Joshua Angrist
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Joshua David Angrist (born September 18, 1960) is an
Israeli-American , native_name_lang = , image = , caption = , population = 110,000–150,000 , popplace = New York metropolitan area, Los Angeles metropolitan area, Miami metropolitan area, and other large metropolitan a ...
economist An economist is a professional and practitioner in the social sciences, social science discipline of economics. The individual may also study, develop, and apply theories and concepts from economics and write about economic policy. Within this ...
and Ford Professor of Economics at the
Massachusetts Institute of Technology The Massachusetts Institute of Technology (MIT) is a private land-grant research university in Cambridge, Massachusetts. Established in 1861, MIT has played a key role in the development of modern technology and science, and is one of th ...
. Angrist, together with
Guido Imbens Guido Wilhelmus Imbens (born 3 September 1963) is a Dutch-American economist whose research concerns econometrics and statistics. He holds the Applied Econometrics Professorship in Economics at the Stanford Graduate School of Business at Stanfo ...
, was awarded the
Nobel Memorial Prize in Economics The Nobel Memorial Prize in Economic Sciences, officially the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel ( sv, Sveriges riksbanks pris i ekonomisk vetenskap till Alfred Nobels minne), is an economics award administered ...
in 2021 "for their methodological contributions to the analysis of causal relationships". He ranks among the world's top economists in labor economics,
urban economics Urban economics is broadly the economic study of urban areas; as such, it involves using the tools of economics to analyze urban issues such as crime, education, public transit, housing, and local government finance. More specifically, it is a bra ...
, and the
economics of education Education economics or the economics of education is the study of economic issues relating to education, including the demand for education, the financing and provision of education, and the comparative efficiency of various educational programs ...
, and is known for his use of quasi-experimental research designs (such as
instrumental variables In statistics, econometrics, epidemiology and related disciplines, the method of instrumental variables (IV) is used to estimate causal relationships when controlled experiments are not feasible or when a treatment is not successfully delivered ...
) to study the effects of public policies and changes in economic or social circumstances. He is a co-founder and co-director of the MIT'
School Effectiveness & Inequality Initiative
which studies the relationship between
human capital Human capital is a concept used by social scientists to designate personal attributes considered useful in the production process. It encompasses employee knowledge, skills, know-how, good health, and education. Human capital has a substantial ...
and
income inequality There are wide varieties of economic inequality, most notably income inequality measured using the distribution of income (the amount of money people are paid) and wealth inequality measured using the distribution of wealth (the amount of we ...
in the U.S.


