Declaration of Dr. Ariel Pakes

Total Page:16

File Type:pdf, Size:1020Kb

Declaration of Dr. Ariel Pakes Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 2 of 29 IN THE UNITED STATES DISTRICT COURT FOR THE NORTHERN DISTRICT OF ALABAMA SOUTHERN DIVISION IN RE BLUE CROSS BLUE SHIELD : ANTITRUST LITIGATION : Master File 2:13-cv-20000-RDP MDL 2406 : : : : This document relates to : Subscriber Track cases DECLARATION OF DR. ARIEL PAKES Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 3 of 29 I, Ariel Pakes, declare: 1. I am the Thomas Professor of Economics in the Department of Economics at Harvard University where I teach courses in Industrial Organization, the Economics of the Health Care Industry, and Econometrics. I received a Bachelor of Arts and a Masters of Arts with distinction from Hebrew University in 1971 and 1973, respectively. I received a Masters of Arts and a Ph.D. from Harvard University in 1976 and 1979, respectively. I received the Frisch Medal of the Econometric Society in 1986 and was elected as a fellow of that society in 1988. I was elected to the American Academy of Arts and Sciences in 2002 and to the National Academy of Sciences in 2017. I was the Distinguished Fellow of the Industrial Organization Society in 2007 and was appointed a Distinguished Fellow of the American Economic Association in 2019. I received the Jean Jaques Laffont Award (for research that combines economic theory and empirical work) in 2017 and the BBVA Frontiers of Knowledge in Economics Management and Finance Award in 2018. In 2020 I became Clarivate Web of Science Citation Laureate. My curriculum vitae is attached as Appendix A. 2. I previously submitted class certification and merits expert reports in this matter on behalf of the Subscriber Plaintiffs. A summary of my class certification report (“Damage Report”) can be found at ECF No. 2411-1. 3. I have been asked by Settlement Class Counsel to apply the methodologies I used to calculate estimated damages within Alabama in those reports to obtain an estimate of the damages for the nationwide Damages Class identified in the Settlement Agreement. 4. To do so, I apply the percentage changes in margins I found in my Damage Report. The report analyzed the effect of a Blue from one service area entering a neighboring service area; the specific territory I analyzed for entrance was the state of Alabama. By margin, I mean premium 1 Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 4 of 29 minus insurance claims divided by premiums. That is, the margin is the fraction of premiums that did not go to covering the direct payments the health insurer made to health care providers. 5. My analysis considers a range of hypothetical different possible entry scenarios for potential entry (non-Blue-branded or Blue-branded) in the absence of the challenged rules, including the following: • that there would have been entry in all states • that there would only have been entry in states where the local Blue is “dominant”, where dominant is defined as having a market share of fifty per cent or more, • that there would have only been entry in states where Anthem Blue Cross operated in a neighboring state, and • that there would only have been entry in states where a Blue was dominant and where Anthem operated in a neighboring state 6. The calculation for the subset of states which had Anthem Blue Cross as a neighbor was made for two reasons. First, as discussed extensively in my report, Anthem has historically demonstrated a desire to expand outside of its exclusive service area. Second, as also discussed extensively in my report, Blues that neighbor a market are likely to find it less costly and more lucrative to enter that market. 7. My report does not contain an analysis of entry into the ASO market. However, I understand that the damages from restricting entry into the ASO market from 2015 to 2019 has been determined as a reasonable estimate to be 6.5% of total damages. As a result, I used that fraction to estimate damages to ASOs (or Self-Funded Accounts as the term is used in the Settlement Agreement). 8. The data that went into the calculations. To apply my estimates to the different subsets of markets, I require premiums and claims costs by segment, rating area, and year from 2008 to 2019 in the fully insured market. To the extent possible these numbers were taken from 2 Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 5 of 29 reports made to NAIC (the National Association of Insurance Commissioners).1 The NAIC data is only available from 2010 to 2018. We use the Bureau of Labor Statistic’s producer price index’s component index for Direct Health and Medical Insurance Carriers and the 2010 and 2011 premiums and claims data to predict (or “backcast”) premiums and claims costs for 2008 and 2009. We make an analogous forward looking forecast for 2019. 