Analytical Interview Questions

Exponent - "This is another Diagnosis problem. To answer this question, we suggest you use our framework (along with the TROPIC method) to be as thorough as possible. The framework is as follows: Ask clarifying questions List potential high level reasons Gather Context (TROPIC)Time Region Other features / products (internal) Platform Industry / Competition Cannibalization Establish a theory of probable cause Test theories Propose solutions Summarize "See full answer

Nayla D. - "Instagram is social media app where you can share photo and video to others. Impressions is an important metrics to track because it shows how many contents that users see. Clarify Questions: Is this drop happen suddenly or gradually? - Gradually How long has it been happening? - Last 3 months Is it happen globally or in certain region? - Globally Is the drop happen to all user segments (age, new/existing, active/less active users)? - all user segments When calculating an impressions,"See full answer

Ruth J. - "Provided an overview of IG Search and the value it provides for users Gave 3 metrics that I would consider when determining success Shared the metric that I would use as the north star Got a follow up question. If users were clicking on irrelevant results from their search would that affect your metrics and how would you deal with that Do you think it is a bad thing if users use search to search for something, get irrelevant results and perform an action based on that?"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

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

Mohammad shahid S. - " Not Setting up the right expectation with users so that they come prepared and plan for application. Users should be informed in advance about the document required, kind of questions they can expect and average time they are going to spend. Inform about the money too if there is an application fee. Too many questions where users are suppose to write paragraphs Seeking sensitive mandatory information Reality is different from expectation setting Too long to too much time consum"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

Rahul J. - "Netflix Solves a problem that's mass market High importance and people actively looking for new solutions Value proposition Variety of content reasonable prices for tier 1, 2 and 3 cities Available on mobile, desktops and tablets Business model: subscription based, Revenue = f { # of users, lifetime of subscription, fee charged to user } --> Should Improve engagement to increase lifetime. User journey: Find content: Search for it / take a recommendation Watch it Give"See full answer

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Hans - "Described a bug I found on an app designed for a specific make of tablet. In this sequence I described: The app the bug was found in The priority and severity of the bug That it was a regression to an existing working piece of functionality The hardware and the firmware on the device the bug occurred on The steps that led to me finding the bug and how it manifested itself Talked about how we debugged from the point of view of: Code Component Deployed application Comparison to"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

Abhi - "Thank you for the question - before I can begin, I would like to understand the question further. A. Clarification: I am the PM for overall Insta reels or any specific platform > Reels I am assuming we are evaluating the performance of the reels globally > Yes I will also assume that we are defining the current metrics / performance of reels and not specific to a new roll out. > yes B. Funnel - understanding the product To make sure I understand the product correctly, Re"See full answer

Vishal S. - "Product Understanding - Push notifications are pop up notifications received on the device (phone, tablet etc.) sent by various Meta apps whenever a new post has been made or a new message is received Clarifying Questions - Is is specific to one device? Is it specific to one product? Is it specific to one region? Is it specific to one OS? Is this as a result of changes to algorithm/UI? Existing or a new feature? Assumptions - KPI calculation will only be for users who h"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

Olasile A. - "How would you decide on ad placement on Pinterest? First I would ask clarifying questions as to the reason why no ads have been placed in the top left section of the page feed. Is this more strategic to Pinterest's mission? Is this by design to lay out the architecture of the page feed this way? In the prompt, it is explained that the company is targeting revenue increase as a goal this quarter. Are there alternatives means to generate more revenue in order not to compromise our values an"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