David H. Blackwell
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David Harold Blackwell (April 24, 1919 – July 8, 2010) was an American
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 ...
and
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 ...
who made significant contributions to
game theory Game theory is the study of mathematical models of strategic interactions. It has applications in many fields of social science, and is used extensively in economics, logic, systems science and computer science. Initially, game theory addressed ...
,
probability theory Probability theory or probability calculus is the branch of mathematics concerned with probability. Although there are several different probability interpretations, probability theory treats the concept in a rigorous mathematical manner by expre ...
,
information theory Information theory is the mathematical study of the quantification (science), quantification, Data storage, storage, and telecommunications, communication of information. The field was established and formalized by Claude Shannon in the 1940s, ...
, and statistics. He is one of the
eponym An eponym is a noun after which or for which someone or something is, or is believed to be, named. Adjectives derived from the word ''eponym'' include ''eponymous'' and ''eponymic''. Eponyms are commonly used for time periods, places, innovati ...
s of the
Rao–Blackwell theorem In statistics, the Rao–Blackwell theorem, sometimes referred to as the Rao–Blackwell–Kolmogorov theorem, is a result that characterizes the transformation of an arbitrarily crude estimator into an estimator that is optimal by the mean-squar ...
, and is also known for the Blackwell channel,
Blackwell's contraction mapping theorem In mathematics, Blackwell's contraction mapping theorem provides a set of sufficient conditions for an operator to be a contraction mapping. It is widely used in areas that rely on dynamic programming as it facilitates the proof of existence of f ...
, Blackwell's approachability theorem, and the Blackwell order. He was the first African American inducted into the
National Academy of Sciences The National Academy of Sciences (NAS) is a United States nonprofit, NGO, non-governmental organization. NAS is part of the National Academies of Sciences, Engineering, and Medicine, along with the National Academy of Engineering (NAE) and the ...
, the first African American full professor with tenure at the
University of California, Berkeley The University of California, Berkeley (UC Berkeley, Berkeley, Cal, or California), is a Public university, public Land-grant university, land-grant research university in Berkeley, California, United States. Founded in 1868 and named after t ...
, and the seventh African American to receive a Ph.D. in mathematics. In 2012,
President President most commonly refers to: *President (corporate title) * President (education), a leader of a college or university *President (government title) President may also refer to: Arts and entertainment Film and television *'' Præsident ...
Barack Obama Barack Hussein Obama II (born August 4, 1961) is an American politician who was the 44th president of the United States from 2009 to 2017. A member of the Democratic Party, he was the first African American president in American history. O ...
posthumously awarded Blackwell the
National Medal of Science The National Medal of Science is an honor bestowed by the President of the United States to individuals in science and engineering who have made important contributions to the advancement of knowledge in the fields of behavioral science, behavior ...
. Blackwell was also a pioneer in textbook writing. He wrote one of the first
Bayesian statistics Bayesian statistics ( or ) is a theory in the field of statistics based on the Bayesian interpretation of probability, where probability expresses a ''degree of belief'' in an event. The degree of belief may be based on prior knowledge about ...
textbooks, his 1969 ''Basic Statistics''. By the time he retired, he had published over 90 papers and books on dynamic programming, game theory, and mathematical statistics.