9. Results. Total damages are presented in Table 1. The damages calculated in the first two rows of these two tables are just for the counterfactual where the FI market is impacted by entry. The third row provides the damages that resulted from the restrictions in the ASO market between 2015-2019 calculated as described above. Table 1 10. Conclusion. Depending on the entry scenario, damages nationwide for the Damages Class over the Settlement Class Period are estimated to range from $18.6 billion to $36.1 billion. 1 Some adjustments were made to ensure the data used were appropriate for the study. There are states with Blues that were only very partially engaged in the market, and we did not want to count such “fringe” insurers as creating damages due to market dominance, so we omitted possible damages from Blues with market shares of less than 5%. We also omitted data on states where reported margins where either negative or greater than one, on the grounds that this was likely a result of reporting errors. 3 Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 6 of 29 I declare under penalty of perjury the foregoing is true and correct. Ariel Pakes October 30, 2020 Cambridge, MA 4 Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 7 of 29 Appendix A Ariel Pakes Curriculum Vita August 30, 2020 Personal Academic Address: Department of Economics Harvard University Littauer, Room 117 Cambridge MA, 02138 Contact Information Office Telephone: (617) 495-5320 Fax (617) 495-7730 E-mail: [email protected] Web site: http://scholar.harvard.edu/pakes Home Address: 215 Brattle Street Cambridge, MA 02138 Telephone: (617) 945-1203 Citizenship: Dual U.S. and Canadian Married to: Juliana Rojas Pakes. Two children. Education Degrees Ph.D. Harvard University, June 1979. M.A. Harvard University, 1976. 1 Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 8 of 29 M.A. The Hebrew University of Jerusalem, June 1973, with distinction. B.A. The Hebrew University of Jerusalem, June 1971. Thesis Topic Economic Incentives in the Production and Transmission of Knowledge: An Empirical Analysis. Primary Fields (in alphabetical order) Econometrics, Industrial Organization, Productivity and Technological Change. Employment • Mark and Sheila Wolfson Visiting Professor, Stanford University, Spring 2018. • Trione Visiting Professor, Stanford University, Spring 2015. • Thomas Professor of Economics, Department of Economics, Harvard University, July 2005 to present. • Visiting Professor NYU, 2005/2006 academic year. • Professor of Economics, Department of Economics, Harvard University, July 1999 to July 2005. • Visiting Professor, Department of Economics, Harvard University, Spring 1999. • Visiting Professor, Department of Economics, University of Chicago, Fall 1998. • Charles and Dorothea Dilley Professor of Economics, Yale University, 1997 to 1999. • Professor of Economics, Yale University, 1988 to 1997. • Associate Professor (with tenure), Department of Economics, Univer- sity of Wisconsin-Madison, 1986 to 1988. 2 Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 9 of 29 • Associate Social Science Research Institute, 1986 to 1988. • Visiting Research Associate, Economic Growth Center, Yale University, Fall, 1985. • Senior Lecturer in Economics (with tenure), The Hebrew University of Jerusalem, 1984 to 1986. • Visiting Assistant Professor, Department of Economics, University of Wisconsin, Madison, 1984-1985. • Lecturer in Economics, The Hebrew University of Jerusalem, 1980 to 1984. • Lecturer in Economics, Harvard University, 1979. Honors and Awards From Academies or Societies. • Selected as a Web Of Science, Citation Laureate, 2020. The article cited was "Automobile Prices in Market Equilibrium" which was joint with Steve Berry and Jim Levinsohn, and published in Econometricain 1995. • Elected as a fellow of the International Association of Applied Economists, 2019. • Appointed a Distinguished Fellow of the American Economic Associa- tion, 2019. • BBVA Frontiers of Knowledge Award in Economics, Finance and Man- agement, 2018. (joint with Robert Porter and Tim Bresnahan). Cita- tion: \Motivated by important and policy-relevant questions in applied economics they developed methodologies that had a significant and long- lasting impact on subsequent work in industrial organization as well as other applied fields". • Elected to the National Academy of Sciences, 2017. 3 Case 2:13-cv-20000-RDP Document 2610-11 Filed 10/30/20 Page 10 of 29 • Recipient of the 2017 Jean-Jacques Laffont Prize. Citation: Awarded annually and recognizes an internationally renowned economist whose research is in the spirit of Professor Jean-Jacques Laffont’s work, and combines both theory & empirics. • Industrial Organization Society Distinguished Fellow, 2007. • Elected Fellow of the American Academy of Arts and Sciences, 2002. • Elected Fellow of the Econometric Society, 1988.
