Statistics is the theory and application of mathematics to the scientific method including hypothesis generation, experimental design, sampling, data collection, data summarization, estimation, prediction and inference from those results to the population from which the experimental sample was drawn. Statisticians are skilled people who thus apply statistical methods. Hundreds of statisticians are notable. This article lists statisticians who have been especially instrumental in the development of theoretical and applied statistics.
Name | Nationality | Birth | Death | Contribution | References |
---|---|---|---|---|---|
Al-Kindi | Abbasid Caliphate | 801 | 873 | Developed the first code breaking algorithm based on frequency analysis. He wrote a book entitled "Manuscript on Deciphering Cryptographic Messages", containing detailed discussions on statistics | [1] |
Graunt, John | English | 1620 | 1674 | Pioneer of demography who produced the first life table | [2] |
Bayes, Thomas | English | 1702 | 1761 | Developed the interpretation of probability now known as Bayesian probability | [3] |
Laplace, Pierre-Simon | French | 1749 | 1827 | Co-invented Bayesian statistics. Invented exponential families (Laplace transform), conjugate prior distributions, asymptotic analysis of estimators (including negligibility of regular priors). Used maximum-likelihood and posterior-mode estimation and considered (robust) loss functions | |
Playfair, William | Scottish | 1759 | 1823 | Pioneer of statistical graphics | |
Carl Friedrich Gauss | German | 1777 | 1855 | Invented least squares estimation methods (with Legendre). Used loss functions and maximum-likelihood estimation | |
Quetelet, Adolphe | Belgian | 1796 | 1874 | Pioneered the use of probability and statistics in the social sciences | |
Nightingale, Florence | English | 1820 | 1910 | Applied statistical analysis to health problems, contributing to the establishment of epidemiology and public health practice. Developed statistical graphics especially for mobilizing public opinion. First female member of the Royal Statistical Society. | |
Galton, Francis | English | 1822 | 1911 | Invented the concepts of standard deviation, correlation, regression | [4] [5] |
Thiele, Thorvald N. | Danish | 1838 | 1910 | Introduced cumulants and the term "likelihood". Introduced a Kalman filter in time-series | |
Peirce, Charles Sanders | American | 1839 | 1914 | Formulated modern statistics in "Illustrations of the Logic of Science" (1877–1878) and "A Theory of Probable Inference" (1883). With a repeated measures design, introduced blinded, controlled randomized experiments (before Fisher). Invented optimal design for experiments on gravity, in which he "corrected the means". He used correlation, smoothing, and improved the treatment of outliers. Introduced terms "confidence" and "likelihood" (before Neyman and Fisher). While largely a frequentist, Peirce's possible world semantics introduced the "propensity" theory of probability. See the historical books of Stephen Stigler | |
Edgeworth, Francis Ysidro | Irish | 1845 | 1926 | Revived exponential families (Laplace transforms) in statistics. Extended Laplace's (asymptotic) theory of maximum-likelihood estimation. Introduced basic results on information, which were extended and popularized by R. A. Fisher | |
Pearson, Karl | English | 1857 | 1936 | Numerous innovations, including the development of the Pearson chi-squared test and the Pearson correlation. Founded the Biometrical Society and Biometrika, the first journal of mathematical statistics and biometry | [6] [7] [8] [9] |
Spearman, Charles | English | 1863 | 1945 | Extended the Pearson correlation coefficient to the Spearman's rank correlation coefficient | [10] |
Gosset, William Sealy (known as "Student") | English | 1876 | 1937 | Discovered the Student t distribution and invented the Student's t-test | [11] |
Anderson, Oskar Johann Viktor (also known as Anderson, Oskar Nikolaevich) | Russian, Bulgarian, German | 1887 | 1960 | A leading representative of the so-called Continental School of statistics. Invented the variate difference method for analyzing time series at the same time but independently from Gosset. A pioneer of random sampling in demographics and of quantitative methods applied to socio-economic sciences. | [12] [13] [14] [15] |
