Interview Questions

Review this list of 3,944 interview questions and answers verified by hiring managers and candidates.
  • +21

    "A YoY decline in conversion actually seems like it's not that unexpected of a finding but I think you'd need to know how Nike operates. They regularly release sneakers that are limited edition, highly-sought-after, and are sold out within seconds of release. So there are probably a lot of people who are able to add items to their cart, only to find out that the items are actually sold out before they are able to complete the sale. If that were the root cause in this question, I'm curious if ther"

    Spencer W. - "A YoY decline in conversion actually seems like it's not that unexpected of a finding but I think you'd need to know how Nike operates. They regularly release sneakers that are limited edition, highly-sought-after, and are sold out within seconds of release. So there are probably a lot of people who are able to add items to their cart, only to find out that the items are actually sold out before they are able to complete the sale. If that were the root cause in this question, I'm curious if ther"See full answer

    Execution
    Analytical
  • Microsoft logoAsked at Microsoft 
    Video answer for 'How do you select the value of 'k' in the k-means algorithm?'
    +1

    "Picking the value of 'k' can be little tricky. One simple approach would be to start with elbow method. Try different 'k' values and plot them on a graph like an experiment. When the graph starts to look like an elbow, that's a good 'k' to pick! Also keep in mind you may not always have clearly clustered data. The elbow may not be clear and sharp as you expect. Hope this helps."

    Praveen D. - "Picking the value of 'k' can be little tricky. One simple approach would be to start with elbow method. Try different 'k' values and plot them on a graph like an experiment. When the graph starts to look like an elbow, that's a good 'k' to pick! Also keep in mind you may not always have clearly clustered data. The elbow may not be clear and sharp as you expect. Hope this helps."See full answer

    Machine Learning Engineer
    Concept
    +1 more
  • Amazon logoAsked at Amazon 

    "I told a story about how our team was focussed on moving a key metric i.e. NPS and to do that we build 3 top requested user feature. Post release the detractors % didn't move even though the detractors request for features shipped went down. Then I connect with users and did some analysis post which we realised that we need to pivot our focus from shipping features to enabling complete workflows for our users i.e. shipping all those feature which are used together in a feature as then only users"

    Aditya S. - "I told a story about how our team was focussed on moving a key metric i.e. NPS and to do that we build 3 top requested user feature. Post release the detractors % didn't move even though the detractors request for features shipped went down. Then I connect with users and did some analysis post which we realised that we need to pivot our focus from shipping features to enabling complete workflows for our users i.e. shipping all those feature which are used together in a feature as then only users"See full answer

    Product Manager
    Behavioral
    +1 more
  • Google logoAsked at Google 
    Video answer for 'Write functions to serialize and deserialize a list of strings.'
    +4

    "One thing is not clear to me, We encoded the length of the word to a character, but the max number which can be converted to char ascii is 255. How will it work for length till 65535?"

    Curly T. - "One thing is not clear to me, We encoded the length of the word to a character, but the max number which can be converted to char ascii is 255. How will it work for length till 65535?"See full answer

    Software Engineer
    Coding
    +1 more
  • "During my time as a Product Manager, we were preparing for a major product release with a tight deadline and discovered that implementing both a new feature and crucial performance improvements wasn't feasible within the timeframe. So, I organized a meeting with stakeholders to assess the impact of each option. We analyzed user data, projected ROI, and considered long-term product strategy. Ultimately, I decided to prioritize the performance improvements. As a result, the product launched on tim"

    Vaishnavi T. - "During my time as a Product Manager, we were preparing for a major product release with a tight deadline and discovered that implementing both a new feature and crucial performance improvements wasn't feasible within the timeframe. So, I organized a meeting with stakeholders to assess the impact of each option. We analyzed user data, projected ROI, and considered long-term product strategy. Ultimately, I decided to prioritize the performance improvements. As a result, the product launched on tim"See full answer

    Product Manager
    Behavioral
    +1 more
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  • Google Cloud (GCP) logoAsked at Google Cloud (GCP) 

    "This is a product design question in which we have explored both hardware and software solution I think in this age of advance technology, blind people deserve much more. There are so many beautiful landscapes and sceneries in the world which are totally inaccessible to the blind people. It would be great if we would be able to provide that kind of experience to them. Clarification questions : Shailesh : When we are building camera, so are we thinking of any digital app or the physical"

    Anonymous Muskox - "This is a product design question in which we have explored both hardware and software solution I think in this age of advance technology, blind people deserve much more. There are so many beautiful landscapes and sceneries in the world which are totally inaccessible to the blind people. It would be great if we would be able to provide that kind of experience to them. Clarification questions : Shailesh : When we are building camera, so are we thinking of any digital app or the physical"See full answer