Recommended publications
  • Planetary Science Division Status Report
    Planetary Science Division Status Report Jim Green NASA, Planetary Science Division January 26, 2017 Astronomy and Astrophysics Advisory CommiBee Outline • Planetary Science ObjecFves • Missions and Events Overview • Flight Programs: – Discovery – New FronFers – Mars Programs – Outer Planets • Planetary Defense AcFviFes • R&A Overview • Educaon and Outreach AcFviFes • PSD Budget Overview New Horizons exploresPlanetary Science Pluto and the Kuiper Belt Ascertain the content, origin, and evoluFon of the Solar System and the potenFal for life elsewhere! 01/08/2016 As the highest resolution images continue to beam back from New Horizons, the mission is onto exploring Kuiper Belt Objects with the Long Range Reconnaissance Imager (LORRI) camera from unique viewing angles not visible from Earth. New Horizons is also beginning maneuvers to be able to swing close by a Kuiper Belt Object in the next year. Giant IcebergsObjecve 1.5.1 (water blocks) floatingObjecve 1.5.2 in glaciers of Objecve 1.5.3 Objecve 1.5.4 Objecve 1.5.5 hydrogen, mDemonstrate ethane, and other frozenDemonstrate progress gasses on the Demonstrate Sublimation pitsDemonstrate from the surface ofDemonstrate progress Pluto, potentially surface of Pluto.progress in in exploring and progress in showing a geologicallyprogress in improving active surface.in idenFfying and advancing the observing the objects exploring and understanding of the characterizing objects The Newunderstanding of Horizons missionin the Solar System to and the finding locaons origin and evoluFon in the Solar System explorationhow the chemical of Pluto wereunderstand how they voted the where life could of life on Earth to that pose threats to and physical formed and evolve have existed or guide the search for Earth or offer People’sprocesses in the Choice for Breakthrough of thecould exist today life elsewhere resources for human Year forSolar System 2015 by Science Magazine as exploraon operate, interact well as theand evolve top story of 2015 by Discover Magazine.