Early life and education

David Harold Blackwell was born on April 24, 1919, in
Centralia, Illinois Centralia is a city in Clinton, Jefferson, Marion, and Washington counties in the U.S. state of Illinois with the largest portion in Marion County. The city is the largest in three counties, Clinton, Marion, and Washington, but it is not a ...
, to Mabel Johnson Blackwell, a full-time homemaker, and Grover Blackwell, an
Illinois Central Railroad The Illinois Central Railroad , sometimes called the Main Line of Mid-America, is a railroad in the Central United States. Its primary routes connected Chicago, Illinois, with New Orleans, New Orleans, Louisiana, and Mobile, Alabama, and thus, ...
worker. He was the eldest of four children with two brothers, J. W. and Joseph, and one sister, Elizabeth. Growing up in an integrated community, Blackwell attended "mixed" schools, where he distinguished himself in mathematics. During elementary school, his teachers promoted him beyond his grade level on two occasions. It was in a high school geometry course, however, that his passion for mathematics began. An exceptional student, Blackwell graduated high school in 1935 at the age of sixteen. Blackwell entered the
University of Illinois at Urbana-Champaign The University of Illinois Urbana-Champaign (UIUC, U of I, Illinois, or University of Illinois) is a public land-grant research university in the Champaign–Urbana metropolitan area, Illinois, United States. Established in 1867, it is the f ...
with the intent to study elementary school mathematics and become a teacher. He was a member of
Alpha Phi Alpha Alpha Phi Alpha Fraternity, Inc. () is the oldest intercollegiate List of African-American fraternities, historically African American Fraternities and sororities, fraternity. It was initially a literary and social studies club organized in the ...
, a black fraternity that housed him for his full six years as a student. He earned his bachelor's degree in mathematics in three years in 1938 and, a year later, a master's degree in 1939. He was awarded a
Doctor of Philosophy A Doctor of Philosophy (PhD, DPhil; or ) is a terminal degree that usually denotes the highest level of academic achievement in a given discipline and is awarded following a course of Postgraduate education, graduate study and original resear ...
in mathematics in 1941 at the age of 22. His doctoral advisor was
Joseph L. Doob Joseph Leo Doob (February 27, 1910 – June 7, 2004) was an American mathematician, specializing in analysis and probability theory. The theory of martingales was developed by Doob. Early life and education Doob was born in Cincinnati, Ohio, ...
. At the time, Blackwell was the seventh African American to earn a Ph.D. in mathematics in the United States and the first at the University of Illinois at Urbana-Champaign. His doctoral thesis was on
Markov chain In probability theory and statistics, a Markov chain or Markov process is a stochastic process describing a sequence of possible events in which the probability of each event depends only on the state attained in the previous event. Informally ...
s.


Career and research


Postdoctoral study and early career

Blackwell completed one year of
postdoctoral research A postdoctoral fellow, postdoctoral researcher, or simply postdoc, is a person professionally conducting research after the completion of their doctoral studies (typically a PhD). Postdocs most commonly, but not always, have a temporary acade ...
as a fellow at the
Institute for Advanced Study The Institute for Advanced Study (IAS) is an independent center for theoretical research and intellectual inquiry located in Princeton, New Jersey. It has served as the academic home of internationally preeminent scholars, including Albert Ein ...
(IAS) at Princeton in 1941 after receiving a
Rosenwald Fellowship The Rosenwald Fund (also known as the Rosenwald Foundation, the Julius Rosenwald Fund, and the Julius Rosenwald Foundation) was established in 1917 by Julius Rosenwald and his family for "the well-being of mankind." Rosenwald became part-owner of S ...
, which was a fund to aid black scholars. There he met
John von Neumann John von Neumann ( ; ; December 28, 1903 – February 8, 1957) was a Hungarian and American mathematician, physicist, computer scientist and engineer. Von Neumann had perhaps the widest coverage of any mathematician of his time, in ...
, who asked Blackwell to discuss his Ph.D. thesis with him. Blackwell, who believed that von Neumann was just being polite and not genuinely interested in his work, did not approach him until von Neumann himself asked him again a few months later. According to Blackwell, "He (von Neumann) listened to me talk about this rather obscure subject and in ten minutes he knew more about it than I did." While a postdoc at IAS, Blackwell was prevented from attending lectures or undertaking research at nearby
Princeton University Princeton University is a private university, private Ivy League research university in Princeton, New Jersey, United States. Founded in 1746 in Elizabeth, New Jersey, Elizabeth as the College of New Jersey, Princeton is the List of Colonial ...
, which the IAS has historically collaborated with in research and scholarship activities, because of his race. Seeking a permanent position elsewhere, he wrote letters of application to 104
historically black colleges and universities Historically Black colleges and universities (HBCUs) are institutions of higher education in the United States that were established before the Civil Rights Act of 1964 with the intention of serving African Americans. Most are in the Southern U ...
in 1942, and received a total of only three offers. He felt at the time that a black professor would be limited to teaching at black colleges. Having been highly recommended by his dissertation advisor
Joseph L. Doob Joseph Leo Doob (February 27, 1910 – June 7, 2004) was an American mathematician, specializing in analysis and probability theory. The theory of martingales was developed by Doob. Early life and education Doob was born in Cincinnati, Ohio, ...
for a position at the
University of California, Berkeley The University of California, Berkeley (UC Berkeley, Berkeley, Cal, or California), is a Public university, public Land-grant university, land-grant research university in Berkeley, California, United States. Founded in 1868 and named after t ...
, he was interviewed by statistician
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 ...
. Neyman supported his appointment, and Griffith C. Evans, the head of the mathematics department, at first agreed and even convinced university president Robert Sproul that it was the correct decision, only to subsequently balk, citing the concerns of his wife. It was customary for Evans and his wife to invite the members of the department over for dinner and "she was not going to have any darkie in her house." He was offered a post at
Southern University Southern University and A&M College (Southern University, Southern, SUBR or SU) is a Public university, public historically black colleges and universities, historically black land-grant university in Baton Rouge, Louisiana, United States. It i ...
at Baton Rouge, which he held in from 1942 to 1943, followed by a year as an Instructor at
Clark College Clark College is a public community college in Vancouver, Washington. With 11,500 students, Clark College is the largest institution of higher education in southwest Washington. Founded in 1933 as a private junior college, Clark College receive ...
in Atlanta.