Biography

Angrist was born to a Jewish family in
Columbus, Ohio Columbus () is the state capital and the most populous city in the U.S. state of Ohio. With a 2020 census population of 905,748, it is the 14th-most populous city in the U.S., the second-most populous city in the Midwest, after Chicago, an ...
, and raised in
Pittsburgh Pittsburgh ( ) is a city in the Commonwealth (U.S. state), Commonwealth of Pennsylvania, United States, and the county seat of Allegheny County, Pennsylvania, Allegheny County. It is the most populous city in both Allegheny County and Wester ...
,
Pennsylvania Pennsylvania (; ( Pennsylvania Dutch: )), officially the Commonwealth of Pennsylvania, is a state spanning the Mid-Atlantic, Northeastern, Appalachian, and Great Lakes regions of the United States. It borders Delaware to its southeast, ...
, where he graduated from
Taylor Allderdice High School Taylor Allderdice High School is a public high school in the Squirrel Hill neighborhood of Pittsburgh, Pennsylvania, United States. It opened in 1927 and is part of the Pittsburgh Public Schools district. It was named for industrialist and S ...
in 1977. Angrist received his B.A. in economics from
Oberlin College Oberlin College is a private liberal arts college and conservatory of music in Oberlin, Ohio. It is the oldest coeducational liberal arts college in the United States and the second oldest continuously operating coeducational institute of highe ...
in 1982. He lived in
Israel Israel (; he, יִשְׂרָאֵל, ; ar, إِسْرَائِيل, ), officially the State of Israel ( he, מְדִינַת יִשְׂרָאֵל, label=none, translit=Medīnat Yīsrāʾēl; ), is a country in Western Asia. It is situated ...
from 1982 until 1985 and served as a
paratrooper A paratrooper is a military parachutist—someone trained to parachute into a military operation, and usually functioning as part of an airborne force. Military parachutists (troops) and parachutes were first used on a large scale during Worl ...
in the
Israeli Defence Forces The Israel Defense Forces (IDF; he, צְבָא הַהֲגָנָה לְיִשְׂרָאֵל , ), alternatively referred to by the Hebrew-language acronym (), is the national military of the State of Israel. It consists of three service branch ...
. Angrist received an
M.A. A Master of Arts ( la, Magister Artium or ''Artium Magister''; abbreviated MA, M.A., AM, or A.M.) is the holder of a master's degree awarded by universities in many countries. The degree is usually contrasted with that of Master of Science. Tho ...
and a Ph.D. in economics from
Princeton University Princeton University is a private research university in Princeton, New Jersey. Founded in 1746 in Elizabeth as the College of New Jersey, Princeton is the fourth-oldest institution of higher education in the United States and one of the ...
in 1987 and 1989, respectively. His doctoral dissertation, ''Econometric Analysis of the Vietnam Era Draft Lottery'', was supervised by
Orley Ashenfelter Orley Clark Ashenfelter (born October 18, 1942) is an American economist and the Joseph Douglas Green 1895 Professor of Economics at Princeton University. His areas of specialization include labor economics, econometrics, and law and economics. H ...
and later published in parts in the ''
American Economic Review The ''American Economic Review'' is a monthly peer-reviewed academic journal published by the American Economic Association. First published in 1911, it is considered one of the most prestigious and highly distinguished journals in the field of ec ...
''. After completing his Ph.D., Angrist joined
Harvard University Harvard University is a private Ivy League research university in Cambridge, Massachusetts. Founded in 1636 as Harvard College and named for its first benefactor, the Puritan clergyman John Harvard, it is the oldest institution of highe ...
as an assistant professor until 1991, when he returned to Israel as a senior lecturer (equivalent to an Assistant Professor in the US system) at the