Fisher, Ronald | English | 1890 | 1962 | Wrote the textbooks and articles that defined the academic discipline of statistics, inspiring the creation of statistics departments at universities throughout the world. Systematized previous results with informative terminology, substantially improving previous results with mathematical analysis (and claims). Developed the analysis of variance, clarified the method of maximum likelihood (without the uniform priors appearing in some previous versions), invented the concept of sufficient statistics, developed Edgeworth's use of exponential families and information, introducing observed Fisher information, and many theoretical concepts and practical methods, particularly for the design of experiments | [16] [17] [18] |
Bonferroni, Carlo Emilio | Italian | 1892 | 1960 | Invented the Bonferroni correction for multiple comparisons | |
Wilcoxon, Frank | Irish-American | 1892 | 1965 | Invented two statistical tests: Wilcoxon rank-sum test and the Wilcoxon signed-rank test | |
Neyman, Jerzy | Polish-American | 1894 | 1981 | Discovered the confidence interval and co-developed the Neyman–Pearson lemma | [19] |
Deming, W. Edwards | American | 1900 | 1993 | Developed methods for statistical quality control | [20] |
Pearson, Egon | English | 1895 | 1980 | Co-developed the Neyman–Pearson lemma of statistical hypothesis testing | [21] |
de Finetti, Bruno | Italian | 1906 | 1985 | Pioneer of the "operational subjective" conception of probability. Used this as the basis for exposition of the Bayesian method of statistical analysis. Developed the representation theorem for exchangeable random variables showing that they are the basis of the IID model in statistics. | |
Kendall, Maurice | English | 1907 | 1983 | Co-developed methods for assessing statistical randomness; invented Kendall tau rank correlation coefficient | |
Tukey, John | American | 1915 | 2000 | Jointly popularized Fast Fourier transformation, pioneer of exploratory data analysis and graphical presentation of data, developed the jackknife for variance estimation, invented the box plot. | [22] |
Blackwell, David | American | 1919 | 2010 | Co-developed Rao-Blackwell theorem and wrote one of the first Bayesian textbooks, Basic Statistics. | [23] |
Rao, Calyampudi Radhakrishna | Indian | 1920 | 2023 | Co-developed Cramér–Rao bound and Rao–Blackwell theorem, invented MINQUE method of variance component estimation. | [24] [25] |
Cox, David | English | 1924 | 2022 | Developed the proportional hazards model for the analysis of survival data | [26] |
Efron, Bradley | American | 1938 | Invented the bootstrap resampling technique for deriving an empirical distribution of an estimate of a model parameter | [27] |
The role of a department of statistics is discussed in a 1949 article by Harold Hotelling, which helped to spur the creation of many departments of statistics. [28]
David Harold Blackwell was an American statistician and mathematician who made significant contributions to game theory, probability theory, information theory, and statistics. He is one of the eponyms of the Rao–Blackwell theorem. He was the first African American inducted into the National Academy of Sciences, the first African American full professor at the University of California, Berkeley, and the seventh African American to receive a Ph.D. in mathematics. In 2012, President Barack Obama posthumously awarded Blackwell the National Medal of Science.
Emanuel Parzen was an American statistician. He worked and published on signal detection theory and time series analysis, where he pioneered the use of kernel density estimation. Parzen was the recipient of the 1994 Samuel S. Wilks Memorial Medal of the American Statistical Association.
Erich Leo Lehmann was a German-born American statistician, who made a major contribution to nonparametric hypothesis testing. He is one of the eponyms of the Lehmann–Scheffé theorem and of the Hodges–Lehmann estimator of the median of a population.
Statistics education is the practice of teaching and learning of statistics, along with the associated scholarly research.
Raymond James Carroll is an American statistician, and Distinguished Professor of statistics, nutrition and toxicology at Texas A&M University. He is a recipient of 1988 COPSS Presidents' Award and 2002 R. A. Fisher Lectureship. He has made fundamental contributions to measurement error model, nonparametric and semiparametric modeling.
