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ESSAYS ON PUBLIC FINANCE: RETIREMENT BEHAVIOR AND DISASTER RELIEF by Thomas Eisensee INSTITUTE FOR INTERNATIONAL ECONOMIC STUDIES Stockholm University Monograph Series No. 54 2005 THE INSTITUTE FOR INTERNATIONAL ECONOMIC STUDIES University of Stockholm is an institute for independent scholarly research in the field of international economic relations. DIRECTOR: Torsten Persson, Professor of Economics DEPUTY DIRECTOR: Mats Persson, Professor of Economics BOARD OF GOVERNORS: Kåre Bremer, Professor, President, Stockholm University, Chairman Ulf Jakobsson, Director of the Research Institute of Industrial Economics Leif Lindfors, University Director Sven-Olof Lodin, Professor Karl O. Moene, Professor Lars-Göran Nilsson, Professor Mats Persson, Professor Torsten Persson, Professor Michael Sohlman, Executive Director of the Nobel Foundation Eskil Wadensjö, Professor RESEARCH STAFF AND VISITING FELLOWS 2004/2005: Professors Lars Calmfors Harry Flam John Hassler Henrik Horn Assar Lindbeck Mats Persson Torsten Persson Peter Svedberg Fabrizio Zilibotti Visiting Professors Per Krusell Kjetil Storesletten Research Fellows Nicola Gennaioli Ethan Kaplan Jesper Lindé (visiting) Dirk Niepelt David Strömberg Jakob Svensson Graduate Students Martin Bech Holte Martina Björkman Alessandra Bonfiglioli Thomas Eisensee Giovanni Favara Daria Finocchiario Erika Färnstrand Mathias Herzing Anna Larsson Martin Ljunge MAIL ADDRESS: STREET ADDRESS: Natalie Pienaar José Mauricio Prado, Jr. Virginia Queijo Zheng (Michael) Song Ulrika Stavlöt Mirco Tonin Gisela Waisman Visiting Fellows Gino Gancia University Pompeu Fabra Martín Gonzalez-Eiras Universidad de San Andrés Jean Imbs University of Lausanne and London Business School Paul Klein University of Western Ontario Jo Thori Lind University of Oslo Egil Matsen Norwegian University of Science and Technology, Trondheim Andrea Moro University of Minnesota Anders Olofsgård Georgetown University Gérard Roland University of California, Berkeley Betsey Stevenson University of Pennsylvania Lars E.O. Svensson Princeton University S-106 91 STOCKHOLM, SWEDEN Universitetsvägen 10 A, 8th floor Davide Ticchi Università degli Studi di Urbino "Carlo Bo" Harald Uhlig Humboldt University Justin Wolfers University of Pennsylvania Joseph Zeira Hebrew University Jerusalem ESSAYS ON PUBLIC FINANCE: RETIREMENT BEHAVIOR AND DISASTER RELIEF by Thomas Eisensee INSTITUTE FOR INTERNATIONAL ECONOMIC STUDIES Stockholm University January 2006 © Copyright Thomas Eisensee, 2006. All rights reserved. Institute for International Economic Studies Stockholm University ISBN 91-7155-197-2 Printed by Akademitryck AB Edsbruk, Sweden 2006 Doctoral Dissertation Department of Economics Stockholm University ABSTRACT This thesis consists of three self-contained essays. The …rst essay is an empirical analysis of the relationship between news coverage of disasters and the provision of disaster relief. The two last essays deal with the relationship between …scal policy and the retirement decision. News Droughts, News Floods and U.S. Disaster Relief studies the mass media’s in‡uence on the U.S. government response to approximately 5,000 natural disasters in developing countries in 1968-2002. These disasters took around 63,000 lives and a¤ected 125 million people per year. Given the huge losses involved, it is essential that disaster relief is provided to those most in need. We show that U.S. disaster relief depends on the occurrence of other newsworthy events at the time of the disaster, such as the Olympic Games or the O.J. Simpson Trial, which are obviously unrelated to need. We argue that the only plausible explanation for this is that relief decisions are driven by news coverage of disasters, and that this news coverage might be crowded out by other newsworthy material. Fiscal Policy and Retirement in the Twentieth Century proposes a model that explains the trend in labor supply among older workers through changes in …scal policy, including social security. The model emphasizes the general equilibrium e¤ects of …scal policy on retirement behavior. In particular, the radical shift in …scal policy at the beginning of the century raised the returns to savings, which induced workers to retire earlier. The model predicts a large change in the retirement age upon the introduction of social security, while subsequent increases in replacement rates are shown to have a small impact on retirement. Speci…cally, the retirement elasticity is found to be a decreasing and convex function of the replacement rate. The essay re-introduces social security as a major determinant of retirement behavior in the second half of the twentieth century, while simultaneously o¤ering an explanation to the two main puzzles in the literature: (i) the small contemporary retirement elasticities and (ii) the drop in the retirement age prior to the introduction of