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THE IMPACT OF TAXES ON INCOME MOBILITY 2017 Mario Alloza Documentos de Trabajo N.º 1725

THE IMPACT OF TAXES ON INCOME MOBILITY

The Impact of Taxes on Income Mobility (*) Mario Alloza (**) banco de españa and CfM (*) I am indebted to Morten Ravn for invaluable guidance and support and also to Raffaella Giacomini and Vincent Sterk for very helpful discussions and insightful suggestions. I also want to thank Andrew Chesher, Mariacristina De Nardi, Eric French, Valérie Lechene, Attila Lindner, Fabien Postel-Vinay and audience at UCL, University of Essex, Bank of England, Bank of Spain, CREST, Universitat Autònoma de Barcelona, Queen Mary University of London, University of Manchester, Nazarbayev University, Uppsala University, the 2017 Royal Economic Society Annual Conference, Halle Institute for Economic Research and the 16th Journées Louis-André Gérard-Varet for their comments and useful conversations. (**) Mario Alloza: Banco de España, Calle Alcalá 48, 28014 Madrid (Spain), m.alloza@bde.es. Documentos de Trabajo. N.º 1725 2017

The Working Paper Series seeks to disseminate original research in economics and fi nance. All papers have been anonymously refereed. By publishing these papers, the Banco de España aims to contribute to economic analysis and, in particular, to knowledge of the Spanish economy and its international environment. The opinions and analyses in the Working Paper Series are the responsibility of the authors and, therefore, do not necessarily coincide with those of the Banco de España or the Eurosystem. The Banco de España disseminates its main reports and most of its publications via the Internet at the following website: http://www.bde.es. Reproduction for educational and non-commercial purposes is permitted provided that the source is acknowledged. BANCO DE ESPAÑA, Madrid, 2017 ISSN: 1579-8666 (on line)

Abstract This paper investigates how taxes affect relative mobility in the income distribution in the US. Household panel data drawn from the PSID between 1967 and 1996 is employed to analyse the relationship between marginal tax rates and the probability of staying in the same income decile. Exogenous variation in marginal tax rates is identified by using counterfactual rates based on legislated changes in the tax schedule. I find that higher marginal tax rates reduce income mobility. An increase in one percentage point in marginal tax rates causes a decline of around 0.8 percentage points in the probability of changing to a different income decile. Tax reforms that reduce marginal rates by 7 percentage points are estimated to account for around a tenth of the average movements in the income distribution in a year. Additional results suggest that the effect of taxes on income mobility differs according to the level of human capital and that it is particularly significant when considering mobility at the bottom of the distribution. Keywords: income mobility, inequality, marginal tax rate. JEL classification: E24, E62, D31, D63, H24, H31.

Resumen En este documento se investiga cómo los impuestos afectan a la movilidad relativa en la distribución de la renta en Estados Unidos. En particular, este estudio utiliza datos de hogares procedentes del PSID entre 1967 y 1996 para analizar la relación entre cambios en los tipos marginales y la probabilidad de permanecer en el mismo decil de renta. La estrategia de identificación se basa en explotar variación exógena en los tipos marginales construyendo unos tipos contrafactuales basados en cambios legislativos en las escalas de gravamen. Se encuentra que tipos marginales más altos reducen la movilidad entre distintos tramos de renta. Un incremento de 1 punto porcentual en el tipo marginal causa una reducción de alrededor de 0,8 puntos porcentuales en la probabilidad de cambiar a otro decil de renta. De esta forma, una reforma fiscal que reduce los tipos marginales en 7 puntos porcentuales podría explicar alrededor de un décimo de la probabilidad media de que un hogar experimente cambios en su posición en la distribución de la renta. Algunos resultados adicionales sugieren que el efecto de los impuestos en la movilidad en la renta difiere según el nivel de capital humano y que es particularmente significativo cuando se analiza la movilidad en la parte baja de la distribución de la renta. Palabras clave: movilidad en renta, desigualdad, tipos marginales. Códigos JEL: E24, E62, D31, D63, H24, H31.

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i =1, 2 X i U(c i,t,n i,t )=σ i c i,t 1+ 1 n 1+ t η i c i,t n i,t i t σ i X i η i 0 c i,t =(w i,t n i,t ) T (w i,t n i,t ) w i,t w i,t = w(1 ± ε i,t ) ε i > 0 w 1,t = w(1 + ε 1,t ) i =1 w 2,t = w(1 ε 2,t ) 2 π>0 1 π w 1,t = w(1 ε 1,t ) w 2,t = w(1 + ε 2,t ) { T τ L + τ (w i,t n i,t ) (1 + ε)wn H i,t (w i,t n i,t )= τ L (w i,t n i,t ) < (1 + ε)wn H i,t τ L τ L + τ n H i,t n L i,t n H i,t = n L i,t = 1 η i ( (1 τ L τ)(1 + ε)w σ i X i ( (1 τ L )(1 ε)w σ ) ηi i X i η 1 = η 2 = η σ 1 = σ 2 = σ X 1 = X 2 = X τ =0 i =1 ) ηi (1 τ L )(1 + ε)wn H 1,t > (1 τ L )(1 ε)wn L 2,t BANCO DE ESPAÑA 12 DOCUMENTO DE TRABAJO N.º 1725

