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Interview Questions

Review this list of 4,415 interview questions and answers verified by hiring managers and candidates.
  • "P(A) = 0.6 P(B) = 0.4 P(D|A) = 0.05 P(D|B) = 0.03 Question asks to solve for P(A|D) P(A|D) = (P(D|A) x P(A))/P(D) = (0.05 x 0.6)/(P(D|A) x P(A) + P(D|B) x P(B)) = (0.05 x 0.6)/(0.05 x 0.6+0.03 x 0.4) = 30/42 = 5/7 = 0.714 Notice above that P(D) = P(D|A) x P(A) + P(D|B) x P (B)"

    Saurabh K. - "P(A) = 0.6 P(B) = 0.4 P(D|A) = 0.05 P(D|B) = 0.03 Question asks to solve for P(A|D) P(A|D) = (P(D|A) x P(A))/P(D) = (0.05 x 0.6)/(P(D|A) x P(A) + P(D|B) x P(B)) = (0.05 x 0.6)/(0.05 x 0.6+0.03 x 0.4) = 30/42 = 5/7 = 0.714 Notice above that P(D) = P(D|A) x P(A) + P(D|B) x P (B)"See full answer

    Statistics & Experimentation
  • "First, let me clarify a few points to ensure I understand the scope of the case study correctly: • Scope of Resources and Timeline: Are there any constraints on resources or timeline we should consider, or can we assume unlimited resources for this project? • Target Market: Is this tool aimed at a global market or specific regions? • Integration: Should the tool integrate with existing TikTok Shop features, or are we developing a standalone solution? • Technological Capabilities: Are there s"

    Vihari K. - "First, let me clarify a few points to ensure I understand the scope of the case study correctly: • Scope of Resources and Timeline: Are there any constraints on resources or timeline we should consider, or can we assume unlimited resources for this project? • Target Market: Is this tool aimed at a global market or specific regions? • Integration: Should the tool integrate with existing TikTok Shop features, or are we developing a standalone solution? • Technological Capabilities: Are there s"See full answer

    Product Manager
    Product Design
  • Adobe logoAsked at Adobe 

    "Use a representative of each, e.g. sort the string and add it to the value of a hashmap> where we put all the words that belong to the same anagram together."

    Gaston B. - "Use a representative of each, e.g. sort the string and add it to the value of a hashmap> where we put all the words that belong to the same anagram together."See full answer

    Software Engineer
    Data Structures & Algorithms
    +4 more
  • Data Scientist
    Behavioral
  • Uber logoAsked at Uber 

    "I assume I'm a Product Manager at Uber Eats and I believe we are talking about a food delivery and grocery delivery application that's part of the Uber ecosystem. Yes Before I start looking into the problem statement, I want to ask a few clarifying questions if it's fine with you. Yes Is there any specific reason that I should know why Uber Eats could look into improving the product may be reasons such as an increase in customer queries, any competitive initiatives, etc.? Nothing in spec"

    Mahesh G. - "I assume I'm a Product Manager at Uber Eats and I believe we are talking about a food delivery and grocery delivery application that's part of the Uber ecosystem. Yes Before I start looking into the problem statement, I want to ask a few clarifying questions if it's fine with you. Yes Is there any specific reason that I should know why Uber Eats could look into improving the product may be reasons such as an increase in customer queries, any competitive initiatives, etc.? Nothing in spec"See full answer

    Product Manager
    Product Design
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  • "Hangouts 100k feedback gave 3* rating, in 2013. What to do next Clarify: Solving for 2013, should disregard changes made (Allo, Gchat, Gmeet) since then? [yes] Is this on any specific platform - App Store or Play store? [both] Consumer or Enterprise [consumer] Problem framing - - - - - - - - - - - - - Mission: org world info., be helpful. Hangouts role in this mission to help users stay connected, exchange info and content (via messages and calls) Biz/ Prod goals Growth/ acq Install ba"