Howard University

Blackwell joined the Mathematics Department at
Howard University Howard University is a private, historically black, federally chartered research university in Washington, D.C., United States. It is classified among "R1: Doctoral Universities – Very high research activity" and accredited by the Mid ...
in 1944. When he joined, he was one of four faculty members and within three years he was appointed full professor and head of the department. He remained at Howard until 1954. In 1947, while at Howard, Blackwell published the paper "Conditional Expectation and Unbiased Sequential Estimation", which outlined a technique that later became known as the Rao-Blackwell theorem. The
theorem In mathematics and formal logic, a theorem is a statement (logic), statement that has been Mathematical proof, proven, or can be proven. The ''proof'' of a theorem is a logical argument that uses the inference rules of a deductive system to esta ...
provides a method for improving statistical estimates by potentially reducing their
mean squared error In statistics, the mean squared error (MSE) or mean squared deviation (MSD) of an estimator (of a procedure for estimating an unobserved quantity) measures the average of the squares of the errors—that is, the average squared difference betwee ...
. From 1948 to 1950, Blackwell spent his summers at
RAND Corporation The RAND Corporation, doing business as RAND, is an American nonprofit global policy think tank, research institute, and public sector consulting firm. RAND engages in research and development (R&D) in several fields and industries. Since the ...
with
Meyer Abraham Girshick Meyer Abraham Girshick (born in the Russian Empire, July 25, 1908; died in Palo Alto, California, USA, March 2, 1955) was a Russian-American statistician. Girshick emigrated to the United States from Russia in 1922. He received his undergraduat ...
and other mathematicians exploring the game theory of
duel A duel is an arranged engagement in combat between two people with matched weapons. During the 17th and 18th centuries (and earlier), duels were mostly single combats fought with swords (the rapier and later the small sword), but beginning in ...
s. In 1954, Girshick and Blackwell published ''Theory of Games and Statistical Decisions''. Aside from von Neumann and Girshick, other Blackwell collaborators and mentors included
Leonard J. Savage Leonard Jimmie Savage (born Leonard Ogashevitz; 1917 – 1971) was an American mathematician and statistician. Economist Milton Friedman said Savage was "one of the few people I have met whom I would unhesitatingly call a genius." Education and ...
, Richard E. Bellman, and
Nobel Laureate The Nobel Prizes (, ) are awarded annually by the Royal Swedish Academy of Sciences, the Swedish Academy, the Karolinska Institutet, and the Norwegian Nobel Committee to individuals and organizations who make outstanding contributions in th ...
Kenneth J. Arrow Kenneth Joseph Arrow (August 23, 1921 – February 21, 2017) was an American economist, mathematician and political theorist. He received the John Bates Clark Medal in 1957, and the Nobel Memorial Prize in Economic Sciences in 1972, along with J ...
.


