.issuccessfulpost
FROM
post p
WHERE
p.postdate >= '2023-11-01' AND p.postdate < '2023-12-01'
),
post_summary AS (
SELECT
pu.user_type,
COUNT(*) AS post_attempt,
SUM(CASE WHEN fp.issuccessfulpost = 1 THEN 1 ELSE 0 END) AS post_success
FROM
filtered_posts fp
JOIN
postuser pu ON fp.userid = pu.user_id
GROUP BY
pu.user_type
)
SELECT
user_type,
post_success,
post_attempt,
CAST(postsuccess AS FLOAT) / postattempt AS postsuccessrate
FROM
po"
David I. - "WITH filtered_posts AS (
SELECT
p.user_id,
p.issuccessfulpost
FROM
post p
WHERE
p.postdate >= '2023-11-01' AND p.postdate < '2023-12-01'
),
post_summary AS (
SELECT
pu.user_type,
COUNT(*) AS post_attempt,
SUM(CASE WHEN fp.issuccessfulpost = 1 THEN 1 ELSE 0 END) AS post_success
FROM
filtered_posts fp
JOIN
postuser pu ON fp.userid = pu.user_id
GROUP BY
pu.user_type
)
SELECT
user_type,
post_success,
post_attempt,
CAST(postsuccess AS FLOAT) / postattempt AS postsuccessrate
FROM
po"See full answer
"Initial Assumptions
I’m going to assume that this is a blue sky question, and there aren’t any constraints in terms of geo, funding, etc.
With that in mind, one deeply unoptimized product is… a parking meter.
I’ll assume for the sake of this answer that we’re focusing on parking in an urban environment since that’s where most parking-related friction exists.
I’m also going to assume that we’re a startup and don’t have any special strengths/ weaknesses that we need to account for"
Philip C. - "Initial Assumptions
I’m going to assume that this is a blue sky question, and there aren’t any constraints in terms of geo, funding, etc.
With that in mind, one deeply unoptimized product is… a parking meter.
I’ll assume for the sake of this answer that we’re focusing on parking in an urban environment since that’s where most parking-related friction exists.
I’m also going to assume that we’re a startup and don’t have any special strengths/ weaknesses that we need to account for"See full answer
"Clarify:
Are we talking about traditional noise-cancelling which cancels noise for listeners or we are talking about the speaker side noise-cancellation? - Interviewer replied: Both
Are we exploring to build something on top of existing hardware around Meta VR products or something in general? - Interviewer replied: up to you.
High level though process (Could be detailed with more structure):
Considering Meta's vision on building metaverse, where meta currently has AR/VR products li"
Anonymous Shark - "Clarify:
Are we talking about traditional noise-cancelling which cancels noise for listeners or we are talking about the speaker side noise-cancellation? - Interviewer replied: Both
Are we exploring to build something on top of existing hardware around Meta VR products or something in general? - Interviewer replied: up to you.
High level though process (Could be detailed with more structure):
Considering Meta's vision on building metaverse, where meta currently has AR/VR products li"See full answer
"#include
#include
#include
using namespace std;
vector diff(const vector& A, const vector& B) {
unordered_set elements;
vector result;
for (const auto& element : A) {
elements.insert(element);
}
for (const auto& element : B) {
if (elements.find(element) == elements.end()) {
result.push_back(element);
} else {
elements.erase(element);
}
}
for"
Warrenbuff - "#include
#include
#include
using namespace std;
vector diff(const vector& A, const vector& B) {
unordered_set elements;
vector result;
for (const auto& element : A) {
elements.insert(element);
}
for (const auto& element : B) {
if (elements.find(element) == elements.end()) {
result.push_back(element);
} else {
elements.erase(element);
}
}
for"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
"Wrote up a simple cache system using python dict. Added TTL requirement. Then went into code-level concurrency issues for the cache."
S R. - "Wrote up a simple cache system using python dict. Added TTL requirement. Then went into code-level concurrency issues for the cache."See full answer
"Great question. My favourite product is YouTube Music. Let's see on what its strategy should be for next year.
Clarifying questions
No clarifying questions on this as I will be working with my favourite products. I will have few assumptions which I will state out before we proceed.
Assumptions
Assuming that we need to come up with strategy for YouTube Music app - not considering YouTube as a whole as part of this.
I am considering overall audio streaming as the space to come up with the s"
Harshit G. - "Great question. My favourite product is YouTube Music. Let's see on what its strategy should be for next year.
Clarifying questions
No clarifying questions on this as I will be working with my favourite products. I will have few assumptions which I will state out before we proceed.
Assumptions
Assuming that we need to come up with strategy for YouTube Music app - not considering YouTube as a whole as part of this.
I am considering overall audio streaming as the space to come up with the s"See full answer
"Some follow-up questions to correctly understand what "improve" means here?
Is it to have:
more riders,
better user experience,
monetization,
more/new market penetration.
Let's assume interviewer requested to choose whatever I prefer.
I choose better user experience which might trigger other areas of improvement as well.
Some more probing questions:
To I need to consider USA only or any other country/region or global?
Can I consider only popular on demand taxi service for this question?
One wa"
Manohar A. - "Some follow-up questions to correctly understand what "improve" means here?
Is it to have:
more riders,
better user experience,
monetization,
more/new market penetration.
Let's assume interviewer requested to choose whatever I prefer.
I choose better user experience which might trigger other areas of improvement as well.
Some more probing questions:
To I need to consider USA only or any other country/region or global?
Can I consider only popular on demand taxi service for this question?
One wa"See full answer