    Calyan - "Hangouts 100k feedback gave 3* rating, in 2013. What to do next Clarify: Solving for 2013, should disregard changes made (Allo, Gchat, Gmeet) since then? [yes] Is this on any specific platform - App Store or Play store? [both] Consumer or Enterprise [consumer] Problem framing - - - - - - - - - - - - - Mission: org world info., be helpful. Hangouts role in this mission to help users stay connected, exchange info and content (via messages and calls) Biz/ Prod goals Growth/ acq Install ba"See full answer

    Product Manager
    Analytical
    +1 more
  • Amazon logoAsked at Amazon 

    "1) Have a common goal 2) Have a clear and fair accountability between teams 3) Ensure conflicts are resolved in time on common issues 4) Promote common Brain-storming , problem solving sessions 5) Most important , Have clear and effective communication established and practised"

    Saurabh N. - "1) Have a common goal 2) Have a clear and fair accountability between teams 3) Ensure conflicts are resolved in time on common issues 4) Promote common Brain-storming , problem solving sessions 5) Most important , Have clear and effective communication established and practised"See full answer

    Data Engineer
    Behavioral
    +5 more
  • Google logoAsked at Google 

    "Goal Clarification Let’s start by clarifying the goals on the in-flight entertainment system. My assumption is that the goal to enhance/improve the in-flight customer experience and increase passenger loyalty rather than generating additional revenue. User Segments We can broadly segment the customers into casual traveler frequent traveler frequent business frequent leisure travelers Given that frequent business traveler account for the highest airline revenue"

    Kunal S. - "Goal Clarification Let’s start by clarifying the goals on the in-flight entertainment system. My assumption is that the goal to enhance/improve the in-flight customer experience and increase passenger loyalty rather than generating additional revenue. User Segments We can broadly segment the customers into casual traveler frequent traveler frequent business frequent leisure travelers Given that frequent business traveler account for the highest airline revenue"See full answer

    Product Design
  • Anthropic logoAsked at Anthropic 

    "Thanks for the question! This is one of my favourite topics because it’s at the core of what we do as PMs DAILY: making the complex simple to drive alignment. I’ve got a structured way to approach this, and I’ll use it to explain payment aggregators - like Plaid - and how they enable Open Banking, with a twist about a technical hiccup I’ve seen in practice. Let’s dive in. I start by assessing the audience. Say I’m talking to a marketing manager at Transak - someone sharp but not techni"

    Adarsh S. - "Thanks for the question! This is one of my favourite topics because it’s at the core of what we do as PMs DAILY: making the complex simple to drive alignment. I’ve got a structured way to approach this, and I’ll use it to explain payment aggregators - like Plaid - and how they enable Open Banking, with a twist about a technical hiccup I’ve seen in practice. Let’s dive in. I start by assessing the audience. Say I’m talking to a marketing manager at Transak - someone sharp but not techni"See full answer

    Technical Program Manager
    Behavioral
    +3 more
  • American Express logoAsked at American Express 

    "Thanks you for sharing insight about the app which I would liek to summarize in 2 structures: functional 2 technical requirement. Requirements: Functional requirement: Able to share messages, siles , and other content like photos, sounds Create groups for conversaion Size: 500 million users, 50m DAU -> 500M active chats daily Files not stored in the system but is can be shared.. Integaration with other APPs Technical requirement: Availability: Can you help me to understand the a"

    Istvan K. - "Thanks you for sharing insight about the app which I would liek to summarize in 2 structures: functional 2 technical requirement. Requirements: Functional requirement: Able to share messages, siles , and other content like photos, sounds Create groups for conversaion Size: 500 million users, 50m DAU -> 500M active chats daily Files not stored in the system but is can be shared.. Integaration with other APPs Technical requirement: Availability: Can you help me to understand the a"See full answer

    Engineering Manager
    System Design
    +2 more
  • +4

    "Clarifying Questions How do we define restaurants? Do only delivery/ pick up outlets qualify? : No. Consider only places where people can sit and eat Do restaurants within hotels count? : No Should I include cafes too? : Yes Can I assume the year to be 2024?: Yes Are we looking at specific areas within Bangalore or entire city ? : Entire city Here's how I will approach this question. I will divide Bangalore into places with High, medium and low population density. This is a relat"