    [Show full text]
  • Venona Special Studies
    - 1 - Venona Project Special Studies Transcribed by Students of the Mercyhurst College Institute for Intelligence Studies Arranged by John Earl Haynes, Library of Congress, 2010 COVER NAMES IN NEW YORK TRAFFIC p. 2 UNIDENTIFIED COVER NAMES IN NEW YORK TRAFFIC p. 86 COVER NAMES IN SAN FRANCISCO TRAFFIC p. 92 COVER NAMES IN WASHINGTON TRAFFIC p. 123 ADDITIONAL COVERNAMES AND RELATED INFORMATION IN DIPLOMATIC TRAFFIC p. 127 REVISED TRANSLATION OF MESSAGE ON ANTENNA-LIBERAL'S WIFE ETHEL p. 135 THE COVERNAMES "ANTENNA" AND "LIBERAL" IN . MESSAGES p. 139 ESSAGES IN . INVOLVING THE COVERNAME"ENORMOZ" AND THE NAMES OF NUCLEAR PHYSICISTS, ETC. p. 147 UNDATED REPORT OF MEREDITH GARDNER p. 155 DEVELOPMENT OF THE “G--“HOMER” [“GOMER”] CASE p. 158 THE KOMAR (KRAVCHENKO) AFFAIR IN . MESSAGES p. 161 REVISED TRANSLATION OF TWO . MESSAGES ON CHANGES IN COVERNAMES p. 170 THE COVERNAME "KARAS" IN. TRAFFIC p. 178 THE COVERNAMES "TÉNOR", "BAS", AND "CHETÁ" (? IN . TRAFFIC p. 181 - 2 - Special Study Cover Names in New York Traffic - 3 - cover-name Message number Date Publication reference S/ or 3/NBF/ 19 N.Y. to M. 812 29053 JKI 06 T1022 1B-1910 0027A ABRAM N.Y. to M. 992 24063 JKR 14 T872√ 1B-7518 0005A JACK SOBLE 1086 06073 JKV 48 T873√ 2A-0011 1957 29113 NNNNNN T939√ 625 04054 JHD 48 T916√ 851 15064 JIJ 40 T10.1√ 1146 10084 JHM 41 T123√ 1251 02094 JHN 12 T301√ (to ChEKh) 0005B 1353 23094 JHO 42 T289√ 1449 12104 JIL 37 T106√ 1754 14124 JHZ 49 T6√ 48 11015 JHV 37 (NSA)T1941 AVGUR 2A-0013 1638 (AUGUR) N.Y.
    [Show full text]
  • National Letter in Support of Federal All-Payer Claims Database
    National Letter in Support of Federal All-Payer Claims Database As health scholars, leaders of health organizations, and funders of health research, we are writing in support of establishing a federal all-payer claims database (APCD). APCDs regularly collect data on health insurance claims from all of the payers in a given area (typically a state). Because they include demographic and diagnostic data on patients as well as any treatment or drug paid for by insurance (private or public), APCDs can be immensely valuable for research. APCDs have been used by health scholars to study numerous issues about quality and cost, including the extent of long-term opioid use after surgery, the ability of Medicaid patients to access physicians, the amount of wasted medical spending ending on low-value care, the performance of new models to reduce health spending (such as patient-centered medical home programs), the rate of complications after routine surgeries, and the characteristics of the highest-cost Medicaid patients. In 2016, however, the Supreme Court rendered it all but impossible for states to establish comprehensive APCDs, on the grounds that the Employee Retirement Income Security Act (ERISA) preempted states from requiring reporting by self-insured health plans. As noted in the Journal of the American Medical Association, this Supreme Court decision has “far-reaching implications for the ability of states to access comprehensive health information to inform policy making.” In May 2019, the Senate Health, Education, Labor and Pensions Committee released a draft of the Lower Health Care Costs Act. Among other things, that Act would amend ERISA to create a federal APCD whose data would be available to “researchers and policymakers.” While we are not all able to take a position on specific federal legislation, we can all agree that a national APCD would be an enormous leap forward for the ability of health researchers to study the cost and quality of medical care across the U.S.
    [Show full text]
  • The Hera Mission
    Dr. Patrick Michel Hera Investigation Team PI Université Côte d’Azur Observatoire de la Côte d’Azur CNRS, Lagrange Laboratory Nice, France The Hera Mission ESA UNCLASSIFIED - For Official Use Hera main aspects Role of space missions at ESA in NEO hazard mitigation • Understanding the problem (deflection modeling and simulations) 2001 • Ground versus space solutions analyses • Assessment of space component options 2002- • 6 parallel phase-0 studies (3 space telescopes, 3 rendezvous) Euneos Nero Earthguard 1 2004 • ESA’s NEO Mission Advisory Panel (NEOMAP) established • Kinetic impactor validation ranked highest importance 2004- • Don Quijote mission selected and studied up to phase-A level 2006 • SANCHO / Proba-IP orbiter up to phase A level studies, small deep-space Don Quijote Ishtar Simone 2008- mission to investigate impactor’s result 2009 • AIDA proposed by NASA: USA/impactor + ESA/impact assessment • ESA phase 0 and phase A studies on the observer spacecraft "AIM” (GSP) 2011- Proba-IP 2016 • Phase B1 study and “consolidation phase” for mission definition (GSTP) • HERA: impact observer spacecraft reformulation and optimization AIM 2017- • Phase B1 implementation + payload + technology breadboards (GSTP+SSA) Several concepts 2019 • DART phase-C kick-off on 15 May 2018 Hera iterated AIDA: An International Planetary Defense Mission U.S. National Research Council Committee “Defending Planet Earth: Near-Earth Object Surveys and Hazard Mitigation Strategies” Recommendation: “If [U.S.] Congress chooses to fund mitigation research at an appropriately high level, the first priority for a space mission in the mitigation area is an experimental test of a kinetic impactor along with a characterization, monitoring, and verification system, such as the Don Quixote mission that was previously considered, but not funded, by the European Space Agency.
