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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
Questions
546
Companies
11
Topics
8
Languages

Showing 331–360 of 439 results

  • SIG (Susquehanna)EasyData Scientist
    Count 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 Scientist
    Count 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 Scientist
    Deduce 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 Scientist
    Determine 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 Scientist
    Determine 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 Scientist
    Determine 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 Trader
    Expected 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 Trader
    Expected 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 Scientist
    Find 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 Scientist
    Find 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 Scientist
    Find 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 Scientist
    Find 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 Scientist
    Find 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 Scientist
    Find 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 Scientist
    Infer 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 Trader
    Probability 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 Trader
    Probability 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 Trader
    Probability 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 Trader
    Probability 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 Scientist
    Resolve 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 Scientist
    Solve 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 Scientist
    Solve 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 Scientist
    Solve 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 Scientist
    Use 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 Scientist
    Estimate 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 Scientist
    Perform 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 Scientist
    Analyze 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 Scientist
    Diagnose 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 Engineer
    Explain 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 Scientist
    How 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.

    Statistics & MathOnsite