social security. Sustainable Fiscal Policy and the Retirement Decision concerns the sustainability of …scal policy in aging economies and the retirement decision. The essay develops an applied general equilibrium overlapping generation model calibrated to the U.S. iii economy, where retirement behavior is endogenous and current …scal policy is a response to future demographic developments. Three distinguishing sustainable policies are analyzed: (1) raising taxes only (2) reducing the replacement rate only and (3) raising the Full Retirement Age (FRA) only. All policies are found to have a substantial impact on retirement behavior. In particular, sustaining …scal policy will result in falling interest rates, inducing a general delay in retirement. This general equilibrium e¤ect on retirement behavior can be substantially larger than the direct e¤ect of changing social security incentives. However, although the delay in retirement reduces the burden of an aging population, the required …scal adjustments are large. The reason is that U.S. social security is roughly actuarially fair, which implies that delayed retirement only has a small e¤ect on public co¤ers. iv ACKNOWLEDGMENTS I would like to express my gratitude to all those who gave me the possibility to complete this thesis. I want to thank the Institute for giving me the opportunity to work here as a research assistant and later as a graduate student. My gratitude goes especially to my advisors, Fabrizio Zilibotti and Kjetil Storesletten: Thanks for sharing your knowledge, creative ideas and great enthusiasm. Not least, I am grateful for your support and patience. I am also indebted to my co-author David Strömberg whose dedication and e¤ectivity is highly contageous. It has been a great joy and inspiration to work with you. I would also like to thank the Wallis Institute at University of Rochester for their hospitality during my 6 months stay and Per Krusell for several insightful discussions. Also, thanks to the crowd of graduate students in Rochester who gave Gabriela and I a very hearty welcome. Warm thanks to all my teachers, collegues and friends who has made life at the Institute more enjoyable. A special thanks goes to Annika Andreasson, Conny Olovsson, Ulrika Stavlöt and Mathias Herzing for their support and inspiration. Editorial and administrative assistance from Christina Lönnblad and Annika Andreasson has been deeply appreciated. For …nancial support, I thank Tore Browaldh’s Foundation, Jan Wallander’s and Tom Hedelius’ Foundation and Finanspolitiska Forskningsinstitutet. My greatest gratitude belong to my wife, Gabriela, and daughter, Clara; your constant support, patience and encouragement has been invaluable in the completion of this thesis. v vi TABLE OF CONTENTS Chapter 1: Introduction 1 Chapter 2: News Droughts, News Floods and U.S. Disaster Relief 5 Chapter 3: Fiscal Policy and Retirement in the Twentieth Century 49 Chapter 4: Sustainable Fiscal Policy and the Retirement Decision vii 83 viii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ummer Olympics, Barcelona, July 25-August 9 0 Number of stories about olympics 1 2 3 4 Winter Olympics, Albertville February 8-23 Jan Feb Mar Ap r May Jun Jul Aug Sep Day of year, 1992 Oct Nov Dec !A?MJ= 9ADQ FME:=J F=OK KLGJA=K 9:GML *DQEHA; "9E=K "9E=K !A?MJ= K@GOK L@= <9ADQ FME:=J G> F=LOGJC F=OK KLGJA=K ;GN=JAF? L@= *DQEHA;K AF /@= L@A;C N=JLA;9D DAF=K E9JC L@= :=?AFFAF? 9F< L@= =F< G> L@= *DQEHA; "9E=K AF D:=JLNADD= !=:JM9JQ 9F< AF 9J;=DGF9 %MDQ M?MKL K =PH=;L=< F=OK KLGJA=K 9:GML L@= *DQEHA;K 9J= E9AFDQ 9AJ=< :=LO==F L@=K= <9L=K *F 9F 9N=J9?= <9Q <MJAF? 9F *DQEHA; "9E= L@= F=LOGJC F=OK :JG9<;9KLK F=OK KLGJA=K 9:GML L@= *DQEHA;K =DGO O= OADD AFN=KLA?9L= O@=L@=J L@=K= KLGJA=K ;JGO< GML F=OK 9:GML F9LMJ9D <AK9KL=JK 9F< O@=L@=J L@AK 9Z=;LK J=DA=> <=;AKAGFK )9LMJ9D <AK9KL=JK 9HH=9J AF L@= F=OK FGL BMKL GF L@= <9Q G> L@= <AK9KL=J :ML 9DKG AF L@= <9QK >GDDGOAF? L@= <AK9KL=J K== !A?MJ= GFK=IM=FLDQ O= OADD MK= L@= 9N=J9?= FME:=J G> *DQEHA; "9E= <9QK <AJ=;LDQ >GDDGOAF? L@= <AK9KL=J .H=;AS;9DDQ O= OADD MK= L@= O=A?@L=< 9N=J9?= G> <9QK O@=J= L@= O=A?@LK 9J= L@= =EHAJA;9D <AKLJA:MLAGF G> <AK9KL=J F=OK KLGJA=K H=J <9Q >GDDGOAF? L@= <AK9KL=J ?AN=F :Q !A?MJ= /@AK O=A?@L=< 9N=J9?= N9JA9:D= OADD := ;9DD=< ,9-0*$3 -GM?@DQ H=J;=FL G> L@= <AK9KL=JK AF GMJ K9EHD= LG := =P9;L G;;MJ O@=F L@= N9JA9:D= ,9-0*$3 AK ?J=9L=J L@9F R=JG *MJ K=;GF< E=9KMJ= G> L@= 9N9AD9:ADALQ G> F=OKOGJL@Q E9L=JA9D AK L@= E=<A9F 9;JGKK :JG9<;9KLK AF 9 <9Q FME:=J G> EAFML=K <=NGL=< :Q 9 F=OK :JG9<;9KL <=NGL=K LG L@= LGH L@J== F=OK K=?E=FLK AF 9 <9Q %"*,9 .&73 02&3352& 2@=F 9 D9J?= E=<A9 =N=FL L9C=K HD9;= L@9L KLGJQ AK MKM9DDQ HD9;=< 9K GF= G> L@= SJKL F=OK KLGJA=K AF 9 :JG9<;9KL 9F< EGJ= LAE= 9F<GJ F=OK K=?E=FLK 9J= <=NGL=< LG L@= KLGJQ /@AK KM??=KLK L@9L L@= 9EGMFL G> LAE= <=NGL=< LG L@= SJKL L@J== F=OK K=?E=FLK AK 9 ?GG< AF<A;9LGJ G> @GO EM;@ F=OKOGJL@Q E9L=JA9D AK 9N9AD9:D= GF 9 ?AN=F <9Q 2= MK= L@= #! %" !