"I’ve spent over 6 years building and scaling e-commerce products across EMEA and APAC.
At Jumia, I led product initiatives on the checkout and payments side. For example, I launched gamified promotions on PDP and checkout that improved engagement and delivered a 2.3x uplift in conversion. I also introduced automated installment payments and order cancellation flows, which not only improved user trust but also reduced complaints by 30% and lowered operational costs.
Before that, at Lazada, I work"
Rajeev K. - "I’ve spent over 6 years building and scaling e-commerce products across EMEA and APAC.
At Jumia, I led product initiatives on the checkout and payments side. For example, I launched gamified promotions on PDP and checkout that improved engagement and delivered a 2.3x uplift in conversion. I also introduced automated installment payments and order cancellation flows, which not only improved user trust but also reduced complaints by 30% and lowered operational costs.
Before that, at Lazada, I work"See full answer
"A confidence interval gives you a range of values where you can be reasonably sure the true value of something lies. It helps us understand the uncertainty around an estimate we've measured from a sample of data. Typically, confidence intervals are set at the 95% confidence level. For example, A/B test results show that variant B has a CTR of 10.5% and its confidence intervals are [9.8%, 11.2%], this means that based on our sampled data, we are 95% confident that the true avg CTR for variant B a"
Lucas G. - "A confidence interval gives you a range of values where you can be reasonably sure the true value of something lies. It helps us understand the uncertainty around an estimate we've measured from a sample of data. Typically, confidence intervals are set at the 95% confidence level. For example, A/B test results show that variant B has a CTR of 10.5% and its confidence intervals are [9.8%, 11.2%], this means that based on our sampled data, we are 95% confident that the true avg CTR for variant B a"See full answer
"Here is what I understand from the question.
Riders use "scheduled rides" to schedule rides for upto 24 hours in advance.
Do drivers see these scheduled rides before? Assuming no.
The drivers get matched 30min before the scheduled ride. Possible factors in matching
Location of driver
Location of rider
No. of rides the driver has had? Maybe give preference to new drivers?
Scheduled rides are only single party rides (no pool,etc)
What is our goal here?
Maximi"
Unicorn 2. - "Here is what I understand from the question.
Riders use "scheduled rides" to schedule rides for upto 24 hours in advance.
Do drivers see these scheduled rides before? Assuming no.
The drivers get matched 30min before the scheduled ride. Possible factors in matching
Location of driver
Location of rider
No. of rides the driver has had? Maybe give preference to new drivers?
Scheduled rides are only single party rides (no pool,etc)
What is our goal here?
Maximi"See full answer
"The main strength is the huge market size that it already has.
Other strength is the way google works is really familiar to everyone who use android
Challenge
Increase the revenue if the volume keeps at the same level
Keep being in the top of mind on the users with the high competence"
Cristina E. - "The main strength is the huge market size that it already has.
Other strength is the way google works is really familiar to everyone who use android
Challenge
Increase the revenue if the volume keeps at the same level
Keep being in the top of mind on the users with the high competence"See full answer
"Clarifications
Just so I understand the question, are you asking me design a mobile app to check the menu of a particular restaurant ?
Yes
Where will this app be available ? Global or US Only ?
US only
Are there any constraints that I have to keep in mind. In terms of money, time , resources etc ?
No constraints
Can i assume that the goal of the application is to enhance the dining experience of the customer ? By enhance I mean customer delight ?
Yes
Lastly,"
Madhu K. - "Clarifications
Just so I understand the question, are you asking me design a mobile app to check the menu of a particular restaurant ?
Yes
Where will this app be available ? Global or US Only ?
US only
Are there any constraints that I have to keep in mind. In terms of money, time , resources etc ?
No constraints
Can i assume that the goal of the application is to enhance the dining experience of the customer ? By enhance I mean customer delight ?
Yes
Lastly,"See full answer
"What goals would you set for Reels recommendation engine?
Clarification:
Is this Reels on Instagram, FB?
Which ones do you mean? -Instagram
What does this feature cover- Reels recommendation engine- showcases a new video to the user
when tapped
User can Like, comment , add reel to the story, remix this reel, save,
report, not interested
Why is this done?
Competition from Tiktok : Make Reels appealing to Meta userbase so that Meta doesn't lose
users, creators, brands to TikTok
Mission
"
UoP - "What goals would you set for Reels recommendation engine?
Clarification:
Is this Reels on Instagram, FB?
Which ones do you mean? -Instagram
What does this feature cover- Reels recommendation engine- showcases a new video to the user
when tapped
User can Like, comment , add reel to the story, remix this reel, save,
report, not interested
Why is this done?
Competition from Tiktok : Make Reels appealing to Meta userbase so that Meta doesn't lose
users, creators, brands to TikTok
Mission
"See full answer
"Clarifications and GoalsTimeline: Three years.
Geography: U.S. market.
Scope: Google Photos integration with Drive, Gmail, and Pixel devices.
Revenue Sources: Storage subscriptions, in-app purchases, and new streams.
Google’s Mission & ObjectivesMission: Organize the world’s information and make it accessible and useful.
Business Goals:Increase user engagement.
Boost adoption of premium tiers.
Explore new monetization streams.
Landscape AnalysisCompetitors: A"
Carlos S. - "Clarifications and GoalsTimeline: Three years.
Geography: U.S. market.
Scope: Google Photos integration with Drive, Gmail, and Pixel devices.
Revenue Sources: Storage subscriptions, in-app purchases, and new streams.
Google’s Mission & ObjectivesMission: Organize the world’s information and make it accessible and useful.
Business Goals:Increase user engagement.
Boost adoption of premium tiers.
Explore new monetization streams.
Landscape AnalysisCompetitors: A"See full answer
"Continuous learning is a core value of mine; I want to positively impact others starting from the people around me. That means, supporting my coworkers, a team, and an organization that is committed to thoughtfully solving and resolving others pain points. As long as design is able to open these opportunities for me, I plan to continue walking this path with the end goal of seeing how this attitude can blossom, influence, and compound at scale."
BC - "Continuous learning is a core value of mine; I want to positively impact others starting from the people around me. That means, supporting my coworkers, a team, and an organization that is committed to thoughtfully solving and resolving others pain points. As long as design is able to open these opportunities for me, I plan to continue walking this path with the end goal of seeing how this attitude can blossom, influence, and compound at scale."See full answer
"Estimate the number of Instagram posts per day
Assumptions: calculating for the US only
Assumption for grid photos and not stories
Equation
Number of Instagram posts / day = users * frequency / 365
Break down components
Assumption: instagram has 1 billion active user's across the world, let's assume there's 100 million active users in US
But in a day there's likely only 50% of the active users on the app
[30%] Casual Users - open the app 3-4 times a week but post once ever"
Danyal R. - "Estimate the number of Instagram posts per day
Assumptions: calculating for the US only
Assumption for grid photos and not stories
Equation
Number of Instagram posts / day = users * frequency / 365
Break down components
Assumption: instagram has 1 billion active user's across the world, let's assume there's 100 million active users in US
But in a day there's likely only 50% of the active users on the app
[30%] Casual Users - open the app 3-4 times a week but post once ever"See full answer