Hebrew University The Hebrew University of Jerusalem (HUJI; he, הַאוּנִיבֶרְסִיטָה הַעִבְרִית בִּירוּשָׁלַיִם) is a public university, public research university based in Jerusalem, Israel. Co-founded by Albert Einstein ...
. After being promoted to associate professor at Hebrew University, he joined MIT's Economics Department in 1996 as associate professor, before being raised to full professor in 1998. Since 2008, he has been MIT's Ford Professor of Economics and teaches
econometrics Econometrics is the 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. ...
and labor economics to its students. He additionally served as the Wesley Clair Mitchell Visiting Professor at
Columbia University Columbia University (also known as Columbia, and officially as Columbia University in the City of New York) is a private research university in New York City. Established in 1754 as King's College on the grounds of Trinity Church in Manhatt ...
in 2018. Angrist is affiliated with the
National Bureau of Economic Research The National Bureau of Economic Research (NBER) is an American private nonprofit research organization "committed to undertaking and disseminating unbiased economic research among public policymakers, business professionals, and the academic c ...
, the
IZA Institute of Labor Economics The IZA - Institute of Labor Economics (german: Forschungsinstitut zur Zukunft der Arbeit), until 2016 referred to as the Institute of the Study of Labor (IZA), is a private, independent economic research institute and academic network focused o ...
, the
American Economic Association The American Economic Association (AEA) is a learned society in the field of economics. It publishes several peer-reviewed journals acknowledged in business and academia. There are some 23,000 members. History and Constitution The AEA was esta ...
,
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 continuousl ...
,
Econometric Society The Econometric Society is an international society of academic economists interested in applying statistical tools to their field. It is an independent organization with no connections to societies of professional mathematicians or statisticians. ...
,
Population Association of America The Population Association of America (PAA) is a non-profit scientific professional association dedicated to the study of issues related to population and demography. The PAA was established by Henry Pratt Fairchild and Frederick Osborn, with fu ...
and the Society of Labor Economists. In terms of professional service, he has performed editorial duties at the journals ''
Econometrica ''Econometrica'' is a peer-reviewed academic journal of economics, publishing articles in many areas of economics, especially econometrics. It is published by Wiley-Blackwell on behalf of the Econometric Society. The current editor-in-chief is ...
'', ''
American Economic Review The ''American Economic Review'' is a monthly peer-reviewed academic journal published by the American Economic Association. First published in 1911, it is considered one of the most prestigious and highly distinguished journals in the field of ec ...
'', '' American Economic Journal: Applied Economics'', ''
Journal of Business and Economic Statistics The ''Journal of Business & Economic Statistics'' is a quarterly peer-reviewed academic journal published by the American Statistical Association. The journal covers a broad range of applied problems in business and economic statistics, including f ...
'', ''
Economics Letters Economics Letters is a scholarly peer-reviewed journal of economics that publishes concise communications (letters) that provide a means of rapid and efficient dissemination of new results, models and methods in all fields of economic research. Pu ...
'', '' Labour Economics'' and the ''
Journal of Labor Economics A journal, from the Old French ''journal'' (meaning "daily"), may refer to: *Bullet journal, a method of personal organization *Diary, a record of what happened over the course of a day or other period *Daybook, also known as a general journal, a ...
''. Angrist holds dual US-Israeli citizenship and lives in Brookline, Massachusetts.