$#" %" " ""#! E=<A9F N9DM= 9;JGKK F=OK :JG9<;9KLK AF 9 <9Q J9L@=J L@9F L@= E=9F LG J=<M;= L@= =Z=;L G> E=9KMJ=E=FL =JJGJ AF L@= J=HGJL=< LAE= >GJ F=OK K=?E=FLK *F= ;GF;=JF AK L@9L L@= %"*,9 .&73 02&3352& AK =F<G?=FGMK LG KLGJA=K 9:GML <AK9K L=JK KAF;= L@= 9AJAF? G> 9 <AK9KL=J KLGJQ OADD 9Z=;L L@= 9EGMFL G> LAE= <=NGL=< LG L@= LGH L@J== KLGJA=K /G <AEAFAK@ L@AK HJG:D=E O= OADD MK= L@= 9N=J9?= G> %"*,9 .&73 02&3352& GN=J L@= <9QK >GDDGOAF? L@= <AK9KL=J AF EGKL KH=;AS;9LAGFK /@AK N9JA9:D= OADD := ;9DD=< .&73 02&3352& $F L@= JG:MKLF=KK K=;LAGF O= 9DKG J=HGJL J=KMDLK O@=F MKAF? L@= 9N=J9?= O=A?@L=< :Q L@= =EHAJA;9D <AKLJA:MLAGF G> <AK9KL=J F=OK KLGJA=K H=J <9Q >GDDGOAF? L@= <AK9KL=J 9F< L@= MFO=A?@L=< <9Q 9N=J9?= !A?MJ= HDGLK %"*,9 .&73 02&3352& >JGE LG 2= @9N= E9JC=< L@= <9L= OAL@ L@= @A?@=KL N9DM= G> %"*,9 .&73 02&3352& >GJ =9;@ Q=9J /@= F=OK KLGJA=K ;GJJ=KHGF<AF? LG L@=K= <9L=K 9J= DAKL=< AF /9:D= :=DGO /@= L9:D= 9DKG DAKLK L@= E9AF KLGJA=K ;GJJ=KHGF<AF? LG L@= K=;GF< 9F< L@AJ< @A?@=KL Q=9JDQ N9DM=K G> %"*,9 .&73 02&3352& /@= GN=J9DD @A?@=KL N9DM= EAFML=K O9K J=;GJ<=< >GJ .=HL=E:=J #GO=N=J O= ;G<=< .=HL=E:=J 9K EAKKAF? KAF;= L@= =P;=HLAGF9D =N=FL =PL=F<=< L@= D=F?L@ G> L@= F=OK :JG9<;9KLK )GL= 9DKG L@9L L@=J= AK 9 KDA?@L MHO9J< LJ=F< AF %"*,9 .&73 02&3352& /@AK EA?@L J=T=;L 9 ?=F=J9D MHO9J< LJ=F< AF L@= 9N9AD9:ADALQ G> :J=9CAF? F=OK KLGJA=K GJ ;@9F?=K AF L@= F=OK L=;@FGDG?Q 2= OADD AF;DM<= Q=9J <MEEQ N9JA9:D=K AF 9DD J=?J=KKAGFK LG HA;C MH L@AK LQH= G> N9JA9LAGF /@=J= AK 9DKG K=9KGF9D N9JA9LAGF AF <9ADQ F=OK HJ=KKMJ= /@=J= AK 9F =9JDQ KMEE=J F=OK <JGM?@L OAL@ =P;=HLAGF9DDQ DGO %"*,9 .&73 02&3352& AF (9Q 9F< %MF= 9F< F=OK TGG<K AF L@= >9DD OAL@ @A?@=J %"*,9 .&73 02&3352& AF .=HL=E:=J 9F< )GN=E:=J !GJ L@AK J=9KGF O= OADD AF;DM<= EGFL@SP=< =Z=;LK AF 9DD J=?J=KKAGF $K %"*,9 .&73 02&3352& 9 J=9KGF9:D= E=9KMJ= >GJ L@= G;;MJJ=F;= G> F=OKOGJL@Q =N=FLK !A?MJ= HDGLK %"*,9 .&73 02&3352& <MJAF? <9QK (9J;@ XHJAD /@= @GJARGFL9D T9L DAF= <=HA;LK L@= E=9F >GJ L@= H=JAG< /@= S?MJ= 9DKG <AKHD9QK L@= =N=FLK G;;MJJAF? <MJAF? L@= H=9CK G> %"*,9 .&73 02&3352& HH9J=FLDQ GMJ E=9KMJ= ;9HLMJ=K L@= E9BGJ =N=FLK <MJAF? L@=K= <9QK IMAL= O=DD KL9JLAF? OAL@ L@= 0.@AF9 .HQ HD9F= AF;A<=FL HJAD HJAD J=9;@AF? ALK E9PAEME 9JGMF< L@= .=HL=E:=J L=JJGJAKL 9LL9;CK 9F< =F<AF? OAL@ L@= .A=?= 9L L@= @MJ;@ G> )9LANALQ AF =L@D=@=E HJAD X(9Q +DGLK >GJ GL@=J LAE= H=JAG<K <G 9F =IM9DDQ ?GG< BG: AF ;9HLMJAF? E9BGJ =N=FLK DKG AF;DM<=< AF L@= ?J9H@ AK GMJ <9QK 9N=J9?= .&73 02&3352& /@AK E=9KMJ= HMLK 9F =IM9D O=A?@L GF 9DD <9QK <MJAF? L@= <9QK #GO=N=J 9K <AK;MKK=< AF K=;LAGF EGKL KLGJA=K 9J= 9AJ=< OAL@AF L@= SJKL <9QK >GDDGOAF? L@= KLJAC= <9L= G> L@= <AK9KL=J 0 500 News pressure 1000 1500 2000 2500 22aug1968 15oct1969 01jan1970 28sep1970 16jul1971 09jan1972 12feb1973 01mar1974 01jan1975 03nov1975 13jul1976 14jul1977 30jun1985 29jan1986 D ate Figure 4: Daily news pressure (minutes), by day 19nov1978 31mar1979 01jan1980 10aug1980 30mar1981 04aug1982 25oct1983 12jul1984 01jan1985 26feb1987 22dec1988 09mar1989 23dec1989 04aug1990 27feb1991 01jan1990 16jul1992 17jan1993 17jan1994 01jan1995 03oct1995 18jul1996 23dec1997 16dec1998 01apr 1999 01jan2000 26nov2000 13sep2001 11sep2002 14aug2003 01jan2005 0 10 20 30 0 1oc t20 01 d ate Daily Ne wspres s ure W eigh ted News p re ss ure 0 1ju l2 001 01a pr20 02 N ews pre ss ure M ea n Da ily N ews pres sure 0 1jan 200 2 Figure 5: News Pressure (minutes) during 405 days, March 15 2001 – Apr 23 2002, by day 01 apr2 001 U.S.-China Spy Plane Incident McVeigh Execution Postponed Allison hits Texas McVeigh Execution New Policy on Stem Cell Research 9/11 Attacks Invasion of Afghanistan Anthrax Bush Address to UN Plane Crash Flight 587 Afghanistan: Kabul Falls Afghanistan: Kandahar Falls Osama Bin Laden Video Tape Afghanistan: Tora Bora Falls Enron Bankruptcy Afghanistan: Operation Anaconda Bethlehem: Siege at Church of Nativity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redicted probability disaster in news (deciles) Share receiving relief 45 degree line 1 Share in news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Table 1: Summary Statistics for Disasters Disaster type Flood Storm Epidemic Earthquake Drought Landslide Fire Cold wave Volcano Infestation Food shortage Total 67 Number of disasters 1 675 1 175 737 559 326 310 129 114 102 47 38 5 212 Share of disasters 0.32 0.23 0.14 0.11 0.06 0.06 0.02 0.02 0.02 0.01 0.01 1.00 Killed per disaster 170 646 249 1 522 18 657 84 19 103 853 na 4 293 590 Affected per disaster 1 724 851 601 490 27 528 173 015 5 740 623 38 789 69 552 46 656 39 008 1 100 734 630 1 166 505 Share receiving OFDA relief 0.22 0.17 0.12 0.21 0.30 0.06 0.13 0.01 0.27 0.68 0.13 0.19 Chapter 2. News Droughts, News Floods and U.S. Disaster Relief Table 2: Two largest daily news pressure dates and main story, by year Year Date Main News Story 2003 14 Aug 22 Mar New York City Blackout Invasion of Iraq: Day 3 2002 11 Sep 24 Oct 9/11 