    Product Design
  • Lyft logoAsked at Lyft 
    +7

    "I would ask what are the currently supported modes of transport. Assuming cars, luxury cars, transit. Bike and scooter is off limits. Also assuming Lyft is available only in the US currently. Then I would start off with the Goal. Why does Lyft want to launch a new mode of transport. Assuming possible reasons in order of priority: 1) To gain market share 2) To gain new users (riders/drivers) 3) Improve experience of users (riders/drivers) Do we have restrictions on country that we can l"

    Unicorn 2. - "I would ask what are the currently supported modes of transport. Assuming cars, luxury cars, transit. Bike and scooter is off limits. Also assuming Lyft is available only in the US currently. Then I would start off with the Goal. Why does Lyft want to launch a new mode of transport. Assuming possible reasons in order of priority: 1) To gain market share 2) To gain new users (riders/drivers) 3) Improve experience of users (riders/drivers) Do we have restrictions on country that we can l"See full answer

    Product Design
    Product Strategy
  • Microsoft logoAsked at Microsoft 

    "When I look to join a company, I think of long term association. Hence, I put a lot of focus on the team that I am going to work with, the culture, the value that I will add to the company & the opportunities for me to learn & grow. Microsoft is one of the pioneers in the tech industry touching the lives of many corporate and consumer clients and helping them to achieve more. To answer your question specifically, i would say -: Microsoft will provide me a platform to work with some of the sma"

    Amit A. - "When I look to join a company, I think of long term association. Hence, I put a lot of focus on the team that I am going to work with, the culture, the value that I will add to the company & the opportunities for me to learn & grow. Microsoft is one of the pioneers in the tech industry touching the lives of many corporate and consumer clients and helping them to achieve more. To answer your question specifically, i would say -: Microsoft will provide me a platform to work with some of the sma"See full answer

    Technical Program Manager
    Behavioral
    +1 more
  • DoorDash logoAsked at DoorDash 
    Product Manager
    Product Strategy
  • Booking.com logoAsked at Booking.com 

    "I always look at the project from three angles, Scope, Schedule, and Cost. To measure the success of the project we also have to look at the other factors, other than the scope, schedule and cost. Here are some of the factors I look at while measuring the success : Metrics : While defining the Goal of the program, we also define the metrics. To assess whether the goal is getting achieved or not, we need to measure the metrics i.e whether the metrics of the program are getting hit or not. For e"

    Tanu M. - "I always look at the project from three angles, Scope, Schedule, and Cost. To measure the success of the project we also have to look at the other factors, other than the scope, schedule and cost. Here are some of the factors I look at while measuring the success : Metrics : While defining the Goal of the program, we also define the metrics. To assess whether the goal is getting achieved or not, we need to measure the metrics i.e whether the metrics of the program are getting hit or not. For e"See full answer

    Technical Program Manager
    Program Sense
  • +1

    "I’d discuss definition of keywords: UPI ( service ) and what does revenue mean in UPI Assume goals - Increase 50% by the next one year Geo - India User Users to Users ( P2P ) Users to Merchant ( P2M ) Merchants to Merchant (small-scale UPI ) Picked User Segment - Users to Merchant ( P2M ) Pain points Subscriptions Tap on pay Frauds / Trust issues Upper cap 1L No Cost EMI / EMI on UPIs Credit on UPIs Spending Insights Integrations with devices - smartwatches, smart TVs, sm"

    KittyKat - "I’d discuss definition of keywords: UPI ( service ) and what does revenue mean in UPI Assume goals - Increase 50% by the next one year Geo - India User Users to Users ( P2P ) Users to Merchant ( P2M ) Merchants to Merchant (small-scale UPI ) Picked User Segment - Users to Merchant ( P2M ) Pain points Subscriptions Tap on pay Frauds / Trust issues Upper cap 1L No Cost EMI / EMI on UPIs Credit on UPIs Spending Insights Integrations with devices - smartwatches, smart TVs, sm"See full answer

    Product Manager
    Product Strategy
  • Microsoft logoAsked at Microsoft 
    Video answer for 'How would you improve the experience of moving to a new city?'
    +1

    " I would ask some clarifying questions to refine my objective and know about our users? What do you mean by experience? Travel, food, short stay, long stay, dating, event, work, airport, registration? - Improve Food, Travel, Event experience, which can be a short or long stay. What do you mean by the movement to a new city? International travel/ within a specific country (designing solution for any country?) or any geography? - within a country suppose India What is our business objecti"

    Ajinkya P. - " I would ask some clarifying questions to refine my objective and know about our users? What do you mean by experience? Travel, food, short stay, long stay, dating, event, work, airport, registration? - Improve Food, Travel, Event experience, which can be a short or long stay. What do you mean by the movement to a new city? International travel/ within a specific country (designing solution for any country?) or any geography? - within a country suppose India What is our business objecti"See full answer

