Analytical Interview Questions

Aekagra S. - "I'll approach this by asking questions and creating scenarios based on answers. If the answer to any questions points to a specific issue, I'll double down on that to understand the issue. This is more of a RCA question. First I'll quickly check Were there any recent updates released before we observed the drops? Assuming Yes, I'll check the updates released and check the test cases and testing results If the issue is identified, I will engage with the product leadership, update them and conne"See full answer

M N. - "Acqui: #unique impressions Activ: #clicks per first time user on products and carousel Engage: #clickthroughs, CTR of products by sort order(accuracy) ,carousel clicks, hovers, #clickthroughs that resulted in a purchase(relevance) retent: purchase frequency of reco clickers reve: revenue from recommended products broken by rank "See full answer

Aimable - "."See full answer

Michelle D. - "I'd first start with confirming my understanding with the interviewer of Spotify's key metric overall. For this exercise, my working assumption of Spotify's north star is time spent listening (TSL, for short), which can be measured daily, weekly, and monthly. As the PM for Discover Weekly, I want to improve Discover Weekly such that I positively impact TSL. As such, my goal is to increase minutes spent listening to Discover Weekly playlists. The primary metric I will want to track is minutes s"See full answer

Dev S. - "Clarfying questions : When we say a decrease in users adding the bank accounts. I would like to understand how the users making payments within Venmo I assume they are either using their credit cards/debit cards? I would like to understand why the Adding of Bank Accounts is integral to Venmo since the users are using the debit card and Credit Cards. My understanding is when the payments happen through debit cards rails Venmo pays higher interchange fees and to Reduces any losses incurred"See full answer

Adib M. - "(1) Goals/Value Proposition: Provide context on why the API migration is important and the value add / benefits of doing so to the customer. Need to generate excitement.... (2) Identify stakeholders from Customer and internally for this API Migration. (3) Kick off Meeting : Invite stakeholders, agree on Communication Plan, (4) Planning: Create migration plan, internal development testing resources, timelines, how will we support our customers, testing strategy, rollout plan, rollback plan "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

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

Ilnur I. - "I can try to summarize their discussion as I remembered. Linear regression is one of the method to predict target (Y) using features (X). Formula for linear regression is a linear function of features. The aim is to choose coefficients (Teta) of the prediction function in such a way that the difference between target and prediction is least in average. This difference between target and prediction is called loss function. The form of this loss function could be dependent from the particular real"See full answer

Nithesh S. - "First, let us start with the mission of Amazon: “We strive to offer our customers the lowest possible prices, the best available selection, and the utmost convenience.” Alignment of recommendations system with Amazon's mission: Suggesting recommendations to the users would be a part of this mission as it would allow users to buy things on their mind for the lowest cost in market (may or may not be true). They might get better prices if they order adjacent items together. For example, i"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

Chayan R. - "Clarifying questions: You said on average, having 5 reviews can have positive impact, so I am assuming we will plan to pay for 500 reviews. Is that correct or am I missing anything here ? One information which seems to be missing here to come up with the exact price per review is the number of active visitors from which we are calculating the sales conversion rate. Do we have that information or I should include that as a variable in the price per review. ( assuming we are taking that as a var"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

Dhruv M. - "During my internship at Insighta Analytics, our team was planning to prioritize a marketing campaign focused on customer acquisition through social media ads. The marketing lead was confident this would yield the best ROI based on past success. I was tasked with supporting the strategy by analyzing customer engagement trends. But as I dove into the data, I started to question whether the current direction was the best use of our budget. I analyzed customer conversion data from the last two quart"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

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

Madhu K. - "Define success for Youtube search I would start with clarifying questions / assumptions, followed by mission of YouTube (YT). I would then list down a few metrics that would be guided by the goal of YouTube and which user actions link to that goal and finally which of them should be used to define success. Clarifying questions: When you say YouTube search, can I assume only text search for now and exclude voice search ? Interviewer: Thats fine. We can stick to text search for now. "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

Jack F. - "This is an estimation question - the goal is to show your thought process to the interviewer how you think through the question Let's make some assumptions - we are only focused on the TAM for Capital One's new potential card For the purpose of scoping this more narrowly let's assume we are solely focused on the U.S. Let's continue to scope in... 1). We know the United States population is somewhere in the ballpark of ~330MM (let's use round figures) 2). You should have some due dili"See full answer