Commemoration Sniper Shooting in Washington: Arrest of Suspects 2001 13 Sep 12 Sep 9/11 Attack on America: Day 3 9/11 Attack on America: Day 2 2000 26 Nov 8 Dec Gore vs. Bush: Florida Recount - Certification by Katherine Harris Gore vs. Bush: Florida Recount - Supreme Court Ruling 1999 1 Apr 18 Jul Kosovo Crisis: U.S. Soldiers Captured Crash of Plane Carrying John F. Kennedy, Junior 1998 16 Dec 18 Dec U.S. Missile Attack on Iraq Clinton Impeachment 1997 23 Dec 31 Aug Oklahoma City Bombing: Trial Princess Diana’ s Death 1996 18 Jul 27 Jul TWA Flight 800 Explosion Olympic Games Bombing in Atlanta 1995 3 Oct 22 Apr O.J. Simpson Trial: The Verdict Oklahoma City Bombing 1994 17 Jan 18 Jun California Earthquake O.J. Simpson Arrested 1993 17 Jan 20 Apr U.S. Missile Attack on Iraq Waco, Texas: Cult Standoff Ends in Fire 1992 16 Jul 1 May Perot Quits 1992 Presidential Campaign Los Angeles Riots 1991 27 Feb 17 Jan Gulf War: President Bush Declares Kuwait Liberated Gulf War: Operation Desert Storm Launched 1990 4 Aug 8 Aug Iraq Invasion of Kuwait: Day 4 Iraq Invasion of Kuwait: Mobilisation of U.S. Troops 1989 9 Mar 23 Dec Senate Rejection of Tower Appointment to Secretary of Defense Romania Revolution 1988 22 Dec 14 Dec Pan Am Plane Crash Arafat Condemns Terrorism and Accept Israel’ s Right to Exist 1987 26 Feb 18 May Iran Arms Scandal: Tower Commission Report USS Stark Attack in Persian Gulf 1986 29 Jan 15 Apr Challenger Explosion U.S. Attack on Libya 1985 30 Jun 29 Jun TWA Flight 847 Hijacking: Release of Hostages TWA Flight 847 Hijacking: Release of Hostages 1984 12 Jul 16 Aug Ferraro as Vice President Candidate Delorean Verdict 1983 25 Oct 3 Sep U.S. Invasion of Grenada: Day 1 USSR Downing of Korean Commercial Flight 1982 4 Aug 2 Jan Israel Invasion of Lebanon Poland: Martial Law 1981 30 Mar 13 Dec Ronald Reagan Assassination Attempt Poland: Martial Law Declared by Wojchiech Jaruzelski 1980 10 Aug 26 Dec Hurricane Allen in Texas Iran Hostage Crisis: Iran Release Film of Hostages 39 #! %" !$#" %" " ""#! 1979 31 Mar 15 Dec Three Mile Island Nuclear Accident Iran Hostage Crisis: Departure of Shah from U.S. Announced 1978 19 Nov 6 Aug Guyana Incident: Sect Mass Suicide Death of Pope Paul VI 1977 14 Jul 11 Aug New York City Blackout Serial Killer David Berkowitz Arrested 1976 13 Jul 9 Jun Democratic Convention Jimmy Carter Wins in Primaries 1975 3 Nov 14 May Nelson Rockefeller Decides Not to Run for Vice President Mayaguez Incident: U.S. Attacks 1974 1 Mar 21 Jul Watergate Indictments Announced Turkey Invades Cyprus 1973 12 Feb 24 Jan Vietnam War: U.S. Prisoners of War Released Vietnam War: Cease-Fire Agreement Reached 1972 9 Jan 28 May Howard Hughes Telephone Conference Nixon Visit in USSR: SALT I signed 1971 16 Jul 16 Aug Nixon Announces Trip to China Nixon Suspends Convertibility from Dollars to Gold 1970 28 Sep 7 Sep Gamal Abdel Nasser Dead Dawson’s Field Hijackings: Blow Up of Planes 1969 15 Oct 28 Mar Vietnam Anti-War Demonstration (Moratorium) Eisenhower Dead 1968 22 Aug 1 Nov USSR Invades Czechoslovakia: Day 2 October Surprise: Vietnam Bombing Halt Note: Ordered by daily newspressure Table 3. Summary statistics Variable relief news killed affected news pressure Olympics US ally Observations 5 212 5 212 3 714 4 004 5 212 5 212 5 212 Mean 0.19 0.12 590 1 092 508 7.73 0.02 0.32 Std. Dev. 0.39 0.32 9 143 9 858 292 1.22 0.09 0.47 Min 0 0 1 1 4.56 0 0 Max 1 1 300 000 300 000 000 14.32 0.77 1 Dependent variable: Relief IV V VI -0.0119 -0.0094 -0.0078 (0.0045)*** (0.0058) (0.0040)** -0.1232 -0.1071 -0.1098 (0.0521)** (0.0763) (0.0479)** 0.0582 (0.0044)*** 0.0376 (0.0024)*** 0.0442 (0.0037)*** 0.0394 (0.0020)*** Observations 5212 2926 5212 5212 2926 5212 R-squared 0.1791 0.3625 0.2861 0.1989 0.4115 0.3726 Linear probability OLS regressions. All regressions include year, month, country and disaster type fixed effects. Regressions with imputed values (III and VI) also include fixed effects for the interaction of missing values and disaster type. Robust standard errors in parentheses:* significant at 10%; ** significant at 5%; *** significant at 1%. imputed Log Affected imputed Log Killed log Affected log Killed Olympics News Pressure Dependent variable: News I II III -0.0163 -0.0172 -0.0143 (0.0041)*** (0.0056)*** (0.0037)*** -0.1080 -0.0849 -0.1111 (0.0470)** (0.0628) (0.0413)*** 0.0604 (0.0040)*** 0.0121 (0.0024)*** 0.0495 (0.0034)*** 0.0148 (0.0020)*** Table 4: Effect of the pressure for news time on disaster News and Relief #! %" !$#" %" " ""#! News Pressure log Killed log Affected -0.0182 -0.0065 (0.0258) (0.0438) Olympics -0.0209 -0.4569 (0.3263) (0.5897) p-value: F-test of joint insignificance 0.78 0.73 Observations 3714 4004 R-squared 0.2615 0.3571 OLS regressions including year, month, country and disaster type fixed effects. Robust standard errors in parentheses:* significant at 10%; ** significant at 5%; *** significant at 1%. Table 5. Correlations between instruments and the severity of disasters #! %" !