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Statistics & Probability

Dr. Hannah Brandt, PhD

Statistician

15+ years Munich, Germany

Applied statistician translating rigorous probability theory into clear, accurate tools for researchers and practitioners.

Dr. Hannah Brandt is a mathematical statistician at Helmholtz Zentrum München, where her work centres on the design and analysis of large-scale epidemiological cohort studies. Over a fifteen-year career spanning academic research, university teaching, and applied consultancy, she has developed and validated statistical methods for data with complex dependency structures, work that has appeared in journals including Biometrics, Statistics in Medicine, and the Journal of the Royal Statistical Society. Her doctoral research at Ludwig Maximilian University of Munich examined asymptotic properties of nonparametric distribution estimators, a foundation that informs the precision she brings to every numerical tool she builds or reviews.

At OnlyCalculators, Dr. Brandt authors and reviews calculators covering descriptive statistics, inferential procedures, and probability distributions. The problems she addresses are concrete: a clinician who needs to verify a confidence interval before reporting trial results, a student working through a chi-square test without access to statistical software, or an engineer checking tail probabilities on a Poisson process. She insists that each calculator surface the assumptions baked into its formulas and flag the conditions under which a result should be interpreted with caution, rather than presenting a single number stripped of context.

Her teaching years at the Technical University of Munich sharpened her ability to identify where standard explanations of statistical concepts lose non-specialists, and she carries that editorial instinct into every piece of documentation she writes for OnlyCalculators. Dr. Brandt holds fellowship with the Royal Statistical Society and is an active member of the Bernoulli Society, where she has chaired sessions on distribution theory at international meetings. She is fluent in German and English, and collaborates regularly with research teams in both languages across Europe.

In their words
“Every calculator she approves must produce results that match established reference implementations to at least six significant figures, carry an explicit statement of its mathematical source, and include a worked example a careful reader can verify by hand.”

Calculators by Brandt

Average Calculator: Mean, Median, Mode, Std Dev Bayes' Theorem Calculator Binomial Distribution Calculator Chi-Square Calculator Coefficient of Variation Calculator Combination Calculator (nCr and nPr) Conditional Probability Calculator Confidence Interval Calculator Correlation Coefficient Calculator Covariance Calculator Dice Probability Calculator Expected Value Calculator Linear Regression Calculator Margin of Error Calculator Median Calculator Midrange Calculator Mode Calculator Normal Distribution Calculator Odds Calculator Outlier Calculator P-Value Calculator Percentile Calculator Permutation and Combination Calculator Poisson Distribution Calculator Quartile Calculator Range Calculator Relative Frequency Calculator Relative Risk Calculator Skewness Calculator Standard Deviation Calculator T-Test Calculator Variance Calculator Z-Score Calculator Z-Test Calculator 5 Number Summary Calculator A/B Test Calculator A/B Test Calculator Absolute Uncertainty Calculator Accuracy Calculator Average Rating Calculator Benford's Law Calculator Bertrand's Box Paradox Calculator Bertrand's Paradox Calculator Beta Distribution Calculator Birthday Paradox Calculator Box Plot Calculator Boy or Girl Paradox Calculator Central Limit Theorem Calculator Chebyshev's Theorem Calculator Class Width Calculator Coefficient of Determination Calculator (R-squared) Cohen's d Calculator Coin Flip Probability Calculator Coin Flip Probability Calculator Coin Toss Streak Calculator: Probability of Consecutive Heads or Tails Confusion Matrix Calculator Constant of Proportionality Calculator Continuity Correction Calculator Matthews Correlation Coefficient Calculator (MCC) Critical Value Calculator Cubic Regression Calculator Decile Calculator Degrees of Freedom Calculator Descriptive Statistics Calculator Dice Average Calculator Dice Probability Calculator Dispersion Calculator Dot Plot Calculator Empirical Rule Calculator Error Propagation Calculator Exponential Distribution Calculator Exponential Growth Prediction Calculator Exponential Regression Calculator F-Statistic Calculator False Positive Paradox Calculator Fisher's Exact Test Calculator Frequency Distribution Calculator Frequency Polygon Calculator Geometric Distribution Calculator Grouped Data Standard Deviation Calculator Histogram Calculator: Frequency Distribution and Statistics Hypergeometric Distribution Calculator Implied Probability Calculator Index of Qualitative Variation (IQV) Calculator Inverse Normal Distribution Calculator IQR Calculator - Interquartile Range Least to Greatest Calculator
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