Research

Angrist's research interests include the economics of education and school reform, social programs and the labor market, the effects of immigration, labor market regulation and institutions, and econometric methods for program and policy evaluation. He ranks among the top 50 out of over 56,000 economists registered on IDEAS/RePEc in terms of research output. He is a frequent co-author of
Guido Imbens Guido Wilhelmus Imbens (born 3 September 1963) is a Dutch-American economist whose research concerns econometrics and statistics. He holds the Applied Econometrics Professorship in Economics at the Stanford Graduate School of Business at Stanfo ...
, Alan B. Krueger,
Victor Lavy Victor Chaim Lavy is an Israeli economist and professor at the University of Warwick and the Hebrew University of Jerusalem. His research interests include labour economics, the economics of education, and development economics. Lavy belongs to th ...
,
Parag Pathak Parag A. Pathak (born c. 1980) is Professor of Economics at the Massachusetts Institute of Technology and is affiliated with the National Bureau of Economic Research where he co-founded and directs the working group on Mechanism design, market d ...
and Jörn-Steffen Pischke. Together with Pischke, Angrist published ''Mostly Harmless Econometrics'' in 2009, in which they explore econometric tools used by empirical researchers. In 2014, Angrist and Pischke released ''Mastering 'Metrics': The Path from Cause to Effect'', which is targeted at undergraduate econometrics students.


