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]
Founders of departments of statistics
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]
Year
Country
University
Founder
References
1911
England
University College London
Pearson, Karl
[ 7]
1918
USA
Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health
Pearl, Raymond
[ 29]
1929
Sweden
Lund University
Sven Dag Wicksell
[ 30]
~1931
India
Indian Statistical Institute
Prasanta Chandra Mahalanobis
[ 31]
~1931
USA
Columbia University
Hotelling, Harold
[ 32]
1931
USA
University of Pennsylvania
—
[ 33]
1933
USA
Iowa State University
Snedecor, George W.
[ 34] [ 35]
1935
USA
George Washington University
Weida, Frank
[ 36] [ 37]
1941
USA
North Carolina State University
Cox, Gertrude
[ 38]
1942
Sweden
Uppsala University
Wold, Herman
[ 39]
1947
England
University of Manchester
Bartlett, M. S.
[ 40] [ 41]
1947
USA
Department of Biometry and Statistics, Cornell University
Federer, Walter T .
[ 42] [ 43] [ 44]
1948
USA
Stanford University
—
[ 45]
1948
India
University of Mumbai
M. C. Chakrabarti
[ 46]
1949
USA
University of Michigan
Velz, Clarence
[ 47]
1949
USA
University of North Carolina at Chapel Hill
—
[ 48]
1949
USA
University of Chicago
—
[ 49]
1949
USA
Virginia Tech
Harshbarger, Boyd
[ 50]
~1950
Sweden
Stockholm University
—
[ 51]
1950
Israel
Hebrew University of Jerusalem
—
[ 52]
1953
England
Cambridge University , Statistics Lab
Wishart, John
[ 53]
1953
India
University of Pune
Huzurbazar, V. S.
[ 54]
1955
USA
University of California, Berkeley
Neyman, Jerzy
[ 55]
1957
USA
Harvard University
Cochran, William G. Mosteller, Frederick
[ 56] [ 57]
1957
Australia
University of Sydney
Lancaster, Henry Oliver
[ 58]
1958
USA
University of Minnesota
—
[ 59]
1959
USA
Florida State University
Ralph A. Bradley
[ 60] [ 61]
1960
USA
University of Wisconsin–Madison
George E. P. Box
[ 62]
1962
USA
University of Florida
Brandt, Alva Esmond
[ 63]
1962
USA
Texas A&M University
Hartley, Herman Otto
[ 64]
1963
USA
Yale University
Anscombe, Francis
[ 65] [ 66]
1963
USA
Purdue University
—
[ 67]
1964
Bangladesh
Institute of Statistical Research and Training
Hussain, Q.M.
[ 68]
1965
USA
Princeton University
Tukey, John W.
[ 69] [ 70]
1965
USA
University of Iowa
Hogg, Robert V.
[ 71]
1966
USA
Carnegie Mellon University
Morris H. DeGroot Gaver Jr, Donald P.
[ 72]
1966
Scotland
University of Glasgow
Aitchison, John Silvey, David
[ 73]
1967
Canada
University of Waterloo
Sprott, David A.
[ 74]
1968
USA
Pennsylvania State University
Bartoo, James
[ 75]
1969
India
Madras Christian College
Gift Siromoney
[ 76]
1969
Hong Kong
University of Hong Kong
Saw Swee Hock
[ 77] [ 78]
1970
USA
Department of Biostatistics, University of Washington School of Public Health
—
[ 79]
1973
USA
Ohio State University
Whitney, D. Ransom
[ 80]
1973
Germany
Universität Dortmund
Eicker, Friedhelm
[ 81]
1975
India
Aligarh Muslim University
S.M. Ali
[1]
1979
Canada
University of Toronto
Donald A. S. Fraser
[ 82]
1981
India
Vidyasagar University
Gain, Anil Kumar
[ 83]
1982
Hong Kong
Chinese University of Hong Kong
Tong, Howell
[ 84]
1984
India
Banaras Hindu University
Singh, S.N.
1985
USA
University of Illinois Urbana-Champaign
Sacks, Jerome
[ 85]
1986
USA
Northwestern University
Meyer Dwass
[ 86]
1987
USA
Rice University
James R. Thompson
[ 87]
1988
England
University of Oxford
Hinkley, D. V.
[ 88]
1994
New Zealand
The University of Auckland
Scott, Alastair Seber, George
1996
USA
University of Virginia School of Medicine
Harrell, Frank E .
[ 89]
1997
USA
University of Pittsburgh
Sampson, Allan R.
[ 90]
1998
USA
University of California, Los Angeles
Jan de Leeuw
[ 91]
See also
References
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External links