University of California, Berkeley

Blackwell took a position at the
University of California, Berkeley The University of California, Berkeley (UC Berkeley, Berkeley, Cal, or California), is a Public university, public Land-grant university, land-grant research university in Berkeley, California, United States. Founded in 1868 and named after t ...
as a
visiting professor In academia, a visiting scholar, visiting scientist, visiting researcher, visiting fellow, visiting lecturer, or visiting professor is a scholar from an institution who visits a host university to teach, lecture, or perform research on a topic fo ...
in 1954, and was hired as a
full professor Professor (commonly abbreviated as Prof.) is an academic rank at universities and other post-secondary education and research institutions in most countries. Literally, ''professor'' derives from Latin as a 'person who professes'. Professors ...
in the newly created Department of Statistics in 1955. He became the Statistics department chair in 1957. Blackwell bridged
topology Topology (from the Greek language, Greek words , and ) is the branch of mathematics concerned with the properties of a Mathematical object, geometric object that are preserved under Continuous function, continuous Deformation theory, deformat ...
and
game theory Game theory is the study of mathematical models of strategic interactions. It has applications in many fields of social science, and is used extensively in economics, logic, systems science and computer science. Initially, game theory addressed ...
via a game-theoretic proof of Kuratowski's coreduction principle for analytic subsets of a metric space in 1967. Blackwell only briefly extended his research beyond zero-sum games to explore the
sure-thing principle In decision theory, the sure-thing principle states that a decision maker who decided they would take a certain action in the case that event ''E'' has occurred, as well as in the case that the negation of ''E'' has occurred, should also take that ...
as introduced by Jimmie Savage, primarily due the real-world societal implications of the mathematical result, particularly for nuclear disarmament at the inception of the
Cold War The Cold War was a period of global Geopolitics, geopolitical rivalry between the United States (US) and the Soviet Union (USSR) and their respective allies, the capitalist Western Bloc and communist Eastern Bloc, which lasted from 1947 unt ...
. Blackwell wrote one of the first
Bayesian Thomas Bayes ( ; c. 1701 – 1761) was an English statistician, philosopher, and Presbyterian minister. Bayesian ( or ) may be either any of a range of concepts and approaches that relate to statistical methods based on Bayes' theorem Bayes ...
textbooks, his 1969 ''Basic Statistics''. It inspired the 1995 textbook ''Statistics: A Bayesian Perspective'' by the biostatistician Donald Berry. He spent the rest of his career at UC Berkeley, retiring in 1988 at age 70, which at that time was the mandatory retirement age. Over the course of his career, he mentored over 60 students.


Personal life and death

Blackwell married Annlizabeth Madison, a 1934 graduate of
Spelman College Spelman College is a Private college, private, Historically black colleges and universities, historically black, Women's colleges in the United States, women's Liberal arts colleges in the United States, liberal arts college in Atlanta, Georgia ...
, on December 27, 1944. They had eight children together, three sons and five daughters: Ann, Julia, David, Ruth, Grover, Vera, Hugo, and Sara. David Blackwell died of complications from a stroke on July 8, 2010, at
Alta Bates Summit Medical Center Sutter Health Alta Bates Summit Medical Center is located in the East Bay of the San Francisco Bay Area. Its three hospital campuses are located in Berkeley (Alta Bates Campus, Herrick Campus) and Oakland (Summit Campus). Alta Bates Summit is a ...
in
Berkeley, California Berkeley ( ) is a city on the eastern shore of San Francisco Bay in northern Alameda County, California, United States. It is named after the 18th-century Anglo-Irish bishop and philosopher George Berkeley. It borders the cities of Oakland, Cali ...
. He was 91 years old.


Honors and awards

In his lifetime, Blackwell received 12 honorary doctorates. *
Invited Speaker at the International Congress of Mathematicians An invitation system is a method of encouraging people to join an organization, such as a Club (organization), club or a website. In regular society, it refers to any system whereby new members are chosen; they cannot simply apply. In relation to w ...
, 1954 * President of the
Institute of Mathematical Statistics The Institute of Mathematical Statistics is an international professional and scholarly society devoted to the development, dissemination, and application of statistics and probability. The Institute currently has about 4,000 members in all parts ...
, 1956 * Elected a member of the
National Academy of Sciences The National Academy of Sciences (NAS) is a United States nonprofit, NGO, non-governmental organization. NAS is part of the National Academies of Sciences, Engineering, and Medicine, along with the National Academy of Engineering (NAE) and the ...
(NAS), 1965 * Elected a member of the
American Academy of Arts and Sciences The American Academy of Arts and Sciences (The Academy) is one of the oldest learned societies in the United States. It was founded in 1780 during the American Revolution by John Adams, John Hancock, James Bowdoin, Andrew Oliver, and other ...
(AAAS), 1968 * President of the
Bernoulli Society for Mathematical Statistics and Probability The Bernoulli Society is a professional association that aims to further the progress of probability and mathematical statistics, founded as part of the International Statistical Institute in 1975. It is named after the Bernoulli family of mathemat ...
, 1975-1977 * Honorary Fellow of the
Royal Statistical Society The Royal Statistical Society (RSS) is an established statistical society. It has three main roles: a British learned society for statistics, a professional body for statisticians and a charity which promotes statistics for the public good. ...
(RSS) in 1976 * Vice President of the
American Statistical Association The American Statistical Association (ASA) is the main professional organization for statisticians and related professionals in the United States. It was founded in Boston, Massachusetts, on November 27, 1839, and is the second-oldest continuous ...
(ASA) in 1978 * Awarded the
John von Neumann Theory Prize The John von Neumann Theory Prize of the Institute for Operations Research and the Management Sciences (INFORMS) is awarded annually to an individual (or sometimes a group) who has made fundamental and sustained contributions to theory in opera ...
in 1979 * Awarded the
R. A. Fisher Lectureship The COPSS Distinguished Achievement Award and Lectureship (formerly known as R. A. Fisher Award and Lectureship) is a very high recognition of achievement and scholarship in statistical science that recognizes the highly significant impact of stati ...
in 1986 * Elected a member of the
American Philosophical Society The American Philosophical Society (APS) is an American scholarly organization and learned society founded in 1743 in Philadelphia that promotes knowledge in the humanities and natural sciences through research, professional meetings, publicat ...
, 1990 * Fellow of the
Institute for Operations Research and the Management Sciences The Institute for Operations Research and the Management Sciences (INFORMS) is an international society for practitioners in the fields of operations research Operations research () (U.S. Air Force Specialty Code: Operations Analysis), often s ...
, 2002 * Awarded the
National Medal of Science The National Medal of Science is an honor bestowed by the President of the United States to individuals in science and engineering who have made important contributions to the advancement of knowledge in the fields of behavioral science, behavior ...
(posthumous), 2012