Economics of education


Research on the returns to schooling

The bulk of Angrist's research has concentrated on the economics of education, beginning with the returns to schooling. In one early study, Angrist and Krueger exploited the relationship between children's season of birth and educational attainment that is due to policies and laws setting ages for school start and compulsory schooling, finding that returns to education are close to their OLS estimates and that compulsory attendance laws constrain roughly 10% of students to stay in school who would have otherwise left. Another early attempt at using IV to estimate returns to schooling by Angrist and Krueger was to exploit the Vietnam-era draft lottery. However, while their later research on split-sample IVs confirmed the findings of their compulsory schooling research, it failed to support the returns to schooling estimates derived from the draft-lottery research. Angrist further used variation in U.S. compulsory schooling laws in research with Daron Acemoglu in order to estimate human-capital
externalities In economics, an externality or external cost is an indirect cost or benefit to an uninvolved third party that arises as an effect of another party's (or parties') activity. Externalities can be considered as unpriced goods involved in either co ...
, which they found to be about 1% and not statistically significant. Angrist has also studied the strong decrease in the economic returns to schooling in the
West Bank The West Bank ( ar, الضفة الغربية, translit=aḍ-Ḍiffah al-Ġarbiyyah; he, הגדה המערבית, translit=HaGadah HaMaʽaravit, also referred to by some Israelis as ) is a landlocked territory near the coast of the Mediter ...
and
Gaza Strip The Gaza Strip (;The New Oxford Dictionary of English (1998) – p.761 "Gaza Strip /'gɑːzə/ a strip of territory under the control of the Palestinian National Authority and Hamas, on the SE Mediterranean coast including the town of Gaza.. ...
in the 1980s. Together with Lavy, Angrist has also explored the returns to schooling in
Morocco Morocco (),, ) officially the Kingdom of Morocco, is the westernmost country in the Maghreb region of North Africa. It overlooks the Mediterranean Sea to the north and the Atlantic Ocean to the west, and has land borders with Algeria t ...
, exploiting a change in its language of instruction from French to Arabic to find that policy substantially reduced Moroccan youths' returns to schooling by deteriorating their French writing skills.


Research on the determinants of student learning

Another strand of Angrist's research in the economics of education concerns the impact of various inputs and rules on learning. For instance, in further work with Lavy, Angrist exploited
Maimonides' Rule Maimonides' rule is named after the 12th-century rabbinic scholar Maimonides, who identified a correlation between class size and students' achievements. Today this rule is widely used in educational research to evaluate the effect of class size on ...
, which limits class size to 40 students, in order to study the impact of class size on scholastic achievement in
Israel Israel (; he, יִשְׂרָאֵל, ; ar, إِسْرَائِيل, ), officially the State of Israel ( he, מְדִינַת יִשְׂרָאֵל, label=none, translit=Medīnat Yīsrāʾēl; ), is a country in Western Asia. It is situated ...
i schools, finding that class size reduction substantially increase test scores for 4th and 5th graders, albeit not for 3rd graders. In further research at Israeli schools, they find that teacher training can cost-effectively improve students' test scores (at least in secular schools), that computer-aided instruction doesn't and that cash incentives raised high school achievement among girls (by inducing them to increase time invested into exam preparation) but were ineffective for boys. Similarly, in a study by Angrist, Philip Oreopoulos and Daniel Lang comparing the impact of academic support services, financial incentives and a combination of both on
Canadian Canadians (french: Canadiens) are people identified with the country of Canada. This connection may be residential, legal, historical or cultural. For most Canadians, many (or all) of these connections exist and are collectively the source of ...
college first-year students, the combined treatment raised the grades of women throughout their first and second years but had no impact on men. In research on
school vouchers A school voucher, also called an education voucher in a voucher system, is a certificate of government funding for students at schools chosen by themselves or their parents. Funding is usually for a particular year, term, or semester. In some cou ...
for private schools in Colombia with Eric Bettinger, Erik Bloom, Elizabeth King and
Michael Kremer Michael Robert Kremer (born November 12, 1964) is an American development economist who is University Professor in Economics And Public Policy at the University of Chicago. He is the founding director of the Development Innovation Lab at the B ...
, Angrist found voucher recipients 10 pp more likely to finish lower secondary school, 5-7 pp more likely to complete high school, and to score 0.2 standard deviations higher on tests, suggesting that the vouchers' benefits likely exceeded their $24 cost. Another subject of Angrist's research are peer effects in education, which he has e.g. explored with Kevin Lang in the context of
METCO The Metropolitan Council for Educational Opportunity, Inc. (METCO, Inc.) is the largest and second-longest continuously running voluntary school desegregation program in the country and a national model for the few other voluntary desegregation bu ...
's school integrations or with Atila Abdulkadiroglu and
Parag Pathak Parag A. Pathak (born c. 1980) is Professor of Economics at the Massachusetts Institute of Technology and is affiliated with the National Bureau of Economic Research where he co-founded and directs the working group on Mechanism design, market d ...
in
Boston Boston (), officially the City of Boston, is the state capital and most populous city of the Commonwealth of Massachusetts, as well as the cultural and financial center of the New England region of the United States. It is the 24th- mo ...
's and
New York City New York, often called New York City or NYC, is the most populous city in the United States. With a 2020 population of 8,804,190 distributed over , New York City is also the most densely populated major city in the Un ...
's over-subscribed exam schools, though the effects that they find are brief and modest in both cases. With regard to the effect of teacher testing, which Angrist has studied with Jonathan Guryan in the U.S., he finds that state-mandated teacher testing raises teachers' wages without raising their quality, though it decreases teacher diversity by reducing the fraction of new teachers who are
Hispanic The term ''Hispanic'' ( es, hispano) refers to people, cultures, or countries related to Spain, the Spanish language, or Hispanidad. The term commonly applies to countries with a cultural and historical link to Spain and to viceroyalties forme ...
. In work with Lavy and Analia Schlosser, Angrist has also explored
Becker's Becker's is a Canadian chain of independent convenience stores selling products of Alimentation Couche-Tard company. The original Becker Milk Company was founded in 1957 in Toronto, Ontario. The chain grew from 5 to 500 stores and was sold in 200 ...
hypothesis on a trade-off between child quality and quantity by exploiting variation in twin births and parental preferences for compositions of siblings of mixed sexes, with evidence rejecting the hypothesis.


