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Statistics & Math Interview Questions
Practice 9403 coding, system design and machine learning questions from 546 companies, sorted by role, topic and interview round. Every question has step-by-step hints, a code runner that supports 8 languages and an AI mentor; members also get the full solution walkthrough.
- 9403
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- 546
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- 11
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Showing 331–360 of 439 results
- SIG (Susquehanna)EasyData ScientistCount Cookie Flavor Combinations
Calculate the number of distinct unordered combinations when selecting 5 cookies from 4 available flavors with replacement, and contrast this with the ordered outcome space.
Statistics & MathOnline Assessmentcombinatoricsstars-and-barsprobability - SIG (Susquehanna)EasyData ScientistCount Grid Paths with No Three Equal Moves
Count lattice paths from `(0, 0)` to `(5, 5)` that never use three identical directions consecutively. The solution converts paths into alternating runs of length one or two, counts bounded compositions for equal and unequal run totals, and derives 84 valid paths.
Statistics & MathOnline Assessment - SIG (Susquehanna)EasyData ScientistDeduce Cat Counts from Conditional Truth Rules
Deduce the exact number of cats owned by three individuals based on conditional truth-telling rules, percentage relations, and average constraints.
Statistics & MathOnline AssessmentLogic PuzzleNumber TheoryIntegrality - SIG (Susquehanna)EasyData ScientistDetermine a Canoe Departure Time
This problem tests algebraic modeling and systems of linear equations by requiring the candidate to derive the counts of different entities based on a total sum constraint.
Statistics & MathOnline AssessmentAlgebraLinear EquationsLogic - SIG (Susquehanna)MediumData ScientistDetermine departure time from travel times
This question evaluates a candidate's understanding of relative motion, time-distance-rate relationships, algebraic modeling, and quantitative reasoning. Commonly asked in technical interviews for Statistics & Math and Data Scientist roles, it assesses the practical application of setting up and manipulating equations from multi-step word problems rather than purely conceptual theory.
Statistics & MathOnline Assessment - SIG (Susquehanna)EasyData ScientistDetermine knights and knaves roles
This interview question evaluates statistical assumptions, formulas, estimation strategy, uncertainty, edge cases, and interpretation in a realistic interview setting. A strong answer for Determine knights and knaves roles states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.
Statistics & MathTechnical Screen - SIG (Susquehanna)MediumQuantitative TraderExpected Number of Same-Rank Pairs in a Hand Dealt Without Replacement
An expectation question about dealing K cards without replacement from a deck of M ranks with N cards each, then counting the same-rank pairs in the hand. It tests linearity of expectation, probabilities when drawing without replacement, and how the definition of a pair changes the answer.
Statistics & MathOnline Assessment - SIG (Susquehanna)MediumQuantitative TraderExpected Payoff of a Three N-Sided Dice Matching Game
An expected value question about rolling three fair N-sided dice, with different payoffs when all three match, exactly two match, or all differ. It tests counting the outcome classes correctly for a general number of faces and combining them into one expected payoff, including a variant where the all-different outcome costs money.
Statistics & MathOnline Assessment - SIG (Susquehanna)EasyData ScientistFind Expected Spins Until Two Regions Appear
This problem tests knowledge of expected value and geometric distributions by calculating the expected number of trials to observe two distinct outcomes from a discrete probability distribution.
Statistics & MathOnline AssessmentProbabilityExpected ValueGeometric Distribution - SIG (Susquehanna)EasyData ScientistFind a Green Triangle's Weight in a Balanced Mobile
Solve a nested balanced-mobile puzzle and determine the green triangle's weight from a 160-pound total. The worked derivation uses an explicit equal-arm, massless-bar assumption, propagates whole-submobile weights upward, and explains why the left branch alone fixes the answer at 10 pounds.
Statistics & MathOnline Assessment - SIG (Susquehanna)MediumData ScientistFind probability of overlapping blooms
This question evaluates understanding of probability theory, specifically reasoning about continuous uniform distributions, geometric probability, and the likelihood of overlap between random time intervals within a fixed horizon.
Statistics & MathOnline Assessment - SIG (Susquehanna)EasyData ScientistFind the Expected Number of Consecutive Chosen Pairs
Calculate the expected number of consecutive pairs in a uniformly chosen subset of integers using indicator variables and linearity of expectation.
Statistics & MathOnline Assessmentprobabilitycombinatoricsexpected-value - SIG (Susquehanna)EasyData ScientistFind the Probability Two Muffins Are Sufficient
This problem tests binomial probability distributions and the cumulative probability of independent discrete events.
Statistics & MathOnline AssessmentProbabilityBinomial DistributionStatistics - SIG (Susquehanna)EasyData ScientistFind the Success Probability of Bold Betting
Calculate the chance of reaching five tokens before ruin under a bold, state-dependent betting rule. The solution enumerates the transitions, sets absorbing boundaries, solves the four-state recurrence for win probability one-third, and obtains 15/77 from an initial fortune of two.
