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Interview QuestionBank

Your Ultimate Tech Interview Compass
Prepare with confidence using our extensive database of real questions from FAANG and beyond.
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Data & Analytics
35105
In your view, what do you think might have caused the noticeable difference in performance between the control and variant groups in an A/B test?
### Question Analysis This question is asking you to identify potential factors that could lead to a...
Babylon Health, Cloudera, Coupang, Cure.Fit, Gett, GOJEK, Infineon, Intel, InVision, Marqeta, NetEase, Patreon, Roku
Data Scientist
Data & Analytics
50209
Tell me about a time you had to use data to solve a problem and provide recommendations.
### Question Analysis This is a behavioral interview question aimed at assessing your problem-solvin...
Accenture, Adobe, Airtable, Better.com, BharatPe, Cleo, DataRobot, Degreed, DoorDash, Epic Games, Google, HelloFresh, Livongo, Mastercard, McAfee, Medallia, Microsoft, N26, Poshmark, Productboard, Rackspace, Shopify, Splunk, Springboard, Sprout Social, Taboola, Thumbtack, UberEats, UiPath
Product Marketing Manager
Data & Analytics
1733
What's the chance of accurately guessing a card I draw from a deck? If I let you ask whether it's red or a face card to boost your odds, which query would you select?
### Question Analysis The question requires understanding the probability of an event involving a st...
Benchling, Careem, Centrica, Headspace, Mixpanel, Okta, Oracle, Pendo, Productboard, Roku, Salesforce, Tinder, Xandr
Data Scientist
Data & Analytics
1605
In your view, what do you think might have caused the noticeable difference in performance between the control and variant groups in an A/B test?
### Question Analysis This question is seeking your analytical skills and understanding of A/B testi...
Babylon Health, Cloudera, Coupang, Cure.Fit, Gett, GOJEK, Infineon, Intel, InVision, Marqeta, NetEase, Patreon, Roku
Data Scientist
Data & Analytics
38848
If the margin of error is currently 3 with a sample size of n, how many samples do you need to collect to achieve a margin of error of 0.3?
### Question Analysis This question is about statistics, specifically concerning the concept of marg...
Airtable, Cure.Fit, Gett, Google, Instacart, Mozilla, Palantir Technologies, Razorpay, Roofstock, Skyscanner, Sprout Social, Squarespace, Venmo
Data Scientist
Data & Analytics
40988
Suppose you draw a value each day at random from a normal distribution with a mean of 0 and a standard deviation of How many days should it take on average for you to draw a value that's greater than 2?
### Question Analysis This question is about understanding a normal distribution and calculating the...
Arm, Capital One, Criteo, DigitalOcean, GitLab, HelloFresh, NetSuite, Onfido, Palantir Technologies, Shutterstock, Twitch, Uber, Zenefits
Data Scientist
Data & Analytics
26864
Suppose you draw a value each day at random from a normal distribution with a mean of 0 and a standard deviation of How many days should it take on average for you to draw a value that's greater than 2?
### Question Analysis The question asks you to calculate the expected number of days it will take to...
Arm, Capital One, Criteo, DigitalOcean, GitLab, HelloFresh, NetSuite, Onfido, Palantir Technologies, Shutterstock, Twitch, Uber, Zenefits
Data Scientist
Data & Analytics
24014
What are the situations where you consider mean over median?
### Question Analysis This question tests your understanding of basic statistical concepts and your ...
Affirm, Ancestry, ASML, Chewy, Datadog, Dropbox, Duolingo, Elastic, Etsy, Google, Grammarly, LinkedIn, Peloton, Trello, Yext, Zendesk
Data Scientist
Data & Analytics
34258
In your assessment of market size, which factors do you give significant weight to?
### Question Analysis This question is asking you to explain the factors you consider important when...
Airbnb, Amazon Web Services, AppDynamics, Careem, Cleo, Criteo, Discord, GitHub, Gusto, Headspace, Hopper, Ironclad, Monzo, Netlify, Noom, Novartis, Omio, Orange, Raypd, Snowflake, Sony, Squarespace, SurveyMonkey, Thumbtack, Tipalti, Wealthfront, WeTransfer
Product Marketing Manager
Data & Analytics
1225
What steps would you take to produce 1000 normally distributed data points with mean=x and variance=y, and how would you visualize and summarize this data?
### Question Analysis This question is asking about the process of generating and analyzing normally...
Amadeus, Bloomberg, Course Hero, eBay, Glovo, Hewlett Packard, Huawei, Indeed.com, Mastercard, Meta, Mollie, Scribd, Tesla, Udacity
Data Scientist
Data & Analytics
37579
Explain your mindset regarding data-driven decision-making in your current position.
### Question Analysis This question is aimed at understanding how you approach decision-making in yo...
Amazon Web Services, Andela, Capital One, Cohesity, Coinbase, Decathlon, Figma, Flipkart, Grafana Labs, Headspace, Honeywell, Hopper, Intuit, LogMeIn, Micro Focus, NerdWallet, NetSuite, Novartis, Ola, Patch, Paytm, Razorpay, Sendbird, Vimeo, Walmart, WeTransfer, Zendesk
Product Marketing Manager
Data & Analytics
18242
When do you prefer mean over median? Can you walk me through an example?