    [Show full text]
  • ESA SSA and Instrumentation Required for Space Weather Activities
    ESA SSA and instrumentation required for space weather activities Piers Jiggens, Alain Hilgers (ESTEC/TEC) Juha-Pekka Luntama, Alexi Glover (ESOC/HSO) SSA Preparatory Programme Overview (2009-2012) SSA Preparatory Programme SST NEO SWE Core CO-I CO-II Data Centre (DC-xx) Database and Prototype Requirements Architectural Portal Pilot Data and design Development Centres evaluation SN-I SN-II SN-IV SN-VI Preparation of Space Weather Space Weather Space Weather Space Weather Instruments Precursor Additional Services Implementation Service Services Design Study Operations and Development SSA Preparatory Programme Architecture studies ESA Customer Product System Req. (CRD) Spec. (PSD) Req. (SRD) CO-I Also SN-II CO-II Dedicated Space Weather Hosted SSA Spacecraft Instruments Payloads Programme Implementation Architectural Astrium Design Study Design Study (GmbH) Gather Instrument Astrium Kayser-Threde Documentation (GmbH) (GmbH) 2010 - Produce shortlist of Covering all 3 Covering only one viable missions Segments: segment: 2013 Space Surveillance Space Weather Match instruments & Tracking (other 2 are to missions Near-Earth Objects covered under a Space Weather separate contract) Determine 2012-2014 2013-2014 Development Plan SN-II: Space Weather Instrument Implementation Design Study - Inputs 1. Create database of instruments (46 originally included) Astrium (GmbH) 2. AO + instrument workshop (ESTEC, November 2010) Project Manager: Norbert Pailer 3. List of all possible mission opportunities (> 200 initially) 4. Shortlist of representative instruments based on maturity at the time and the amount of data provided (Design Descriptions, ICDs) including: • Radiation Monitors: NGRM, HMRM, EPT, SREM; Plasma instruments: SW- ChaPS, AMBER, AMBER_GEO, M-NLP • Micrometeoroids: AIDA-IS, SODA; Surface Potential: SPD; Magnetometer: MRMAG; Auroral Imager: WFAI; Solar X-rays: XFM 5.