Statistics & MathOnline Assessment - SIG (Susquehanna)EasyData ScientistInfer posterior after losing pick
This question evaluates a candidate's understanding of conditional probability and posterior inference, assessing the ability to update probability estimates after observing that a chosen option did not occur.
Statistics & MathOnline Assessment - SIG (Susquehanna)MediumQuantitative TraderProbability Limited Stock Covers Every Customer in a Queue
A binomial probability question about a queue of N customers who each choose one of two products, with only M units of one product left in stock. It asks for the probability that the stock is enough, or exactly enough, for every customer who wants it, testing distribution modeling and the efficient evaluation of tail sums.
Statistics & MathOnline Assessment - SIG (Susquehanna)MediumQuantitative TraderProbability Two Randomly Started Flower Bloom Periods Overlap
A probability question about two flowers that start blooming on random days within a D-day window and stay in bloom for different lengths of time. It asks for the probability that both are in bloom together at some point, testing interval-overlap reasoning, exact counting, and discrete versus continuous modeling.
Statistics & MathOnline Assessment - SIG (Susquehanna)MediumQuantitative TraderProbability You Picked the Strongest Cat Given Your Cat Lost the Race
A conditional probability puzzle about three cats in a race with known winning probabilities. You cheer for a randomly chosen cat, learn whether it won or lost, and must find the probability that you picked the strongest or the weakest cat, testing Bayes' rule and the choice of conditioning event.
Statistics & MathOnline Assessment - SIG (Susquehanna)MediumQuantitative TraderProbability of Reaching a Chip Target Under Bold Betting
A gambling probability question: starting with A chips and aiming for B, a player uses bold play, staking either all chips or just what is needed to reach the target, and wins each even-money round with probability p. It asks for the probability of reaching the target before going broke, testing recursive state analysis.
Statistics & MathOnline Assessment - SIG (Susquehanna)EasyData ScientistResolve Two Knights-and-Knaves Statements
This question tests logical deduction and systematic case analysis under binary truth constraints.
Statistics & MathOnline AssessmentLogicPuzzlesDiscrete Math - SIG (Susquehanna)EasyData ScientistSolve Barn Animal Counts from Total Legs
Tests setting up and solving a system of linear equations from verbal constraints using substitution to determine integer entity counts.
Statistics & MathOnline Assessmentmathalgebraquantitative-reasoning - SIG (Susquehanna)EasyData ScientistSolve animals-and-legs count
This question evaluates a candidate's ability to translate a word problem into a system of linear equations and perform basic algebraic manipulation and arithmetic to determine unknown quantities.
Statistics & MathOnline Assessment - SIG (Susquehanna)MediumData ScientistSolve relative-truth cat puzzle
This question evaluates logical deduction, constraint satisfaction, and quantitative manipulation of percentages and averages within a relative truth/lie framework, and is categorized under Statistics & Math and discrete logic puzzles.
Statistics & MathOnline Assessment - SIG (Susquehanna)EasyData ScientistUse Bayes for factory identification
This question evaluates understanding of Bayesian inference and conditional probability by asking for the posterior probability that two observed black widgets originated from a specific factory.
Statistics & MathOnline Assessment - SamsungMediumData ScientistEstimate laptops in an office
This question evaluates back-of-the-envelope estimation skills, quantitative reasoning, and the ability to state and justify assumptions when modeling real-world counts like devices.
Statistics & MathHR Screen - ShopifyMediumData ScientistPerform no-calculator math accurately and fast
This question evaluates mental arithmetic, rapid estimation, numerical bounds, and familiarity with exponentials and square-root approximations within the Statistics & Math category for a Data Scientist role.
Statistics & MathTechnical Screen - SnapchatMediumData ScientistAnalyze OLS After Duplicating Every Observation
This question tests your understanding of OLS coefficient estimation and standard error calculations under the scenario of duplicate data observations.
Statistics & MathTechnical ScreenOLSLinear RegressionStatistics - SnapchatMediumData ScientistDiagnose Violations of Linear Regression Assumptions
Tests a candidate's systematic understanding of ordinary least squares (OLS) regression assumptions, distinguishing how specific violations compromise unbiased point estimation, standard error inference, and predictive accuracy.
Statistics & MathTechnical ScreenStatisticsLinear RegressionEconometrics - SnapchatMediumSoftware EngineerExplain median vs mean for L1/L2
This question evaluates understanding of central tendency and loss functions—specifically the roles of median and mean under L1 (absolute) and L2 (squared) norms—and the geometric extension of these concepts to two-dimensional data.
Statistics & MathTechnical Screen - SnapchatMediumData ScientistHow to Update Bayesian Model for Concept Drift?
How to Update Bayesian Model for Concept Drift? evaluates statistical assumptions, formulas, estimation strategy, uncertainty, edge cases, and interpretation in a realistic interview setting. A strong answer states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.
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