$#" %" " ""#! I 0.2859 (0.0200)*** 0.0489 (0.0046)*** 0.0359 (0.0024)*** II 0.1529 (0.0232)*** 0.0378 (0.0038)*** 0.0376 (0.0020)*** OLS III 0.1293 (0.0178)*** 0.0549 (0.0050)*** 0.0444 (0.0023)*** 0.2288 (0.0329)*** -0.4819 (0.1062)*** 0.5378 (0.0942)*** IV Observations 5212 2926 5212 5212 R-squared 0.2435 0.4217 0.3798 0.3857 All regressions include year, month, country, and disaster type fixed effects. Regressions with imputed values (III and VI) also include fixed effects for the interaction of missing values and disaster type. Robust standard errors in parentheses: * significant at 10%; ** significant at 5%; *** significant at 1%. F-stat, instruments, 1st stage Over-id restrictions, χ2df (p-value) imputed log Affected imputed log Killed log Affected log Killed abs(Pr(news)-0.5) News*abs(Pr(news)-0.5) News Table 6. Dependent variable: Relief 5027 0.0308 (0.0046)*** 0.0344 (0.0026)*** 0.2549 (0.0567)*** -0.2921 (0.0851)*** 0.2945 (0.0834)*** V 5.8 2926 11.1 0.0187 (0.0216) 0.0297 (0.0050)*** IV VII 0.6543 (0.3478)* 0.511(0.47) 5212 VI 0.8228 (0.2526)*** 0.641 (0.42) 5212 11.2 0.0107 (0.0132) 0.0295 (0.0044)*** VIII 0.6746 (0.2544)*** #! %" !$#" %" " ""#! -0.0085 (0.0041)** -0.1290 (0.0521)** 5212 0.1985 -0.0082 (0.0040)** -0.1182 (0.0515)** 5212 0.3851 -0.0126 (0.0054)** -0.1338 (0.0583)** 3950 0.1835 -0.0193 (0.0052)*** -0.1008 (0.0572)* 3950 0.1862 8.6 -0.0125 (0.0142) -0.1767 (0.0893)** 3473 0.2271 -0.0242 (0.0118)** -0.1320 (0.0864) 3473 0.2072 3.4 Subsamples VII VIII IV-regressions. Dependent variable: Relief News 0.8228 0.8351 0.9391 0.8012 0.6726 0.7124 0.7561 0.8505 (0.2524)*** (0.2595)*** (0.3225)*** (0.2561)*** (0.2341)*** (0.2637)*** (0.2581)*** (0.4597)* Observations 5212 5212 5212 5212 5212 5212 3910 3446 Over-id test 0.511(0.47) 0.471 (0.49) 0.201 (0.66) 0.611 (0.43) 1.271 (0.26) 0.751 (0.39) 1.101 (0.30) 0.851 (0.36) Robust standard errors in parentheses. * significant at 10%; ** significant at 5%; *** significant at 1%. All regressions include year, month, country and disaster-type fixed-effects. Column I reports the results from an OLS regression. In Column II all days with news about disasters have been removed before computing the average news pressure. In Column III an extreme bias has been intentionally induced in news pressure. In Column IV news pressure is the 20day average of daily news pressure, and in Column V it is the average using the weights reported in Figure 2. The regression in Column VI contains controls for whether the country was a US Ally, imputed log Killed and imputed log Affected, dummy variables for the interaction of disaster type and missing data, as well as two sets of dummy variables indicating whether Killed and Affected lie in the percentile regions 0th-25th, 25th-50th, 50th -75th, 75th-95th percentiles respectively (omitted category is killed above 95th percentile). Column VII contains a sub sample with only earthquakes, floods, fires landslides, storms and volcano eruptions. Column VIII excludes observations where News Pressure was in the highest third each year. -0.0092 (0.0038)** -0.1266 (0.0521)** 5212 0.1987 Reduced form regressions. Dependent variable: Relief News Pressure -0.0119 -0.0116 -0.0104 (0.0045)*** (0.0045)*** (0.0046)** Olympics -0.1232 -0.1235 -0.1250 (0.0521)** (0.0521)** (0.0520)** Observations 5212 5212 5212 R-squared 0.1989 0.1989 0.1986 VI -0.0155 -0.0143 (0.0036)*** (0.0038)*** -0.1156 -0.1090 (0.0470)** (0.0460)** 5212 5212 0.1795 0.2969 12.3 10.0 Changes in independent variables III IV V -0.0133 (0.0033)*** -0.1125 (0.0470)** 5212 0.1789 11.19 II Reduced form regressions. Dependent variable: News News Pressure -0.0163 -0.0157 -0.0124 (0.0041)*** (0.0040)*** (0.0042)*** Olympics -0.1080 -0.1085 -0.1114 (0.0470)** (0.0469)** (0.0470)** Observations 5212 5212 5212 R-squared 0.1791 0.1789 0.1779 F-test (instr.) 11.1 10.5 7.4 Table 7. Robustness Reference I 0.9454 (0.0406)*** 5209 -0.0135 (0.0051)*** -0.1426 (0.0705)** 5209 -0.0174 (0.0048)*** -0.1048 (0.0547)* 4266 Probit IX #! %" !$#" %" " ""#! Share in Fixed Equal coverage news (se) effects (se) casualties ratio* Volcano 0.29 (0.05) 0.64 (0.09) 1 Earthquake 0.32 (0.02) 0.57 (**) 3 Fire 0.14 (0.03) 0.49 (0.09) 12 Storm 0.14 (0.01) 0.29 (0.03) 336 Flood 0.09 (0.01) 0.23 (0.02) 806 Landslide 0.06 (0.01) 0.20 (0.03) 1 379 Epidemic 0.02 (0.01) 0.18 (0.03) 2 006 Drought 0.03 (0.01) 0.16 (0.07) 2 563 Cold wave 0.06 (0.02) 0.15 (0.07) 3 056 Food shortage 0.03 (0.03) 0.00 (0.10) 39 817 The fixed effects regression includes log Killed, log Affected, and country, year and month fixed effects. *To have the same estimated probability of being covered by the Television Network News, a food shortage must have 39 817 times as many casualties as a volcano, all else equal (country, year, month, and number affected). ** Earthquake is the omitted category. Table 8. Newsworthiness of Disasters, by Disaster Type #! %" !