= Research on charter schools

= Since the late 2000s, Angrist has conducted extensive research on
charter school A charter school is a school that receives government funding but operates independently of the established state school system in which it is located. It is independent in the sense that it operates according to the basic principle of autono ...
s in the U.S. with Pathak, Abdulkadiroglu, Susan Dynarski, Thomas Kane, and Christopher Walters. For instance, studying the KIPP Lynn Academy, they estimate that KIPP Lynn attendance increased students' math scores by 0.35 SD and their
English English usually refers to: * English language * English people English may also refer to: Peoples, culture, and language * ''English'', an adjective for something of, from, or related to England ** English national ide ...
scores by 0.12 SD, with most of the gains accruing to students with limited English proficiency or special education needs or those who scored low at baseline. Beyond KIPP Lynn, they find attendance to Boston charter schools to generally increase test scores for middle and high school students, especially for schools with binding assignment lotteries, whereas pilot schools (public schools covered by some collective bargaining provisions and more independence concerning educational policies) generally have at best statistically insignificant or small effects on students' test scores. Further research has attributed the relative efficacy of urban charter schools to these schools' embrace of the No Excuses approach to urban education which emphasizes student discipline and behaviour, traditional reading and math skills, instruction time, and selective teacher hiring.


Labor economics

Similar to his research on the economics of education, Angrist's research on labor economics also often seeks to exploit quasi-natural experiments to identify causal relationships. In a publication derived from his dissertation, Angrist e.g. exploits the military draft lottery during the
Vietnam War The Vietnam War (also known by other names) was a conflict in Vietnam, Laos, and Cambodia from 1 November 1955 to the fall of Saigon on 30 April 1975. It was the second of the Indochina Wars and was officially fought between North Vietnam a ...
to estimate that fighting in
Vietnam Vietnam or Viet Nam ( vi, Việt Nam, ), officially the Socialist Republic of Vietnam,., group="n" is a country in Southeast Asia, at the eastern edge of mainland Southeast Asia, with an area of and population of 96 million, making i ...
reduced veterans' lifetime earnings by about 15% relative to those of nonveterans. Taking into account
veterans' benefits The US Department of Veterans Affairs provides a wide variety of benefits, e.g., educational assistance (GI Bill), healthcare, assisted living, home loans, insurance, and burial and memorial services, for retired or separated United States armed ...
that subsidized education and training (e.g. through the
G.I. Bill The Servicemen's Readjustment Act of 1944, commonly known as the G.I. Bill, was a law that provided a range of benefits for some of the returning World War II veterans (commonly referred to as G.I.s). The original G.I. Bill expired in 1956, bu ...
), he finds that these benefits raised schooling in the U.S. by ca. 1.4 years and veterans' earnings by 6%. In further work exploiting the idiosyncrasies of U.S. military recruitment, Angrist studies the labor market impact of voluntary military service in the 1980s, estimating that voluntary soldiers serving in the 1980s earned considerably more than comparable civilians while serving and experienced comparatively higher employment rates thereafter, even though it raised their long-run civilian earnings at best modestly and - for whites - reduced them. Together with Krueger, Angrist also investigated with Krueger whether U.S. World War II veterans earned more than nonveterans, finding instead that they earned at most as much as comparable nonveterans. Angrist and Krueger later on summarized their work on causality in labor economics in a chapter of the ''Handbook of Labor Economics'', with special emphasis on controls for
confounding variable In statistics, a confounder (also confounding variable, confounding factor, extraneous determinant or lurking variable) is a variable that influences both the dependent variable and independent variable, causing a spurious association. Con ...
s,
fixed effects model In statistics, a fixed effects model is a statistical model in which the model parameters are fixed or non-random quantities. This is in contrast to random effects models and mixed models in which all or some of the model parameters are random ...
s and difference-in-differences,
instrumental variables estimation In statistics, econometrics, epidemiology and related disciplines, the method of instrumental variables (IV) is used to estimate causal relationships when controlled experiments are not feasible or when a treatment is not successfully delivered t ...
and
regression discontinuity design In statistics, econometrics, political science, epidemiology, and related disciplines, a regression discontinuity design (RDD) is a quasi-experimental pretest-posttest design that aims to determine the causal effects of interventions by assigning a ...
s. In another study related to the U.S. military, Angrist and John H. Johnson IV use the
Gulf War The Gulf War was a 1990–1991 armed campaign waged by a Coalition of the Gulf War, 35-country military coalition in response to the Iraqi invasion of Kuwait. Spearheaded by the United States, the coalition's efforts against Ba'athist Iraq, ...
to estimate the effects of work-related separations on military families, showing large differences between the impact of male and female soldiers' deployment on divorce rates and spousal labor supply. In work with William Evans, Angrist exploited families' preference for having siblings of mixed sex to estimate children's impact on parental labor supply, observing that family size had no impact on husbands' labor supply and that the impact on women was being overestimated through OLS. In further work with Evans, he also explored the impact of the 1970 state abortion reforms on schooling and labor market outcomes, arguing that they reduced Afro-American teen fertility and thereby raised black women's rates of high school completion, college attendance and employment. In another study with Acemoglu, Angrist has also analysed the consequences of the
Americans with Disabilities Act of 1990 The Americans with Disabilities Act of 1990 or ADA () is a civil rights law that prohibits discrimination based on disability. It affords similar protections against discrimination to Americans with disabilities as the Civil Rights Act of 1964, ...
(ADA), finding a sharp drop in employment of persons with disabilities (PwDs) shortly after its inception, thus suggesting that ADA has likely hurt PwDs' labor market outcomes. Angrist has also studied the U.S. marriage market, finding - by exploiting endogamy in marriages - that high male-female sex ratios increased the likelihood of female marriage and decreased their
labor force participation Unemployment, according to the OECD (Organisation for Economic Co-operation and Development), is people above a specified age (usually 15) not being in paid employment or self-employment but currently available for work during the refere ...
. Together with
Adriana Kugler Adriana Debora Kugler is a Colombian-American economist. She is the U.S. Executive Director at the World Bank, nominated by President Biden and confirmed by the U.S. Senate last April. She is a professor of public policy at Georgetown Universi ...
, Angrist finds that labor market institutions that reduce labor market flexibility exacerbate native job losses from immigration, especially regarding restricted product markets. Angrist and Kugler also investigated the relationship between
coca Coca is any of the four cultivated plants in the family Erythroxylaceae, native to western South America. Coca is known worldwide for its psychoactive alkaloid, cocaine. The plant is grown as a cash crop in the Argentine Northwest, Bolivia, ...
prices and civil conflict in Colombia, observing that financial opportunities offered by coca cultivation fueled the conflict, with cultivated rural areas witnessing pronounced increases in violence.


