Donald Rubin

Donald Rubin
Donald B. Rubin

Born December 22, 1943 (1943-12-22) (age 67)
Fields Statistics
Institutions Educational Testing Service
Princeton University
University of Wisconsin–Madison
University of Chicago
Harvard University
Doctoral advisor William Gemmell Cochran
Known for Rubin Causal Model

Donald Bruce Rubin is the John L. Loeb Professor of Statistics at Harvard University. He was hired by Harvard in 1984, and served as chair of the department from 1985-1994.

He is most well known for the Rubin Causal Model, a set of methods designed for causal inference with observational data, and for his methods for dealing with missing data.

Contents

Chronology

As an undergraduate Rubin attended the accelerated Princeton University PhD program where he was one of a cohort of 20 students mentored by the physicist John Wheeler (the intention of the program was to confirm degrees within 5 years of freshman matriculation). He switched to psychology and graduated in 1965. He began graduate school in psychology at Harvard with a National Science Foundation fellowship, but because his statistics background was considered insufficient, he was asked to take introductory statistics courses. Rubin felt insulted by this given his background in physics, so he decided to transfer to applied math, as he says in the introduction to Matched Sampling for Causal Effects.[citation needed]

He received his AM in applied math in 1966, and spent the summer consulting for Princeton sociologist Robert Althauser on comparing the achievement of white and black students, where he first used a matching method[citation needed].

Rubin became a PhD student again, this time in Statistics under William Cochran at the Harvard Statistics Department. After graduating from Harvard in 1970, he began working at the Educational Testing Service in 1971, and served as a visiting faculty member at Princeton's new statistics department. He published his major papers on the Rubin Causal Model in 1974-1980, and a textbook on the subject with econometrician Guido Imbens was expected to be published in 2010.[dated info]

Rubin later moved to the University of Wisconsin–Madison, the University of Chicago, and Harvard.

Rubin Causal Model

The Rubin Causal Model is based on the idea of potential outcomes and the assignment mechanism: every unit has different potential outcomes depending on their "assignment" to a condition. For instance, someone may have one income at age 40 if they attend a private college and a different income at age 40 if they attend a public college; to measure the causal effect of going to a public versus a private college, the investigator should look at the outcome for the same individual in both alternative futures. It is obviously impossible to see both potential outcomes at once, and one of the potential outcomes is always missing. A randomized experiment works by assigning people randomly to (in this case) public or private college; because the assignment was random, the groups are (on average) equivalent, and the difference in income at age 40 can be attributed to the college assignment since that was the only difference between the groups.

The assignment mechanism is the explanation for why some units received the treatment and others the control. In observational data, there is a non-random assignment mechanism: in the case of college attendance, people may choose to attend a private versus a public college based on their financial situation, parents' education, relative ranks of the schools they were admitted to, etc. If all of these factors can be balanced between the two groups of public and private college students, then in Rubin's model the effect of college attendance can be attributed to the college choice.

References

  • DB Rubin, "My introduction to matched sampling", in DB Rubin, Matched Sampling for Causal Effects, Cambridge, 2006.

External links


Wikimedia Foundation. 2010.

Игры ⚽ Нужна курсовая?

Look at other dictionaries:

  • Rubin — (Polish, German, Russian, Romanian, Serbian, Swedish, Danish and Yiddish word for Ruby) can refer to the following people:;Surnames * Alan Rubin, American musician * Andrejs Rubins * Arthur Rubin (b. 1956), American mathematician * Avi Rubin,… …   Wikipedia

  • Rubin Causal Model — The Rubin Causal Model (RCM) is an approach to the statistical analysis of cause and effect based on the framework of potential outcomes. RCM is named after its originator, Donald Rubin, Professor of Statistics at Harvard… …   Wikipedia

  • Rubin Museum of Art — The Rubin Museum of Art (RMA) is a museum dedicated to the collection, display, and preservation of the art of the Himalayas and surrounding regions. It is located in the Chelsea neighborhood of Manhattan, New York City, New York, United States… …   Wikipedia

  • Donald Knuth — Donald Ervin Knuth Donald Knuth at a reception for the Open Content Alliance, October 25, 2005 Born …   Wikipedia

  • Donald J. Cram — Donald James Cram Born April 22, 1919 Chester, Vermont Died June 17, 2001 (aged 82) Palm Desert, California[1] …   Wikipedia

  • Donald Fagen — Donald Fagen, right, in concert with Steely Dan in Luzerne, Switzerland, 2007. Background information Birth name Donald Jay Fagen …   Wikipedia

  • Donald Lipski — (born May 21, 1947) is an American sculptor. He is best known for his provocative works with objects, his installation work and his large scale public works. Contents 1 LIFE 2 PUBLIC COLLECTIONS 3 BOOKS 4 Further reading …   Wikipedia

  • Donald C. Spencer — Donald Spencer Born April 25, 1912(1912 04 25) Boulder, Colorado Died December 23, 2001(2001 12 23) (aged 89 …   Wikipedia

  • Donald "Duck" Dunn — Background information Birth name Donald Dunn Also known as Duck Bor …   Wikipedia

  • Donald Regan — 66th United States Secretary of the Treasury In office January 22, 1981 – February 1, 1985 President Ronald Reagan Preceded by …   Wikipedia

Share the article and excerpts

Direct link
Do a right-click on the link above
and select “Copy Link”