Legacy

The
Mathematical Association of America The Mathematical Association of America (MAA) is a professional society that focuses on mathematics accessible at the undergraduate level. Members include university A university () is an educational institution, institution of tertiary edu ...
's MathFest, in coordination with the National Association of Mathematicians, features an annual MAA-NAM David Blackwell Lecture. Blackwell offered the inaugural address in 1994; and subsequent lecturers are researchers who "exemplif the spirit of Blackwell in both personal achievement and service to the mathematical community." The Blackwell-Tapia prize is named in honor of David Blackwell and
Richard A. Tapia Richard Alfred Tapia (born March 25, 1939) is an American mathematician and University Professor at Rice University in Houston, Texas, the university's highest academic title. Tapia is the Principal investigator on a $2 million NSF grant (2007-2 ...
. The University of California, Berkeley named an undergraduate residence hall in his honor, named David Blackwell Hall. The residence hall opened in Fall 2018. An educational book about his life titled ''David Blackwell and the Deadliest Duel'' was published in 2019. Blackwell made the following statement about his values and work in a 1983 interview for a project called "Mathematical People":
Basically, I'm not interested in doing research and I never have been....I'm interested in understanding, which is quite a different thing. And often to understand something you have to work it out yourself because no one else has done it.
In March 2024,
Nvidia Nvidia Corporation ( ) is an American multinational corporation and technology company headquartered in Santa Clara, California, and incorporated in Delaware. Founded in 1993 by Jensen Huang (president and CEO), Chris Malachowsky, and Curti ...
announced its Blackwell
GPU A graphics processing unit (GPU) is a specialized electronic circuit designed for digital image processing and to accelerate computer graphics, being present either as a discrete video card or embedded on motherboards, mobile phones, personal ...
architecture, named in honour of David Blackwell.


Bibliography


Books

* *


Journal articles

* * * * * * * *


References


External links


Biographical sketch
from the
American Statistical Association The American Statistical Association (ASA) is the main professional organization for statisticians and related professionals in the United States. It was founded in Boston, Massachusetts, on November 27, 1839, and is the second-oldest continuous ...
*
David Blackwell's oral history video excerpts
at The National Visionary Leadership Project * A volume dedicated t
David H. Blackwell
Celebratio Mathematica Mathematical Sciences Publishers is a nonprofit publishing company run by and for mathematicians. It publishes several journals and the book series ''Geometry & Topology Monographs''. It is run from a central office in the Department of Mathemati ...

Biography of David Blackwell
from the Institute for Operations Research and the Management Sciences (INFORMS)
David H. Blackwell: A Profile of Inspiration and Perseverance
University of Illinois Urbana-Champaign College of Liberal Arts & Science Department of Statistics
David Blackwell - American statistician and mathematician
from Britannica {{DEFAULTSORT:Blackwell, David 1919 births 2010 deaths People from Centralia, Illinois University of California, Berkeley College of Letters and Science faculty Institute for Advanced Study visiting scholars African-American statisticians American statisticians 20th-century American mathematicians American probability theorists Members of the United States National Academy of Sciences Presidents of the Institute of Mathematical Statistics John von Neumann Theory Prize winners Fellows of the American Statistical Association Fellows of the Institute for Operations Research and the Management Sciences National Medal of Science laureates American game theorists Academics from Illinois Mathematicians from Illinois 21st-century American mathematicians 20th-century African-American people 21st-century African-American people Members of the American Philosophical Society American mathematical statisticians University of Illinois College of Liberal Arts and Sciences alumni