"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
"I was assigned to a project where the executive team said they wanted to "improve customer satisfaction" but provided no specific metrics, target outcomes, or scope. The initial brief was vague; they mentioned customer complaints were increasing, but hadn't quantified the problem or identified which customer segments or processes were involved. My responsibility was to lead the analysis and develop a solution; however, first, I needed to transform this ambiguous directive into a clearly defined"
Dhruv M. - "I was assigned to a project where the executive team said they wanted to "improve customer satisfaction" but provided no specific metrics, target outcomes, or scope. The initial brief was vague; they mentioned customer complaints were increasing, but hadn't quantified the problem or identified which customer segments or processes were involved. My responsibility was to lead the analysis and develop a solution; however, first, I needed to transform this ambiguous directive into a clearly defined"See full answer
"SELECT employees.first_name,
managers.salary AS manager_salary
FROM employees
LEFT JOIN employees AS managers
ON employees.manager_id = managers.id
WHERE employees.salary > managers.salary
`"
Tiffany A. - "SELECT employees.first_name,
managers.salary AS manager_salary
FROM employees
LEFT JOIN employees AS managers
ON employees.manager_id = managers.id
WHERE employees.salary > managers.salary
`"See full answer
Data Analyst
Coding
+4 more
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"Looking into licensing data for users to match with the validity of their plans , to set up reporting okr's and metrics from the ground up and future problem sculpting for future feature additions
I developed the metrics from the existing data tables , with uniform interpretation for datasets used across teams, keeping the modifications done in alignment with the requirements of the stakeholders.
Hypotheses for licensing metrics was laid out in a defined manner where it was feasible to cherry"
Aishwarya J. - "Looking into licensing data for users to match with the validity of their plans , to set up reporting okr's and metrics from the ground up and future problem sculpting for future feature additions
I developed the metrics from the existing data tables , with uniform interpretation for datasets used across teams, keeping the modifications done in alignment with the requirements of the stakeholders.
Hypotheses for licensing metrics was laid out in a defined manner where it was feasible to cherry"See full answer
"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
"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
"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
"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
"Define: How is daily post view calculated
Isolate Issues:
Data issue
Time period
Geo
IOS vs Android vs Web
Correlated Metrics in the funnel
DAU
Time spent/ scrolls
Engagement - likes, comments
External factors
Competitor actions
Big events
Internal factors
Product launch
Feature change"
Steve Y. - "Define: How is daily post view calculated
Isolate Issues:
Data issue
Time period
Geo
IOS vs Android vs Web
Correlated Metrics in the funnel
DAU
Time spent/ scrolls
Engagement - likes, comments
External factors
Competitor actions
Big events
Internal factors
Product launch
Feature change"See full answer
"Questions:
Should we consider US or Global?
Is there any existing market insights/research around driverless cars adoption?
Can we assume that driverless car technology is production / public ready by 2025?
Is this focus on commercial or consumer use?
Assumption:
Let's look at US to start for our estimation since Driverless car regulation and adoption trend will probably differ per country
Let's also assume we want to estimate market size for driverless cars in 2025 for consume"
Mark - "Questions:
Should we consider US or Global?
Is there any existing market insights/research around driverless cars adoption?
Can we assume that driverless car technology is production / public ready by 2025?
Is this focus on commercial or consumer use?
Assumption:
Let's look at US to start for our estimation since Driverless car regulation and adoption trend will probably differ per country
Let's also assume we want to estimate market size for driverless cars in 2025 for consume"See full answer
"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
"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
"Here's a simpler solution:
select
u.username
, count(p.postid) as countposts
from posts as p
join users as u
on p.userid = u.userid
where p.likes >= 100
group by 1
order by 2 desc, 1 asc
limit 3
`"
Bradley E. - "Here's a simpler solution:
select
u.username
, count(p.postid) as countposts
from posts as p
join users as u
on p.userid = u.userid
where p.likes >= 100
group by 1
order by 2 desc, 1 asc
limit 3
`"See full answer
"Limit and rank() only works if there are no 2 employees with same salary ( which is okay for this use case)
For the query to pass all the test results, we need to use dense_rank
with ranked_employees as
(
select id, firstname, lastname, salary,
denserank() over(order by salary desc) as salaryrank
from employees
)
select id, firstname, lastname, salary from ranked_employees
where salary_rank <= 3
`"
Vysali K. - "Limit and rank() only works if there are no 2 employees with same salary ( which is okay for this use case)
For the query to pass all the test results, we need to use dense_rank
with ranked_employees as
(
select id, firstname, lastname, salary,
denserank() over(order by salary desc) as salaryrank
from employees
)
select id, firstname, lastname, salary from ranked_employees
where salary_rank <= 3
`"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