$#" %" " ""#! Share in Fixed Equal coverage news (se) effects (se) casualties ratio* Europe 0.18 (0.02) 0.25 (**) 1 S. and C. America 0.18 (0.01) 0.18 (0.04) 3 Asia 0.12 (0.01) 0.04 (0.03) 43 Africa 0.03 (0.01) 0.03 (0.04) 46 Pacific 0.03 (0.01) 0.00 (0.04) 84 The fixed effects regression includes log Killed, log Affected, and disaster type, year and month fixed effects. *To have the same estimated probability of being covered by the Television Network News, a disaster in the Pacific must have 84 times as many casualties as one in Europe, all else equal (disaster type, year, month, and number affected). ** Europe is the omitted continent. Table 9. Newsworthiness of Disasters, by Continents #! %" !$#" %" " ""#! Share in Fixed Equal coverage news (se) effects (se) casualties ratio* 1968-1972 0.14 (0.02) -0.17 (0.03) 16 1973-1977 0.13 (0.02) -0.10 (0.03) 5 1978-1982 0.12 (0.02) -0.14 (0.02) 10 1983-1987 0.06 (0.02) -0.16 (0.02) 13 1988-1992 0.10 (0.01) -0.10 (0.02) 5 1993-1997 0.11 (0.01) -0.10 (0.02) 4 1998-2002 0.13 (0.01) 0.00 (**) 1 The fixed effects regression includes log Killed, log Affected, and disaster type, country and month fixed effects. *To have the same estimated probability of being covered by the Television Network News, a disaster in the 1968 must have 16 times as many casualties as one in 2002, all else equal (disaster type, country, month, and number affected). ** 1998-2002 is the omitted period. Table 10. 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abor Force Participation Rate (%) 90 US 55-64 80 70 60 50 UK Germany France 40 US 65+ 30 20 10 0 1850 1900 1950 2000 Year !A?MJ= '9:GJ !GJ;= +9JLA;H9LAGF -9L=K (=F 0FAL=< .L9L=K !J9F;= "=J E9FQ JAL9AF 9F< 0FAL=< .L9L=K G> O9QK !A?MJ= K@GOK L@= D9:GJ >GJ;= H9JLA;AH9LAGF J9L=K G> E=F 9?=< 9F< 9:GN= >GJ L@= H=JAG< LG >GJ L@= 0FAL=< .L9L=K "J=9L JAL9AF !J9F;= 9F< "=JE9FQ 9F< L@= D9:GJ >GJ;= H9JLA;AH9LAGF J9L=K G> E=F 9?=< >GJ L@= 0FAL=< .L9L=K GKL9 )GLA;= L@9L L@= <=;DAF= G;;MJJ=< KAEMDL9F=GMKDQ AF 9DD >GMJ ;GMFLJA=K /@= D9:GJ >GJ;= H9JLA;AH9LAGF J9L= >GJ E9D=K 9?=< J=E9AF=< JGM?@DQ ;GFKL9FL MFLAD O@=F AL KL9JL=< LG <=;DAF= &GH=;CQ =KLAE9L=K E9D= J=LAJ=E=FL J9L=K >GJ L@= H=JAG< AF L@= 0FAL=< .L9L=K -=LAJ=E=FL J9L=K 9J= ;GEHML=< 9K L@= J9LAG :=LO==F L@= FME:=J G> E=F O@G 9J= J=LAJ=< LG L@= LGL9D G> 9DD E=F AF L@= D9:GJ >GJ;= 9F< J=LAJ=< !A?MJ= <AKHD9QK L@= J=LAJ=E=FL J9L=K :Q 9?= ?JGMH 9F< Q=9J /@= J=LAJ=E=FL J9L=K AF;J=9K= >GJ 9DD 9?= ?JGMHK :ML EGKL E9JC=<DQ >GJ L@= ?JGMHK H9KL L@= 9?= G> )GLA;= L@9L L@= LJ=F< LGO9J<K =9JDA=J J=LAJ=E=FL 9;;=D=J9L=K 9JGMF< L@= Q=9J >GJ 9?= ?JGMHK H9KL L@= 9?= G> /@= 9;;=D=J9LAGF G;;MJK 9>L=J >GJ L@GK= 9?=< !GJ L@GK= 9?=< L@= J=LAJ=E=FL J9L= AF;J=9K=K >JGE AF LG AF /@= LJ=F< AK GFDQ AFL=JJMHL=< <MJAF? L@= LOG OGJD< O9JK /@= EG<=D <=N=DGH=< AF D9L=J K=;LAGFK ;9F := MK=< LG E9C= HJ=<A;LAGFK 9:GML L@= 9?= G> J=LAJ=E=FL 0KAF? <9L9 >JGE &GH=;CQ L@= E=<A9F J=LAJ=E=FL 9?= @9K /@GK= O@G F=N=J H9JLA;AH9L=< AF L@= D9:GJ >GJ;= 9J= FGL ;GMFL=< A= J=LAJ=< FGL AF D9:GJ>GJ;= X F=N=J H9JLA;AH9LAF? X F=N=J H9JLA;AH9LAF? #! " & #!# # %## #$!& 0.9 Ages 75-79 0.8 Retirement Rate (%) 0.7 Ages 70-74 0.6 0.5 Ages 65-69 Ages 60-64 0.4 0.3 Ages 55-59 0.2 Ages 50-54 0.1 0 1850 1900 1950 2000 Year !A?MJ= -=LAJ=E=FL -9L=K >GJ (=F ?=< 9F< 9:GN= :Q ?= "JGMH 0FAL=< .L9L=K :==F ;GEHML=< 9K L@= 9?= 9L O@A;@ @9D> L@= E9D= HGHMD9LAGF AK GML G> L@= D9:GJ >GJ;= K== !A?MJ= Q L@AK E=9KMJ= L@= J=LAJ=E=FL 9?= <=;DAF=< >JGE AF LG AF 9F< AF MJAF? 22$$ L@=J= O9K F=9JDQ FG ;@9F?= AF L@= J=LAJ=E=FL 9?= O@AD= L@= H=JAG< :=LO==F 9F< GF;= EGJ= =PH=JA=F;=< 9 D9J?= <=;DAF= >JGE LG =LO==F 9F< L@= J=LAJ=E=FL 9?= <=;DAF=< :Q 9JGMF< GF= Q=9J H=J <=;9<= 9F< KLGG< 9L AF Q=9J /@AK E=9KMJ= G> L@= J=LAJ=E=FL 9?= ;GF>GMF<K ;G@GJL=Z=;LK OAL@ LAE==Z=;LK #GO=N=J EGJ= 9<N9F;=< E=9KMJ=K O@A;@ 9LL=EHL LG 9;;GMFL >GJ ;G@GJL=Z=;LK JGM?@DQ SF< KAEAD9J LJ=F<K >GJ L@= HGKL22$$ H=JAG< 9DL@GM?@ L@= D=N=DK <AZ=J KGE=O@9L !GJ AFKL9F;= "=F<=DD =KLAE9L=K L@9L L@= E=<A9F 9?= G> D9:GJ >GJ;= OAL@<J9O9D <=;DAF=< >JGE AF LG 9L L@= =F< G> L@= VK 0KAF? 9 J=D9L=< E=L@G< D^F<9D 9F< .;9JH=LL9 SF< L@9L L@= J=LAJ=E=FL 9?= <=;DAF=< >JGE LG <MJAF? L@= K9E= H=JAG< "=F<=DD ;GFKLJM;LK 9F 9DL=JF9LAN= E=9KMJ= :9K=< GF KG;A9D K=;MJALQ :=F=SL ;D9AEK /@AK E=9KMJ= K@GOK 9 K@9JH <=;DAF= AF L@= J=LAJ=E=FL 9?= :=LO==F 9F< >JGE LG >L=J L@= <=;DAFAF? LJ=F< AF L@= J=LAJ=E=FL 9?= D=N=DK GZ "=F<=DD 9F< D^F<9D 9F< .;9JH=LL9 9DKG K@GO L@9L L@= LJ=F<K @9N= :==F JGM?@DQ KAEAD9J >GJ :GL@ E=F ;M:A; KHDAF= AK MK=< LG ;GEHML= L@= =P9;L J=LAJ=E=FL 9?= #! " & #!# # %## #$!