Econometrics

Besides his empirical research, Angrist has also made major contributions to
econometrics Econometrics is the 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. ...
, especially concerning the use of
instrumental variables estimation In statistics, econometrics, epidemiology and related disciplines, the method of instrumental variables (IV) is used to estimate causal relationships when controlled experiments are not feasible or when a treatment is not successfully delivered t ...
s. For instance, Angrist developed a two-stage least squares (2SLS) equivalent of the efficient Wald estimator. Together with
Guido Imbens Guido Wilhelmus Imbens (born 3 September 1963) is a Dutch-American economist whose research concerns econometrics and statistics. He holds the Applied Econometrics Professorship in Economics at the Stanford Graduate School of Business at Stanfo ...
, he developed the concept of
local average treatment effect In econometrics and related fields, the local average treatment effect (LATE), also known as the complier average causal effect (CACE), is the effect of a treatment for subjects who comply with the treatment assigned to their sample group. It is n ...
s and showed how to identify and to estimate them, and how to use 2SLS to estimate the average causal effect of variable treatments. In further work with Imbens and
Donald Rubin Donald is a masculine given name derived from the Gaelic name ''Dòmhnall''.. This comes from the Proto-Celtic *''Dumno-ualos'' ("world-ruler" or "world-wielder"). The final -''d'' in ''Donald'' is partly derived from a misinterpretation of the ...
, Angrist then showed how instrumental variables can be embedded within the
Rubin causal model The Rubin causal model (RCM), also known as the Neyman–Rubin causal model, is an approach to the statistical analysis of cause and effect based on the framework of potential outcomes, named after Donald Rubin. The name "Rubin causal model" was ...
in order to identify causal effects between variables. Angrist also developed with Imbens and Krueger so-called "jackknife instrumental variables estimators" to address the bias in 2SLS estimates in over-identified models and has explored the interpretation of IV estimators in
simultaneous equations model Simultaneous equations models are a type of statistical model in which the dependent variables are functions of other dependent variables, rather than just independent variables. This means some of the explanatory variables are jointly determined ...
s along with Imbens and
Kathryn Graddy Kathryn Graddy is a professor of economics and the dean of Brandeis International Business School at Brandeis University. She is the Fred and Rita Richman Distinguished Professor in Economics at Brandeis University. Her research interests includ ...
. Again with Imbens, along with Alberto Abadie, he has also studied the effect of subsidized training due to the
Job Training Partnership Act of 1982 The Job Training Partnership Act of 1982 (JTPA, , , et seq.) was a United States federal law passed October 13, 1982, by Congress with regulations promulgated by the United States Department of Labor during the Ronald Reagan administration. The la ...
on the quantiles of trainee earnings, finding large effects of JTPA on low-wage female workers but significant effects on men only for the upper half of the male trainee earnings distribution. With regard to limited dependent variable models with binary endogenous regressors, Angrist argues in favour of using 2SLS, multiplicative models for conditional means, linear approximation of non-linear causal models, models for distribution effects, and
quantile regression Quantile regression is a type of regression analysis used in statistics and econometrics. Whereas the method of least squares estimates the conditional ''mean'' of the response variable across values of the predictor variables, quantile regress ...
with an endogenous binary regressor. Angrist has also explored the link between local average treatment effects and population average treatment effects, i.e., the
external validity External validity is the validity of applying the conclusions of a scientific study outside the context of that study. In other words, it is the extent to which the results of a study can be generalized to and across other situations, people, stim ...
of IV estimates. Finally, along with Victor Chernozhukov and Iván Fernández-Val, Angrist has also explored
quantile regression Quantile regression is a type of regression analysis used in statistics and econometrics. Whereas the method of least squares estimates the conditional ''mean'' of the response variable across values of the predictor variables, quantile regress ...
s, showing that they minimize a weighted MSE loss function for specification error. In articles with Krueger as well as with Jorn-Steffen Pischke in the ''
Journal of Economic Perspectives The ''Journal of Economic Perspectives'' (JEP) is an economic journal published by the American Economic Association. The journal was established in 1987. It is very broad in its scope. According to its editors its purpose is: #to synthesize and ...
'', Angrist has repeatedly made the case for a focus on the identification of causality in economics, e.g. using instrumental variables; in particular, Angrist has argued in 2010 in response to Edward Leamer's 1983 critique of econometrics that microeconomics had experienced since then a "
credibility revolution In economics, the credibility revolution was the movement towards improved reliability in empirical economics through a focus on the quality of research design and the use of more experimental and quasi experimental methods. Developing in the 19 ...
" thanks to substantial improvements in empirical research designs and renewed attention to causal relationships.