    [Show full text]
  • Reporter NATIONAL BUREAU of ECONOMIC RESEARCH
    NBER Reporter NATIONAL BUREAU OF ECONOMIC RESEARCH A quarterly summary of NBER research No. 4, December 2017 Program Report ALSO IN THIS ISSUE Employment Changes for Cognitive Occupations, 2000–2012 Industrial Organization Percentage change in STEM and other managerial or professional occupations -20 0 20 40 60 * Teachers (K-12) Liran Einav and Jonathan Levin Managers (All) Nurses Health Technicians Health Therapists Comp. Sci./Programming/Tech. Support Accounting And Finance Economists & Survey Researchers Social Workers, Counselors & Clergy Physicians College Instructors Researchers in the Program on Industrial Organization (IO) study Lawyers and Judges Other Business Support consumer and firm behavior, competition, innovation, and govern- Operations Researchers Physicians' Assistants Medical Scientists ment regulation. This report begins with a brief summary of general Legal Assistants and Paralegals Pharmacists developments in the last three decades in the range and focus of pro- Dental Hygienists Mathematicians/Statisticians/Actuaries gram members’ research, then discusses specific examples of recent Dentists Social Scientists And Urban Planners Artists, Entertainers, and Athletes work. Marketing, Advertising and PR Pilots/Air Traic Control When the program was launched in the early 1990s, two devel- Biological Scientists Physical Scientists Architects opments had profoundly shaped IO research. One was development Writers, Editors, and Reporters Engineering And Science Technicians of game-theoretic models of strategic behavior by firms with market Draers And Surveyors 1 Engineers (All) power, summarized in Jean Tirole’s classic textbook. The initial wave -20 0 20 40 60 of research in this vein was focused on applying new insights from eco- Source: D. Deming, NBER Working Paper No. 21473 nomic theory; empirical applications came later.
    [Show full text]
  • Landing and Operations on Comet 67P/Churyumov–Gerasimenko
    Acta Astronautica ∎ (∎∎∎∎) ∎∎∎–∎∎∎ Contents lists available at ScienceDirect Acta Astronautica journal homepage: www.elsevier.com/locate/actaastro Rosetta Lander – Landing and operations on comet 67P/Churyumov–Gerasimenko Stephan Ulamec a,n, Cinzia Fantinati a, Michael Maibaum a, Koen Geurts a, Jens Biele a, Sven Jansen a, Oliver Küchemann a, Barbara Cozzoni a, Felix Finke a, Valentina Lommatsch a, Aurelie Moussi-Soffys b, Cedric Delmas b, Laurence O´Rourke c a DLR, D-51147 Köln, Germany b CNES, F-31055 Toulouse, France c ESA/ESAC, Urb. Villafranca del Castillo, ES-28691 Madrid, Spain article info abstract Article history: The Rosetta Lander Philae is part of the ESA Rosetta Mission which reached comet 67P/ Received 2 October 2015 Churyumov–Gerasimenko after a 10 year cruise in August 2014. Since then, Rosetta has Received in revised form been studying both its nucleus and coma with instruments aboard the Orbiter. On 16 November 2015 November 12th, 2014 the Lander, Philae, was successfully delivered to the surface of the Accepted 24 November 2015 comet and operated for approximately 64 h after separation from the mother spacecraft. Since the active cold gas system aboard the Lander as well as the anchoring harpoons did Keywords: not work, Philae bounced after the first touch-down at the planned landing site “Agilkia”.At Rosetta the final landing site, “Abydos”, a modified First Scientific Sequence was performed. Due to Philae the unexpectedly low illumination conditions and a lack of anchoring the sequence had to Lander be adapted in order to minimize risk and maximize the scientific output. All ten instru- Comet Operations ments could be activated at least once, before Philae went into hibernation.
