Abraham Wald
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Abraham Wald (; ; , ;  – ) was a Hungarian and American
mathematician A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numbers, data, quantity, mathematical structure, structure, space, Mathematica ...
and
statistician A statistician is a person who works with Theory, theoretical or applied statistics. The profession exists in both the private sector, private and public sectors. It is common to combine statistical knowledge with expertise in other subjects, a ...
who contributed to
decision theory Decision theory or the theory of rational choice is a branch of probability theory, probability, economics, and analytic philosophy that uses expected utility and probabilities, probability to model how individuals would behave Rationality, ratio ...
,
geometry Geometry (; ) is a branch of mathematics concerned with properties of space such as the distance, shape, size, and relative position of figures. Geometry is, along with arithmetic, one of the oldest branches of mathematics. A mathematician w ...
and
econometrics Econometrics is an application of statistical methods to economic data in order to give empirical content to economic relationships. M. Hashem Pesaran (1987). "Econometrics", '' The New Palgrave: A Dictionary of Economics'', v. 2, p. 8 p. 8 ...
, and founded the field of
sequential analysis In statistics, sequential analysis or sequential hypothesis testing is statistical analysis where the sample size is not fixed in advance. Instead data is evaluated as it is collected, and further sampling is stopped in accordance with a pre-defi ...
. One of his well-known statistical works was written during
World War II World War II or the Second World War (1 September 1939 – 2 September 1945) was a World war, global conflict between two coalitions: the Allies of World War II, Allies and the Axis powers. World War II by country, Nearly all of the wo ...
on how to minimize the damage to bomber aircraft and took into account the
survivorship bias Survivorship bias or survival bias is the logical error of concentrating on entities that passed a selection process while overlooking those that did not. This can lead to incorrect conclusions because of incomplete data. Survivorship bias is ...
in his calculations. He spent his research career at
Columbia University Columbia University in the City of New York, commonly referred to as Columbia University, is a Private university, private Ivy League research university in New York City. Established in 1754 as King's College on the grounds of Trinity Churc ...
. He was the grandson of Rabbi Moshe Shmuel Glasner.