    Kartikeya N. - "Clarifying Questions How do we define restaurants? Do only delivery/ pick up outlets qualify? : No. Consider only places where people can sit and eat Do restaurants within hotels count? : No Should I include cafes too? : Yes Can I assume the year to be 2024?: Yes Are we looking at specific areas within Bangalore or entire city ? : Entire city Here's how I will approach this question. I will divide Bangalore into places with High, medium and low population density. This is a relat"See full answer

    Product Manager
    Estimation
  • Google logoAsked at Google 

    "Clarify: Map means -> coordinates Places -> any location visitable by humans software/hardware? -> up to you unmapped by anyone or in Gmaps? -> not in Gmaps Goal: to widen coverage constraints -> none market - US Time to market -> 3-6 months Why Aligns with Google mission Drive more engagement Users Company Users who drop locations Big City dwellers Country side areas Remote areas with limited internet End users Advertisers Prioritise: siz"

    Utkarsh G. - "Clarify: Map means -> coordinates Places -> any location visitable by humans software/hardware? -> up to you unmapped by anyone or in Gmaps? -> not in Gmaps Goal: to widen coverage constraints -> none market - US Time to market -> 3-6 months Why Aligns with Google mission Drive more engagement Users Company Users who drop locations Big City dwellers Country side areas Remote areas with limited internet End users Advertisers Prioritise: siz"See full answer

    Product Manager
    Product Design
  • Data Engineer
    Data Pipeline Design
  • Statistics & Experimentation
  • "Strength: simplicity + interpretability Weakness: rigidity (can’t model complexity well)"

    Dessalew A. - "Strength: simplicity + interpretability Weakness: rigidity (can’t model complexity well)"See full answer

    Concept
    Machine Learning
  • "To speed up A/B tests results with limited sample sizes, we can apply advanced techniques like CUPED to reduce variance for faster statistical significance, interleaving to gather more comparative data per user (e.g., ranking), MAB to dynamically allocate traffic to winning variations for quicker optimization (e.g., campaigns), and Bayesian A/B testing which offers probabilistic conclusions that can be reached earlier. Each method, when appropriately applied, allows you to gain m"

    Lucas G. - "To speed up A/B tests results with limited sample sizes, we can apply advanced techniques like CUPED to reduce variance for faster statistical significance, interleaving to gather more comparative data per user (e.g., ranking), MAB to dynamically allocate traffic to winning variations for quicker optimization (e.g., campaigns), and Bayesian A/B testing which offers probabilistic conclusions that can be reached earlier. Each method, when appropriately applied, allows you to gain m"See full answer

    Statistics & Experimentation
  • PayPal logoAsked at PayPal 

    "PayPal makes money from: Processing fees from merchants - traditional checkout and buy now, pay later P2P transfers using credit cards Instant money transfers on P2P and to bank accounts Lending products (paypal credit) Cross border fees (Xoom) Crypto trading fees"

    Greg W. - "PayPal makes money from: Processing fees from merchants - traditional checkout and buy now, pay later P2P transfers using credit cards Instant money transfers on P2P and to bank accounts Lending products (paypal credit) Cross border fees (Xoom) Crypto trading fees"See full answer

    Product Strategy
  • "Because testing many engagement metrics at once increases the risk of finding effects that aren't real (the 'multiple comparisons problem'), you must adjust your criteria for statistical significance. For social media data, the Benjamini-Hochberg procedure is often a practical choice as it controls the rate of false discoveries (FDR) while still allowing you to detect genuine changes; however, the ideal adjustment method will vary depending on your specific number of metrics (e.g., use Bonferron"

    Lucas G. - "Because testing many engagement metrics at once increases the risk of finding effects that aren't real (the 'multiple comparisons problem'), you must adjust your criteria for statistical significance. For social media data, the Benjamini-Hochberg procedure is often a practical choice as it controls the rate of false discoveries (FDR) while still allowing you to detect genuine changes; however, the ideal adjustment method will vary depending on your specific number of metrics (e.g., use Bonferron"See full answer

    Statistics & Experimentation
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