    [Show full text]
  • WV Graded Music List 2011
    2011 WV Graded Music List, p. 1 2011 West Virginia Graded Music List Grade 1 Grade 2 Grade 3 Grade 4 Grade 5 Grade 6 Grade Artist Arranger Title Publisher 1 - Higgins, John Suo Gan HL 1 - McGinty Japanese Folk Trilogy QU 1 - McGinty, Anne Elizabethan Songbook, An KJ 1 - Navarre, Randy Ngiele, Ngiele NMP 1 - Ployhar Along the Western Trail BE 1 - Ployhar Minka BE 1 - Ployhar Volga Boat Song BE 1 - Smith, R.W. Appalachian Overture BE Variant on an Old English 1 - Smith, R.W. BE Carol 1 - Story A Jubilant Carol BE 1 - Story Classic Bits and Pieces BE 1 - Story Patriotic Bits and Pieces BE 1 - Swearingen Three Chorales for Band BE 1 - Sweeney Shenandoah HL 1 Adams Valse Petite SP 1 Akers Berkshire Hills BO 1 Akers Little Classic Suite CF 1 Aleicheim Schaffer Israeli Folk Songs PO 1 Anderson Ford Forgotten Dreams BE 1 Anderson Ford Sandpaper Ballet BE 1 Arcadelt Whiting Ave Maria EM 1 Arensky Powell The Cuckoo PO 1 Bach Gardner Little Bach Suite ST Grand Finale from Cantata 1 Bach Gordon BO #207 1 Bach Walters Celebrated Air RU 1 Bain, James L. M Wagner Brother James' Air BE 1 Balent Bold Adventure WB Drummin' With Reuben And 1 Balent BE Rachel 1 Balent Lonesome Tune WB 1 Balmages Gettysburg FJ 2011 WV Graded Music List, p. 2 1 Balmages Majestica FJ 1 Barnes Ivory Towers of Xanadu SP 1 Bartok Castle Hungarian Folk Suite AL 1 Beethoven Clark Theme From Fifth Symphony HL 1 Beethoven Foulkes Creation's Hymn PO 1 Beethoven Henderson Hymn to Joy PO 1 Beethoven Mitchell Ode To Joy CF 1 Beethoven Sebesky Three Beethoven Miniatures Al 1 Beethoven Tolmage
    [Show full text]
  • Redalyc.How to Do Empirical Economics
    Investigaciones Económicas ISSN: 0210-1521 [email protected] Fundación SEPI España Kramarz, Francis; Angrist, Joshua D.; Blau, David M.; Falk, Armin; Robin, Jean-Marc; Taber, Christopher R. How to do empirical economics Investigaciones Económicas, vol. XXX, núm. 2, mayo, 2006, pp. 179-206 Fundación SEPI Madrid, España Disponible en: http://www.redalyc.org/articulo.oa?id=17330202 Cómo citar el artículo Número completo Sistema de Información Científica Más información del artículo Red de Revistas Científicas de América Latina, el Caribe, España y Portugal Página de la revista en redalyc.org Proyecto académico sin fines de lucro, desarrollado bajo la iniciativa de acceso abierto JOSHUA.qxd 25/04/2006 9:51 PÆgina 179 investigaciones económicas. vol. XXX (2), 2006, 179-206 HOW TO DO EMPIRICAL ECONOMICS FRANCIS KRAMARZ (Editor) INSEE JOSHUA D. ANGRIST MIT DAVID M. BLAU University of North Carolina ARMIN FALK University of Bonn JEAN-MARC ROBIN Université de Paris 1 CHRISTOPHER R. TABER Northwestern University This article presents a discussion among leading economists on how to do empirical research in economics. The participants discuss their reasons for starting research projects, data base construction, the methods they use, the role of theory, and their views on the main alternative empirical approaches. The article ends with a discussion of a set of articles which exemplify best practice in empirical work. Keywords: Empirical research, econometric methods. (JEL B4, C5, C8, C9) 1. Introductory note by the Guest Editor I was asked by INVESTIGACIONES ECONÓMICAS to organize a discussion between leading empirical economists on “How to do empi- rical economics”. In fact, the questions they answered were all address- ing a more personal issue: “how do you practise your empirics”.
    [Show full text]
  • We, the Undersigned Economists, Represent a Broad Variety of Areas of Expertise and Are United in Our Opposition to Donald Trump
    We, the undersigned economists, represent a broad variety of areas of expertise and are united in our opposition to Donald Trump. We recommend that voters choose a different candidate on the following grounds: . He degrades trust in vital public institutions that collect and disseminate information about the economy, such as the Bureau of Labor Statistics, by spreading disinformation about the integrity of their work. He has misled voters in states like Ohio and Michigan by asserting that the renegotiation of NAFTA or the imposition of tariffs on China would substantially increase employment in manufacturing. In fact, manufacturing’s share of employment has been declining since the 1970s and is mostly related to automation, not trade. He claims to champion former manufacturing workers, but has no plan to assist their transition to well-compensated service sector positions. Instead, he has diverted the policy discussion to options that ignore both the reality of technological progress and the benefits of international trade. He has misled the public by asserting that U.S. manufacturing has declined. The location and product composition of manufacturing has changed, but the level of output has more than doubled in the U.S. since the 1980s. He has falsely suggested that trade is zero-sum and that the “toughness” of negotiators primarily drives trade deficits. He has misled the public with false statements about trade agreements eroding national income and wealth. Although the gains have not been equally distributed—and this is an important discussion in itself—both mean income and mean wealth have risen substantially in the U.S.