Life and career

Wald was born on 31 October 1902 in Kolozsvár,
Transylvania Transylvania ( or ; ; or ; Transylvanian Saxon dialect, Transylvanian Saxon: ''Siweberjen'') is a List of historical regions of Central Europe, historical and cultural region in Central Europe, encompassing central Romania. To the east and ...
, in the
Kingdom of Hungary The Kingdom of Hungary was a monarchy in Central Europe that existed for nearly a millennium, from 1000 to 1946 and was a key part of the Habsburg monarchy from 1526-1918. The Principality of Hungary emerged as a Christian kingdom upon the Coro ...
. A religious
Jew Jews (, , ), or the Jewish people, are an ethnoreligious group and nation, originating from the Israelites of ancient Israel and Judah. They also traditionally adhere to Judaism. Jewish ethnicity, religion, and community are highly inte ...
, he did not attend school on Saturdays, as was then required by the Hungarian school system, and so he was homeschooled by his parents until college. His parents were quite knowledgeable and competent as teachers. In 1928, he graduated in mathematics from the King Ferdinand I University. In 1927, he had entered
graduate school Postgraduate education, graduate education, or graduate school consists of academic or professional degrees, certificates, diplomas, or other qualifications usually pursued by post-secondary students who have earned an undergraduate (bachel ...
at the
University of Vienna The University of Vienna (, ) is a public university, public research university in Vienna, Austria. Founded by Rudolf IV, Duke of Austria, Duke Rudolph IV in 1365, it is the oldest university in the German-speaking world and among the largest ...
, from which he graduated in 1931 with a Ph.D. in mathematics. His advisor there was
Karl Menger Karl Menger (; January 13, 1902 – October 5, 1985) was an Austrian-born American mathematician, the son of the economist Carl Menger. In mathematics, Menger studied the theory of algebra over a field, algebras and the dimension theory of low-r ...
. Despite Wald's brilliance, he could not obtain a university position because of Austrian discrimination against Jews. However,
Oskar Morgenstern Oskar Morgenstern (; January 24, 1902 – July 26, 1977) was a German-born economist. In collaboration with mathematician John von Neumann, he is credited with founding the field of game theory and its application to social sciences and strategic ...
created a position for Wald in economics. When
Nazi Germany Nazi Germany, officially known as the German Reich and later the Greater German Reich, was the German Reich, German state between 1933 and 1945, when Adolf Hitler and the Nazi Party controlled the country, transforming it into a Totalit ...
annexed Austria in 1938, the discrimination against Jews intensified. In particular, Wald and his family were persecuted as Jews. Wald emigrated to the
United States The United States of America (USA), also known as the United States (U.S.) or America, is a country primarily located in North America. It is a federal republic of 50 U.S. state, states and a federal capital district, Washington, D.C. The 48 ...
at the invitation of the
Cowles Commission for Research in Economics The Cowles Foundation for Research in Economics is an economic research institute at Yale University. History It was created as the Cowles Commission for Research in Economics at Colorado Springs in 1932 by businessman and economist Alfred Cow ...
, to work on econometrics research. By September 1938 Wald was a Fellow of the Carnegie Corporation at Columbia University learning about modern English language statistics from
Harold Hotelling Harold Hotelling (; September 29, 1895 – December 26, 1973) was an American mathematical statistician and an influential economic theorist, known for Hotelling's law, Hotelling's lemma, and Hotelling's rule in economics, as well as Hotelling ...
. He was appointed to the Columbia Faculty in 1941 and remained there until his death. During
World War II World War II or the Second World War (1 September 1939 – 2 September 1945) was a World war, global conflict between two coalitions: the Allies of World War II, Allies and the Axis powers. World War II by country, Nearly all of the wo ...
, Wald was a member of the Statistical Research Group (SRG) at
Columbia University Columbia University in the City of New York, commonly referred to as Columbia University, is a Private university, private Ivy League research university in New York City. Established in 1754 as King's College on the grounds of Trinity Churc ...
, where he applied his statistical skills to various wartime problems. There was a difficulty: the work was secret and Wald was officially an enemy alien and, as such, barred from access to restricted matter. Hotelling recounts, “This impasse led to a facetious suggestion that each page he wrote should immediately be snatched away and never shown to him again, but was resolved when a federal court granted him a hearing long before his turn on the docket and promptly naturalized him.” The problems that the SRG worked on included methods of sequential analysis and sampling inspection. Another was to examine the distribution of damage to aircraft returning after flying missions to provide advice on how to minimize bomber losses to enemy fire. Wald derived a useful means of estimating the damage distribution for all aircraft that flew from the data on the damage distribution of all aircraft that returned. His work is considered seminal in the discipline of operational research, which was then fledgling. Wald and his wife died in 1950 when the
Air India Air India is the flag carrier of India with its main hub at Indira Gandhi International Airport in Delhi, and secondary hubs at Kempegowda International Airport in Bengaluru and Chhatrapati Shivaji Maharaj International Airport in Mumbai, alo ...
plane (VT-CFK, a DC-3 aircraft) in which they were travelling crashed near the Rangaswamy Pillar in the northern part of the Nilgiri Mountains, in southern
India India, officially the Republic of India, is a country in South Asia. It is the List of countries and dependencies by area, seventh-largest country by area; the List of countries by population (United Nations), most populous country since ...
, on an extensive lecture tour at the invitation of the Indian government. He had visited the
Indian Statistical Institute The Indian Statistical Institute (ISI) is a public research university headquartered in Kolkata, India with centers in New Delhi, Bengaluru, Chennai and Tezpur. It was declared an Institute of National Importance by the Government of India und ...
at Calcutta and was to attend the Indian Science Congress at Bangalore in January. Their two children were back at home in the United States. After his death, Wald was criticized by Sir
Ronald A. Fisher Sir Ronald Aylmer Fisher (17 February 1890 – 29 July 1962) was a British polymath who was active as a mathematician, statistician, biologist, geneticist, and academic. For his work in statistics, he has been described as "a genius who a ...
FRS. Fisher attacked Wald for being a mathematician without scientific experience who had written an incompetent book on statistics. Fisher particularly criticized Wald's work on the design of experiments and alleged ignorance of the basic ideas of the subject, as set out by Fisher and Frank Yates. (criticism of statistical theories of
Jerzy Neyman Jerzy Spława-Neyman (April 16, 1894 – August 5, 1981; ) was a Polish mathematician and statistician who first introduced the modern concept of a confidence interval into statistical hypothesis testing and, with Egon Pearson, revised Ronald Fis ...
and Abraham Wald)
Wald's work was defended by
Jerzy Neyman Jerzy Spława-Neyman (April 16, 1894 – August 5, 1981; ) was a Polish mathematician and statistician who first introduced the modern concept of a confidence interval into statistical hypothesis testing and, with Egon Pearson, revised Ronald Fis ...
the next year. Neyman explained Wald's work, particularly with respect to the design of experiments. (reply to Fisher 1955) Lucien Le Cam credits him in his own book, ''Asymptotic Methods in Statistical Decision Theory'': "The ideas and techniques used reflect first and foremost the influence of Abraham Wald's writings." He is the father of the noted American physicist Robert Wald.


Notable publications

For a complete list, see * * * * * Reprinted, Dover publications, 1973, . *


References


Further reading

* *


External links

*
''A Method of Estimating Plane Vulnerability Based on Damage of Survivors'' by Abraham Wald, Defense Technical Information Center 1943
{{DEFAULTSORT:Wald, Abraham 1902 births 1950 deaths Scientists from Cluj-Napoca Jews from Austria-Hungary Jewish emigrants from Austria after the Anschluss to the United States Presidents of the Institute of Mathematical Statistics Fellows of the American Statistical Association American statisticians Hungarian statisticians Econometricians 20th-century American mathematicians Columbia University faculty Jewish American scientists Victims of aviation accidents or incidents in India 20th-century Hungarian mathematicians Babeș-Bolyai University alumni University of Vienna alumni Mathematical economists Hungarian operations researchers Functional analysts American operations researchers 20th-century Hungarian economists Fellows of the Econometric Society Mathematical statisticians Victims of aviation accidents or incidents in 1950