& 80 78 76 Median Retirement Age Age 74 72 70 Gendell - Social security 68 Blöndal and Scarpetta 66 Gendell - Median 64 62 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 Year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xpected Percentage of Life Spent in Retirement 30 25 20 15 10 5 1850 1900 1950 2000 Year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roductivity profile 1,4 1,2 1 0,8 0,6 0,4 0,2 French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edian Retirement Age 76 Model with Medicare 74 Baseline Model 72 70 Transitional Analysis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pproximation -349 Utility Value function at integer ages -349.5 -350 -350.5 -351 41 42 43 44 45 Model Age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ours Worked (Weekly) 0.3 0.25 0.2 0.15 0.1 0.05 0 20 30 40 50 Age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ours worked, US Total Population McGrattan and Rogerson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LJ=F< AF D9:GJ >GJ;= H9JLA;AH9LAGF ;9F := =PHD9AF=< :Q KG;A9D K=;MJALQ #9MKE9F 9F< 2AK= MJLD=KK 9F< (GSLL !A?MJ= <=HA;LK L@= J=LAJ=E=FL HGDA;Q JMD= + >GJ L@= =;GFGEQ /@= HGDA;Q JMD= LJ9;=K GML L@= GHLAE9D J=LAJ=E=FL 9?= >GJ <AZ=J=FL D=N=DK G> J=HD9;= E=FL J9L=K /@= +9JLA9D IMADA:JAME DAF= AK ;GFKLJM;L=< >GJ ?AN=F HJA;=K 9F< L9P=K /@= DAF= ;9F := AFL=JHJ=L=< 9K J=HJ=K=FLAF? L@= EA;JG=;GFGE=LJA; =KLAE9L=K /@= "=F=J9D IMADA:JAME DAF= AK ;GFKLJM;L=< :Q D=LLAF? 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arge-company Stocks Long-term Municipal Bonds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ife Expectancy at Birth Total Fertility Rate (Births per 1,000 Women 15-44 years old) 90 Data Projection 120 80 Years Total Fertility Rate 140 100 2000 2050 Year 2100 50 1900 2150 1940 1960 1980 Year of Birth 2000 2020 Data Projection 3 2 1 1940 1960 1980 2000 2020 2040 2060 2080 2100 2120 Year Population Growth Rate 2 5 Net Immigration Rate 1920 Population Growth Rate Net Immigration Rate (Per 1,000 in U.S. Population) 4 High-skilled Medium-skilled Low-skilled 60 80 60 1950 70 Data Projection 1.5 1 0.5 1940 1960 1980 2000 2020 2040 2060 2080 2100 2120 Year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ependency Ratio (65+/(20-64)) Dependency Ratio 0.5 0.4 0.3 0.2 Data Projection 0.1 1940 1960 1980 2000 2020 2040 2060 2080 2100 2120 Year Median Age among Workers 55 35 50 Median Age Median Age Median Age in Population 40 30 45 High-skilled Medium-skilled Low-skilled Data Projection 25 1950 2000 2050 Year 2100 2150 40 2000 2020 2040 2060 Year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roductivity Profiles, by Age and Skill Group 2 High-skilled Medium-skilled Low-skilled HS Mean MS Mean LS Mean 1.8 1.6 Productivity Units 1.4 1.2 1 0.8 0.6 0.4 0.2 0 20 30 40 50 60 Age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abor Force Participation 90 Low-skilled Medium-skilled High-skilled 80 Labor Force Participation (%) 70 60 50 40 30 20 10 0 55 60 65 Age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GEHML=< 9K =PH=F<ALMJ= GF .$ #$ .($ 9F< $ F=L G> HJ=EAMEK H9A< >GJ #$ 9F< .($ G9J< G> /JMKL==K .AF;= L@= 9LL=FLAGF AK J=KLJA;L=< LG L@J== D9J?= ?JGMHK FGF= G> L@= AF<ANA<M9DK OADD AF HJ9;LA;= @9N= 9F AF;GE= 9:GN= L@= L@J=K@GD< D=N=D #! $"# " & # #!# " Lump Sum Transfer Function 0.35 0.3 Share of GNP/Capita 0.25 0.2 0.15 0.1 0.05 0 0 10 20 30 40 50 Age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et Interest Rate 0.04 0.5 TR RR FR 0 -0.5 -1 2020 2040 2060 Year 2080 2100 Net Interest Rate Debt to Output Ratio Debt to Output Ratio -1.5 2000 0.035 0.03 0.025 0.02 2000 2120 2020 2040 2100 2120 2020 2040 2100 2120 2020 2040 2100 2120 Wage Rate (2000=1) 1.15 1.1 1.05 Efficiency Hours/Capita 2020 2040 2060 2080 2100 Year Efficiency Hours Per Capita (2000=1) 2120 Capital per Capita (2000=1) Wage Rate 1.2 1 2000 2060 2080 Year Capital Per Capita 1.5 1.25 1 2000 2060 2080 Year Output per Capita 1.15 1 1.1 1.05 0.95 1 0.9 2000 2020 2040 2060 Year 2080 2100 2120 0.95 2000 2060 2080 !A?MJ= ;GFGEA; /J9FKALAGF :Q -=>GJE X =:L $FL=J=KL -9L= 29?= -9L= 9HAL9D9HAL9 Y;A=F;Q #GMJK9HAL9 *MLHML9HAL9 #! $"# " & # #!# " 75 74 73 72 71 70 Age 69 68 67 66 65 64 High skilled Medium skilled Low skilled 63 62 61 -100 -80 -60 -40 -20 0 20 Age in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ge 68 67 66 Steady State Prices and Survival Steady State Survival Steady State Prices 65 64 0 10 20 30 40 50 60 Age in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AF<=PAF? :=F=SLK LG AFT9LAGF J9L@=J L@9F O9?=K #! $"# " & # #!# " 75 74 73 72 71 70 Age 69 68 67 66 65 64 High skilled Medium skilled Low skilled 63 62 61 -100 -80 -60 -40 -20 0 20 Age in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ge 69 68 67 66 65 64 High skilled Medium skilled Low skilled 63 62 61 -100 -80 -60 -40 -20 0 20 Age in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LG J=HDA;9L= L@= <= EG?J9H@A; <=N=DGHE=FLK GN=J L@= HJ=K=FL ;=FLMJQ /@AK K=;LAGF =PHD9AFK @GO L@= AFALA9D ;GF<ALAGFK 9J= ?=F=J9L=< >GJ L@AK H9H=J /G ;9DA:J9L= L@= ?GN=JFE=FL K=;LGJ G> L@= =;GFGEQ 9F< ?