    [Show full text]
  • 1 Nobel Autobiography Angus Deaton, Princeton, February 2016 Scotland
    Nobel Autobiography Angus Deaton, Princeton, February 2016 Scotland I was born in Edinburgh, in Scotland, a few days after the end of the Second World War. Both my parents had left school at a very young age, unwillingly in my father’s case. Yet both had deep effects on my education, my father influencing me toward measurement and mathematics, and my mother toward writing and history. The school in the Yorkshire mining village in which my father grew up in the 1920s and 1930s allowed only a few children to go to high school, and my father was not one of them. He spent much of his time as a young man repairing this deprivation, mostly at night school. In his village, teenagers could go to evening classes to learn basic surveying and measurement techniques that were useful in the mine. In Edinburgh, later, he went to technical school in the evening, caught up on high school, and after many years and much difficulty, qualified as a civil engineer. He was determined that I would have the advantages that he had been denied. My mother was the daughter of William Wood, who owned a small woodworking business in the town of Galashiels in the Scottish Borders. Although not well-educated, and less of an advocate for education than my father, she was a great story-teller (though it was sometimes hard to tell the stories from gossip), and a prodigious letter- writer. She was proud of being Scottish (I could make her angry by saying that I was British, and apoplectic by saying that I was English), and she loved the Borders, where her family had been builders and carpenters for many generations.
    [Show full text]
  • INAUGURAL CARIBBEAN HEALTH ECONOMICS SYMPOSIUM Bitter
    INAUGURAL CARIBBEAN HEALTH ECONOMICS SYMPOSIUM Bitter End Yacht Club Virgin Gorda, British Virgin Islands Agenda – As of December 8, 2015 Sunday, December 13, 2015 Pre-Symposium Necker Island Tour Tour of Richard Branson’s personal island and nature park: 1:00pm to 3:30pm Personal invite from the Richard with opportunity to meet him personally at end of tour. Space is limited. Will leave from BEYC dock on symposia boats or motor launch to Necker Island. Welcome reception, 6:00pm, BEYC Town & Gown Exchange, 7:00pm, BEYC “Publications, Patents and Privacy: Holy Trinity or Bermuda Triangle of Health Economics Research”: Informal forum between policy makers, academics and industry Monday, December 14, 2014 Breakfast at BEYC 7:00 to 8:30 Paper - 8:30 to 9:30: Switching Costs and Plan Loyalty in Medicare Part C. Adam Atherly, University of Colorado, Denver Roger Feldman, University of Minnesota Bryan Dowd, University of Minnesota E. Van den Broek, University of Colorado, Denver Paper - 9:30 to 10:30: Insurer Competition in Health Care Markets Kate Ho, Columbia University Robin S. Lee, Harvard University Coffee and electronic catch-up 10:30 to 11:00 Paper - 11:00 to Noon: Marginal Treatment Effects and the External Validity of the Oregon Health Insurance Experiment Amanda Kowalski, Yale University Afternoon choices and preferences o Afternoon Activities arranged independently by BEYC staff - OR - o Sail excursion to The Baths on Virgin Gorda (with a possible race back) Happy Hour Town & Gown Exchange, 7:00pm, BEYC Has pharmacoeconomics lost its way? Panel discussion featuring work from Andrew Briggs (Glasgow, UK), Adrian Levy (Dalhousie, Canada) and David Henry (Toronto, Canada) paper.
    [Show full text]