Regina Y. Liu is an American statistician. She is a distinguished professor of statistics and chair of the Department of Statistics and Biostatistics at Rutgers University. Her research concerns robust statistics and nonparametric statistics, including the first formulation of simplicial depth.[PNAS][AS90]
Mary Ellen Johnston Bock is a retired American statistician, now a professor emeritus at Purdue University after becoming the first female full professor of statistics and the first female chair of the department there. She was president of the American Statistical Association in 2007.
Rebecca A. Betensky is a professor of biostatistics and chair of the department of biostatistics at New York University's School of Global Public Health. Previously, she was a professor of biostatistics at the Harvard T.H. Chan School of Public Health, where she directed the biostatistics program for the Harvard Clinical and Translational Science Center. She was also a biostatistician for Massachusetts General Hospital, where she directed the biostatistics core of the Alzheimer’s Disease Research Center.
Jane Worcester was a biostatistician and epidemiologist who became the second tenured female professor, after Martha May Eliot, and the first female chair of biostatistics in the Harvard School of Public Health.
Yvonne Millicent Mahala Bishop was an English-born statistician who spent her working life in America. She wrote a "classic" book on multivariate statistics, and made important studies of the health effects of anesthetics and air pollution. Later in her career, she became the Director of the Office of Statistical Standards in the Energy Information Administration.
Ann Graham Zauber is an epidemiologist and biostatistician at the Memorial Sloan Kettering Cancer Center, primarily interested in colorectal cancer. Her research has demonstrated the effectiveness of colonoscopy and polyp removal at reducing the incidence of this kind of cancer.
Barbara Falkenbach Ryan is an American mathematician, computer scientist, statistician and business executive. She is known for developing the Minitab statistical software package, and for being president and CEO of Minitab, Inc.
Robert E. Kass is the Maurice Falk University Professor of Statistics and Computational Neuroscience in the Department of Statistics and Data Science, the Machine Learning Department, and the Neuroscience Institute at Carnegie Mellon University.
Alan Gilbert Agresti is an American statistician and Distinguished Professor Emeritus at the University of Florida. He has written several textbooks on categorical data analysis that are considered seminal in the field.
Linda Hong Zhao is a Chinese-American statistician. She is a Professor of Statistics and at the Wharton School of the University of Pennsylvania. She is a Fellow of the Institute of Mathematical Statistics. Zhao specializes in modern machine learning methods.
Daniel McGee is an American statistician and professor emeritus of statistics at Florida State University, where he formerly chaired the department of statistics. Before joining the faculty of Florida State in 2002, he worked for the United States Public Health Service and in academic medicine. He chaired Florida State's department of statistics from 2005 to 2011 and retired from the faculty there in May 2019. He was elected a Fellow of the American Statistical Association in 1992.
Cleo S. Youtz (1909–2005) was an American statistician who worked for many years at Harvard University as the research assistant, collaborator, computer, and coauthor of Frederick Mosteller, as manager of Mosteller's other staff, and as the historian of the Harvard statistics department. Youtz was hired by Mosteller in 1957 when he was appointed chair of the newly formed department, and continued working with Mosteller after he retired from teaching in 1987, until he finally left Harvard in 2003.
Madan Lal Puri is a statistician from India who built his career in the United States. He was born on February 20, 1929 in Sialkot, and is known for his work in mathematics which has had profound effects on the way statistics is understood and applied. He has won many honours and awards, including the Bicentennial Medal from Indiana University, Bloomington.
Nils Donald Ylvisaker, often known as Don Ylvisaker, was an American mathematical statistician.
Jon August Wellner is an American statistician known for his contributions to the fields of statistical inference, empirical process theory, and survival analysis.
{{cite journal}}
: CS1 maint: multiple names: authors list (link)His "Basic Statistics" (1969) was one of the first textbooks on Bayesian statistics, which assess the uncertainty of future outcomes by incorporating new evidence as it arises, rather than relying on historical data. He also wrote numerous papers on multistage decision-making.