=L L@= AFALA9D ;GF<ALAGFK >GJ 9KK=L @GD<AF?K 9F< H9KL =9JFAF?K 9;JGKK ;G@GJLK 9F< KCADD ?JGMHK 9 4"453 5/ $/./-9 AK MK=< /@= .L9LMK ,MG ;GFGEQ AK ;@9J9;L=JAR=< :Q @9NAF? L@= HGHMD9 LAGF <AKLJA:MLAGF G> L@= 0. AF L@= Q=9J 9F< L@= ;JGKKK=;LAGF9D KMJNAN9D D=9JDQ L@=K= LOG 9J= FGL BGAFLDQ ;GFKAKL=FL OAL@ J9L=K G> L@= Q=9J @ 9 KL9LAGF9JQ HGHMD9LAGF <AKLJA:MLAGF $F H9JLA;MD9J <=SF= L@= KL9LAGF9JQ HGHMD9LAGF 9F< L@= HGHMD9LAGF ?JGOL@ J9L= ; :Q ; <AKLJA:MLAGF 9KKG;A9L=< OAL@ @ /@=F ; >GJ 9FQ ; $F GL@=J OGJ<K AL AK FGL HGKKA:D= LG KL9JL L@= =;GFGEQ AF 9 KL=9<QKL9L= O@A;@ :GL@ @9K L@= HGHMD9LAGF <AKLJA:MLAGF 9F< L@= KMJNAN9D J9L=K G> L@= Q=9J /G GN=J;GE= L@AK HJG:D=E L@= >GDDGOAF? 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ichaely, Michael The Theory of Commercial Policy: Trade and Protection, 1973 Söderström, Hans Tson Studies in the Microdynamics of Production and Productivity Change, 1974 Hamilton, Carl B. Project Analysis in the Rural Sector with Special Reference to the Evaluation of Labour Cost, 1974 Nyberg, Lars and Staffan Viotti A Control Systems Approach to Macroeconomic Theory and Policy in the Open Economy, 1975 Myhrman, Johan Monetary Policy in Open Economies, 1975 Krauss, Melvyn International Trade and Economic Welfare, 1975 Wihlborg, Clas Capital Market Integration and Monetary Policy under Different Exchange Rate Regimes, 1976 Svensson, Lars E.O. On Competitive Markets and Intertemporal Resources Allocation, 1976 Yeats, Alexander J. Trade Barriers Facing Developing Countries, 1978 Calmfors, Lars Prices, Wages and Employment in the Open Economy, 1978 Kornai, János Economics of Shortage, Vols I and II, 1979 Flam, Harry Growth, Allocation and Trade in Sweden. An Empirical Application of the Heckscher-Ohlin Theory, 1981 Persson, Torsten Studies of Alternative Exchange Rate Systems. An Intertemporal General Equilibrium Approach, 1982 Erzan, Refik Turkey's Comparative Advantage, Production and Trade Patterns in Manufactures. An Application of the Factor Proportions Hypothesis with Some Qualifications, 1983 Horn af Rantzien, Henrik Imperfect Competition in Models of Wage Formation and International Trade, 1983 Nandakumar, Parameswar Macroeconomic Effects of Supply Side Policies and Disturbances in Open Economies, 1985 Sellin, Peter Asset Pricing and Portfolio Choice with International Investment Barriers, 1990 Werner, Ingrid International Capital Markets: Controls, Taxes and Resources Allocation, 1990 Svedberg, Peter Poverty and Undernutrition in Sub-Saharan Africa: Theory, Evidence, Policy, 1991 Nordström, Håkan Studies in Trade Policy and Economic Growth, 1992 Hassler, John, Lundvik, Petter, Persson, Torsten and Söderlind, Paul The Swedish Business Cycle: Stylized facts over 130 years, 1992 Lundvik, Petter Business Cycles and Growth, 1992 Söderlind, Paul Essays in Exchange Rates, Business Cycles and Growth, 1993 Hassler, John A.A. Effects of Variations in Risk on Demand and Measures of Business Cycle Comovements, 1994 Daltung, Sonja Risk, Efficiency, and Regulation of Banks, 1994 Lindberg, Hans Exchange Rates: Target Zones, Interventions and Regime Collapses, 1994 Stennek, Johan Essays on Information-Processing and Competition, 1994 Jonsson, Gunnar Institutions and Incentives in Monetary and Fiscal Policy, 1995 Dahlquist, Magnus Essays on the Term Structure of Interest Rates and Monetary Policy, 1995 Svensson, Jakob Political Economy and Macroeconomics: On Foreign Aid and Development, 1996 Blix, Mårten Rational Expectations and Regime Shifts in Macroeconometrics, 1997 Lagerlöf, Nils-Petter Intergenerational Transfers and Altruism, 1997 Klein, Paul Papers on the Macroeconomics of Fiscal Policy, 1997 Jonsson, Magnus Studies in Business Cycles, 1997 Persson, Lars Asset Ownership in Imperfectly Competitive Markets, 1998 Persson, Joakim Essays on Economic Growth, 1998 Domeij, David Essays on Optimal Taxation and Indeterminacy, 1998 Flodén, Martin Essays on Dynamic Macroeconomics, 1999 Tangerås, Thomas Essays in Economics and Politics: Regulation, Elections and International Conflict, 2000 Lidbom, Per Pettersson Elections, Party Politics and Economic Policy, 2000 41. Vestin, David Essays on Monetary Policy, 2001 42. Olofsgård, Anders Essays on Interregional and International Political Economics, 2001 43. Johansson, Åsa Essays on Macroeconomic Fluctuations and Nominal Wage Rigidity, 2002 Groth, Charlotta Topics on Monetary Policy, 2002 Gancia, Gino A. Essays on Growth, Trade and Inequality, 2003 Harstad, Bård Organizing Cooperation: Bargaining, Voting and Control, 2003 Kohlscheen, Emanuel Essays on Debts and Constitutions, 2004 Olovsson, Conny Essays on Dynamic Macroeconomics, 2004 Stavlöt, Ulrika Essays on Culture and Trade, 2005 Herzing, Mathias Essays on Uncertainty and Escape in Trade Agreements, 2005 Bonfiglioli, Alessandra Essays on Financial Markets and Macroeconomics, 2005 Pienaar, Natalie Economic Applications of Product Quality Regulation in WTO Trade Agreements, 2005 53. Song, Zheng Essays on Dynamic Political Economy, 2005 54. Eisensee, Thomas Essays on Public Finance: Retirement Behavior and Disaster Relief, 2005 44. 45. 46. 47. 48. 49. 50. 51. 52.