Analytical Interview Questions

Anonymous Salmon - "clarify: paid users, annual subscription user segmentation: levels; active vs dormant; age; regions use cases & pain points solution brainstorm: retention = activation + engagement + resurrection; prioritization of solutions execution"See full answer

Michelle D. - "I would first want to confirm my understanding of the reasoning behind no-ads-allowed in the top left of the feed. For this case, I will assume that the rule is not a hard rule and one in which we may test in this prompt. I'd next confirm my understanding of Pinterest's revenue model with the interviewer. My understanding is as follows: Pinterest serves ads to pinners. Conversion (i.e., purchase) via the ad yields some amount of profit to Pinterest. There's some amount of costs associated and"See full answer

M N. - "Driver retention is important to ensure growth since we need healthy retention of existing drivers while we acquire new drivers so that we meet growing demand. Should we look at a specific driver segment to improve retention? We might divide the drivers by their age on the platform: New drivers(less than 3 months since first ride), Medium age (3mos to 1 year), Long term(1+ years). Let's focus on the medium term since I assume them to be the biggest segment. Now lets try to list out possible pr"See full answer

Adib M. - "Useful article on API migration https://www.linkedin.com/pulse/tips-successful-api-migration-pooja-nihalani/"See full answer

John F. - "First, I would like to establish some assumptions about the problem to determine if this is possible. For this scenario, I will assume that “accepted” does not mean a student is enrolled at the university (most students apply to multiple universities and can only attend one university). For simplicity, I will also assume that each student is applies to a single department and that every student is associated with a single department. Based on this information, I see a scenario that this would"See full answer

Julien C. - "👇 Your feedback is very much appreciated 👇 Defining metrics: Activation Mobile downloads New user registration Retention and Engagement Nb messages sent Average nb of contacts per user Nb groups Monetization CAC LTV ARPU MRR Prioritizing: What matters most for WhatsApp right now is Engagement. I would therefore prioritize these three: Nb messages sent Average nb of contacts per user Nb groups"See full answer

Katie - "Union−Find -We illustrate our basic approach to developing and analyzing algorithms by considering the dynamic connectivity problem. We introduce the union−find data type and consider several implementations (quick find, quick union, weighted quick union, and weighted quick union with path compression). Finally, we apply the union−find data type to the percolation problem from physical chemistry. Analysis of Algorithms -The basis of our approach for analyzing the performance of algorithms is th"See full answer

SG - "Clarifying questions - Alexa HW, Alexa SW, Alexa particular feature? Assumption - Pick any. Picking HW due to relevance with my background. Any particular pain point that we are trying to address, or any specific goal that I should be aware of? Assumption - None. Mine to pick. Goal for Amazon is to be the most customer centric company. To extend the same vision - With Alexa HW our goal is to provide the best customer experience possible. **Restating problem state"See full answer

Irina L. - "I’ve named Netflix, Acloset, Youtube music. Focused of YouTube music, increasing social interaction of existing users."See full answer

Ram - "Clarification: What do we mean by success for YouTube search? Is it focused on user satisfaction, watch time, or ease of finding relevant content? What do we mean by search? Does it refer to the search bar on the YouTube homepage, or are we including other types of search (e.g., FAQ, help documentation)? Is there any specific area or metric the team is focusing on (e.g., engagement, retention, monetization)? Structure: 1. Business Context YouTube Vision: To give"See full answer

Niji R. - "General Approach: In a funnel, prospects that dropped off at the very end just before conversion are the ones that were most likely to convert simply because they went through the effort of going through multiple steps to advance to the very end of the funnel. The more the prospects advances through the funnel, better their probability of converting. I'd therefore focus more on reducing drop-offs at the final stages of the funnel for better conversion. Caveats: There are certain use-cases where"See full answer

Aimable - "Clarifying question: Is there a goal that we have in mind? Fb mission: empower people to create community and bring the world closer together IG shops as I understand are the marketplace on IG, where users can view items listed for sale by creators/businesses and also search for specific items or categories. Users can actually buy through shops instead of getting navigated to the original business website. IG shop goals: Businesses continue to face the challenges of selling onli"See full answer

Pm P. - "Since success metrics is a very broad term, to dive deep into WCS - What constitutes success. What is the objective of the company/product, north star/mission of the organization or product? Dependent on the company, market, the industry they play in. As an example: Facebook's mission is now empowerment, bringing the people together and giving them the power to build communities. Every part of its product aligns in one way or other with this goal. Be it, its Web/Mobile platform, Instagram,"See full answer

Pablo S. - "1) Product, the value and the users this business has Product: Yelp is a platform that connects local businesses with people looking for those services. Value: Yelpers can connect with them / book appointments or make reservations with a good amount and quality of reviews per business. For businesses, it is a way to get visibility and find new demand with an easy setup. Users: Local businesses (offering): successful when they are booked. Searchers / demand: successful when"See full answer

BePostive - "· How well the team is self-motivated and contributing overall success of the company by releasing high quality bug prone releases · Growth of their team members · Does the manager encouraging and supporting career switch based on the individual desire or passion"See full answer

Shashi R. - "How do you define Retention? Let’s assume a user comes back tomorrow and scroll for a 10s or so Do we mean to improve the daily retention or weekly/monthly retention? Take a call I think we should look at the weekly retention as checking LinkedIn daily could be a cumbersome task for some and daily retention data may have frequent fluctuations due to several reasons such as professionals are too busy to check LinkedIn on a daily basis Has retention dropped recently, or do we just need to"See full answer

M N. - "Goal: Merchant growth. Any new market/category? downstream is revenue growth Users: small, medium, large (plus) Focusing on small - biggest, highest need rn Focus on small - entrepreneurs, offline to online, switchers picking entre Needs: onboarding catalog creation inventory mgmt order mgmt fulfillment Not enough tech resources for marketing&ads onboarding personalized onboarding based on product,size,location,experience, target segment s"See full answer

Will P. - "The first step is to clarify what the interviewer means by a sales decline. Questions I would ask here include: Did sales drop suddenly or gradually? What is the magnitude of the sales drop? Are sales down for a specific product? Are sales down for a specific channel (drive-thru, walk-in, etc.)? This series of questions is to make sure we are on the same page when we say 'sales are down.' We may not know the why yet, but the what should be easy to align on. Otherwise, how would"See full answer