    Product Design
    Analytical
    +1 more
  • Meta (Facebook) logoAsked at Meta (Facebook) 
    +2

    "Clarifying questions: Q: So FB locals is a standalone app that has reviews of local businesses? What is the current state of the product? A: Yes. It recently relaunched and branded. Facebooks mission is to connect people and help them build community, FB local fits into this by using the power of the large social network to surface businesses and events and uses signals such as reviews to build trust and provide value. So its of the utmost importance that the reviews are authentic. Goal: I"

    Anonymous Hummingbird - "Clarifying questions: Q: So FB locals is a standalone app that has reviews of local businesses? What is the current state of the product? A: Yes. It recently relaunched and branded. Facebooks mission is to connect people and help them build community, FB local fits into this by using the power of the large social network to surface businesses and events and uses signals such as reviews to build trust and provide value. So its of the utmost importance that the reviews are authentic. Goal: I"See full answer

    Product Design
    System Design
  • Meta (Facebook) logoAsked at Meta (Facebook) 

    "Evication Strategy: LFU Access Pattern: Write Around"

    Yomna H. - "Evication Strategy: LFU Access Pattern: Write Around"See full answer

    Software Engineer
    System Design
  • Adobe logoAsked at Adobe 
    Video answer for 'Given the root of a binary tree of integers, return the maximum path sum.'

    "\# Definition for a binary tree node. class TreeNode: def init(self, val=0, left=None, right=None): self.val = val self.left = left self.right = right class Solution: def maxPathSum(self, root: TreeNode) -> int: self.max_sum = float('-inf')"

    Jerry O. - "\# Definition for a binary tree node. class TreeNode: def init(self, val=0, left=None, right=None): self.val = val self.left = left self.right = right class Solution: def maxPathSum(self, root: TreeNode) -> int: self.max_sum = float('-inf')"See full answer

    Software Engineer
    Data Structures & Algorithms
    +4 more
  • Amazon logoAsked at Amazon 

    "Was the statement very similar to the leetcode or was it changed and only the main idea remained?"

    Anonymous Wombat - "Was the statement very similar to the leetcode or was it changed and only the main idea remained?"See full answer

    Software Engineer
    Data Structures & Algorithms
    +1 more
  • Amazon logoAsked at Amazon 

    "Achieving your metric of success (Daily Active Users, Engagement etc.) Improving user sentiment in their experience of using the product Attention given to accessibility, visual design and content hierarchy The product design aligns with goals and branding of company Product clearly communicates value to our users and helps them achieve their goals"

    Ben G. - "Achieving your metric of success (Daily Active Users, Engagement etc.) Improving user sentiment in their experience of using the product Attention given to accessibility, visual design and content hierarchy The product design aligns with goals and branding of company Product clearly communicates value to our users and helps them achieve their goals"See full answer

    Solutions Architect
    Behavioral
    +2 more
  • Google logoAsked at Google 
    +4

    "Assumption: I’m estimating the minimum number of trains required to fulfil maximum demand I’m including all trains that’s serving NYC Formula: Before I state my formula, I would like to mention a few things I will be calculating the number of trains required to fulfill all demand at the peak time during a workday. I assume peak time lasts for 2 hours I’m assuming that a train takes 2 hours to complete one roundtrip on its route, which means any given train can service rider"

    Qusai B. - "Assumption: I’m estimating the minimum number of trains required to fulfil maximum demand I’m including all trains that’s serving NYC Formula: Before I state my formula, I would like to mention a few things I will be calculating the number of trains required to fulfill all demand at the peak time during a workday. I assume peak time lasts for 2 hours I’m assuming that a train takes 2 hours to complete one roundtrip on its route, which means any given train can service rider"See full answer

    Estimation
    System Design
  • Stripe logoAsked at Stripe 

    "I'd start by trying to understand the high level north star for Stripe Atlas with respect to Stripe's mission of increasing the GDP of the internet. Example north star: Increase successfully created startups MoM, YoY I'd ask the interviewer to confirm my understanding on the following: Atlas allows entrepreneurs to easily launch their startups within a matter of only a few days from signup to receiving a tax ID. I would take this understanding and understand the input metrics towards the n"

    Michelle D. - "I'd start by trying to understand the high level north star for Stripe Atlas with respect to Stripe's mission of increasing the GDP of the internet. Example north star: Increase successfully created startups MoM, YoY I'd ask the interviewer to confirm my understanding on the following: Atlas allows entrepreneurs to easily launch their startups within a matter of only a few days from signup to receiving a tax ID. I would take this understanding and understand the input metrics towards the n"See full answer

    Execution
    Analytical
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