Honors and awards

Angrist is a Research Fellow at the Institute for the Study of Labor (IZA). He is also a fellow of the
Econometric Society The Econometric Society is an international society of academic economists interested in applying statistical tools to their field. It is an independent organization with no connections to societies of professional mathematicians or statisticians. ...
. He was elected a Fellow of the
American Academy of Arts and Sciences The American Academy of Arts and Sciences (abbreviation: AAA&S) 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, a ...
in 2006. In 2007 Angrist received an honorary doctorate in Economics from the
University of St. Gallen A university () is an institution of higher (or tertiary) education and research which awards academic degrees in several academic disciplines. Universities typically offer both undergraduate and postgraduate programs. In the United States, t ...
. He is the recipient of the 2011
John von Neumann Award The John von Neumann Award ( hu, Neumann János-díj), named after John von Neumann, is given annually by the Rajk László College for Advanced Studies in Budapest, to an outstanding scholar in the exact social sciences, whose works have had su ...
given annually by the Rajk László College for Advanced Studies in Budapest. Angrist, along with
Guido Imbens Guido Wilhelmus Imbens (born 3 September 1963) is a Dutch-American economist whose research concerns econometrics and statistics. He holds the Applied Econometrics Professorship in Economics at the Stanford Graduate School of Business at Stanfo ...
, won the 2021 Nobel Memorial Prize in Economics. The two men received one-half of the prize money of 10 million Swedish crowns ($1.14 million U.S.); the rest went to the other winner,
David Card David Edward Card (born 1956) is a Canadian-American labour economist and professor of economics at the University of California, Berkeley. He was awarded half of the 2021 Nobel Memorial Prize in Economic Sciences "for his empirical contributio ...
. The Royal Swedish Academy of Sciences wrote that:
Data from a natural experiment are difficult to interpret . . . . For example, extending compulsory education by a year for one group of students (but not another) will not affect everyone in that group in the same way. Some students would have kept studying anyway and, for them, the value of education is often not representative of the entire group. So, is it even possible to draw any conclusions about the effect of an extra year in school? In the mid-1990s, Joshua Angrist and Guido Imbens solved this methodological problem, demonstrating how precise conclusions about cause and effect can be drawn from natural experiments.


See also

*
Quasi-natural experiment A quasi-experiment is an empirical interventional study used to estimate the causal impact of an intervention on target population without random assignment. Quasi-experimental research shares similarities with the traditional experimental desig ...


References


External links


Faculty profile of Joshua Angrist on the website of MIT

Profile of Joshua Angrist on the website of the NBER

Profile of Joshua Angrist as research fellow on the website of IZA
* {{DEFAULTSORT:Angrist, Joshua 1960 births 20th-century American economists 21st-century American economists American emigrants to Israel American Nobel laureates Economists from Massachusetts Economists from Ohio Education economists Fellows of the American Academy of Arts and Sciences Fellows of the Econometric Society Harvard University faculty Israeli Jews Israeli people of American-Jewish descent Jewish American social scientists Labor economists Living people Microeconometricians MIT School of Humanities, Arts, and Social Sciences faculty Columbia University faculty Nobel laureates in Economics Oberlin College alumni People from Brookline, Massachusetts People from Columbus, Ohio Princeton University alumni