### Question Analysis This question is asking you to demonstrate your understanding of two fundament...
Amazon Web Services, Asana, EPAM Systems, Grafana Labs, Intuit, Marqeta, Onfido, Roku, Shopee, Slack, SurveyMonkey, Teradata, Uber, Wattpad, YouTube
Data Scientist
Data & Analytics
1678
Could you break down the differences between the standard error of the mean and the standard error of the median?
### Question Analysis The question is asking for a comparison between two statistical concepts: the ...
ByteDance, Canva, Etsy, Headspace, Indeed.com, Instagram, NetSuite, New Relic, Paytm, Snap, Walmart, Wealthfront, WeWork
Data Scientist
Data & Analytics
31699
How would you define whether a marketing channel is thriving or not?
### Question Analysis The question is asking you to evaluate the performance of a marketing channel....
Adyen, Centrica, EPAM Systems, eToro, GitHub, Juniper Networks, Mastercard, Niantic, Ola, Roblox, Sprout Social, SurveyMonkey, Swiggy
Data Scientist
Data & Analytics
39385
How would you investigate if the number of transactions suddenly decreases?
### Question Analysis This question is designed to assess your problem-solving skills and ability to...
Acko, Airbnb, Alan, Altice Europe, Anaplan, App Annie, AppFolio, Applied Materials, BCE, BigCommerce, Bloomberg, Bolt, Braze, Bunq, Business Insider, Calm, Canon, Carta, Cerner, Chime, Clubhouse, CodeSignal, Confluent, Cornerstone, Course Hero, CrossLend, Cvent, DataRobot, DigitalOcean, Discord, Domo, eBay, Epic Systems, Equinix, E*TRADE, Fastly, Fortinet, Genpact, Grofers, Heap, Helpling, InVision, Jamf, Juniper Networks, Kraken, Lemonade, LogMeIn, Mailchimp, Marketo, Marqeta, Mastercard, McAfee, Meta, MongoDB, Monzo, Myntra, N26, Netflix, NoBroker, OakNorth, OfferUp, Onfido, PagerDuty, Pandora, PayPal, Paytm, Peek, Pendo, Pepperfry, Pfizer, PhonePe, Picnic, Pluralsight, Pocket Gems, Postmates, Practical Ignition, Prezi, Qualys, Rally Health, Raypd, Reddit, Rocket Lab, Salesforce, ServiceMax, Sift, Sprout Social, Stack Overflow, Steem, Stitch Fix, StubHub, Support.com, Taboola, Teradata, The Trade Desk, Tiquets, T-Mobile, TourRadar, Travelperk, TripAdvisor, Tumblr, Twilio, Unity Technologies, Vedantu, Visa, Vodafone, Wix.com, Xero, Yandex, YouTube, Zilingo, Zoho, Zola, ZoomInfo, Zynga
Product Manager
Data & Analytics
32240
Can you demonstrate how to quantify occurrences in a Markov chain's n-step run?
### Question Analysis The question is asking about your ability to work with Markov chains, specific...
Boeing, Figma, Optimizely, Broadcom, Lattice, Thumbtack, SAP Concur, CrowdStrike, Grammarly, Datadog, Quora, Confluent
Data Scientist
Data & Analytics
18751
Please share the strategies you have applied to detect outliers in your data science endeavors.,
### Question Analysis The question asks about the techniques and strategies you have used in your da...
AT&T, Fujitsu, GitLab, Hitachi, Mailchimp, Novartis, Rivian, Samsara, Stack Overflow, Teradata, Trello, Virta, Walmart
Data Scientist
Data & Analytics
26137
Could you explain a probability distribution that is not normal? Further, can you shed some light on a real-life scenario where this could be utilized?
### Question Analysis The question asks you to explain a probability distribution that is not the no...
Adyen, Careem, Figma, Groupon, Huawei, Medallia, Palo Alto Networks, Roofstock, Splunk, StubHub, Twilio, Uber, Workday, Zoox
Data Scientist
Data & Analytics
18894
Could you explain a probability distribution that is not normal? Further, can you shed some light on a real-life scenario where this could be utilized?
### Question Analysis This question is asking about your understanding of probability distributions...
Adyen, Careem, Figma, Groupon, Huawei, Medallia, Palo Alto Networks, Roofstock, Splunk, StubHub, Twilio, Uber, Workday, Zoox
Data Scientist
Data & Analytics
50014
What is the maximum likelihood of getting k heads when you tossed coin n times? Explain the math behind it.
### Question Analysis The question is asking about the probability of obtaining exactly \( k \) head...
Amazon, CrowdStrike, DeliveryHero, Deloitte, Intel, Medallia, Mollie, Motorola Solutions, Patreon, Rippling, Stitch Fix, SurveyMonkey, Zenefits, Zulily
Data Scientist