Pr(move w 2,t 1 = w(1 + ε)) = π τ (( )( )) η (( n H i,t = 1 τ )( )) η 1+ε n L 1 τ L i,t 1 ε 1+ε 1 ε τ τ<(1 τt L ) 2ε 1+ε n H i,t >n L i,t τ τ =(1 τt L ) 2ε 1+ε n H i,t = n L i,t τ =(1 τt L ) 2ε 1+ε X i τ L =0.25 w =10 5% w τ n H i,t = n L i,t τ =0.07 τ L + τ =0.32 BANCO DE ESPAÑA 13 DOCUMENTO DE TRABAJO N.º 1725

t N s n t n [1,N] BANCO DE ESPAÑA 14 DOCUMENTO DE TRABAJO N.º 1725

s t =(s 1 t,s 2 t,...,s N t ) P n n 1 s t = P t s t 1 s t 1 t 1 P t n t 1 P n,n t P t k n P t t t 1 = 1 P t t = N trace(p t) N 1 P t P t N 0 P t P t 0 r t r t = corr ( ) log(inc t 1 ), log(inc t) inc t t H t =1 r t H t =0 s t 1 s t Prob(s t s t 1,s t 2,,...,s t k )=Prob(s t s t 1 ) k 1 t s t P t k s t+k = s t P k BANCO DE ESPAÑA 15 DOCUMENTO DE TRABAJO N.º 1725

N =10 t P t 1 P 1,1 t 1 P N,N t P k,k t k, k P t BANCO DE ESPAÑA 16 DOCUMENTO DE TRABAJO N.º 1725

80% BANCO DE ESPAÑA 17 DOCUMENTO DE TRABAJO N.º 1725

τ Romer τ Romer 0.0159 τ Romer BANCO DE ESPAÑA 18 DOCUMENTO DE TRABAJO N.º 1725

τ Romer τ exo TOT τ exo PI τ exo PI 11% 35% mobility i,t = A + B i + B t + βτ i,t + γx i,t + ε i,t BANCO DE ESPAÑA 19 DOCUMENTO DE TRABAJO N.º 1725

mobility i,t {0, 1} 1 t 1 t B i B t τ i,t i t t ε i,t X i,t mobility i,t mobility i,t BANCO DE ESPAÑA 20 DOCUMENTO DE TRABAJO N.º 1725

0.383 0.06 τ i,t ε i,t ε i,t τ i,t τ i,t ε i,t ε i,t τ i,t BANCO DE ESPAÑA 21 DOCUMENTO DE TRABAJO N.º 1725

τ i,t Δτ t 1 i,t = τ t i,t τ t 1 i,t τi,t t i t t τ t 1 i,t i t t 1 Δτ t 1 i,t Δτ t 1 i,t i Δτ t 1 i,t Δτ t 1 i,t 0 Δτ t 1 i,t BANCO DE ESPAÑA 22 DOCUMENTO DE TRABAJO N.º 1725

τ i,t τ i,t τ i,t τ i,t t t BANCO DE ESPAÑA 23 DOCUMENTO DE TRABAJO N.º 1725

t 1 BANCO DE ESPAÑA 24 DOCUMENTO DE TRABAJO N.º 1725

0.402 BANCO DE ESPAÑA 25 DOCUMENTO DE TRABAJO N.º 1725

t 1 Δτ t 1 i,t ε i,t t t 1 BANCO DE ESPAÑA 26 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 27 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 28 DOCUMENTO DE TRABAJO N.º 1725

mobility i,t P t k t 1 t jump i,t k t 1 k +3 k 3 t P t mobility i,t jump i,t jump i,t BANCO DE ESPAÑA 29 DOCUMENTO DE TRABAJO N.º 1725

τ i,t τ t 3 τ i,t 2 BANCO DE ESPAÑA 30 DOCUMENTO DE TRABAJO N.º 1725

up i,t down i,t stay i,t =1 mobility i,t β move = β up + β down β move = β stay β up + β stay + β down up i,t t 1 down i,t t 1 BANCO DE ESPAÑA 31 DOCUMENTO DE TRABAJO N.º 1725

up i,t down i,t 1 1 P 1,1 t 1 P 10,10 t P t BANCO DE ESPAÑA 32 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 33 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 34 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 35 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 36 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 37 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 38 DOCUMENTO DE TRABAJO N.º 1725

Mobility 0.2.4.6.8 1 1970 1975 1980 1985 1990 1995 move jump trace correl = N trace(p ) N 1 BANCO DE ESPAÑA 39 DOCUMENTO DE TRABAJO N.º 1725

6B;m`2 k, o `B ibqm BM J `;BM H h t _ i2b URNed@RNNeV S L1G, Ϭ ϱϭ Ϭ ϰϱ ĚĞĐŝůĞ ϭ Ϭ ϰϭ ĚĞĐŝůĞ Ϯ Ϭ ϯϱ ĚĞĐŝůĞ ϯ Ϭ ϯϭ ĚĞĐŝůĞ ϰ Ϭ Ϯϱ ĚĞĐŝůĞ ϱ ĚĞĐŝůĞ ϲ Ϭ ϮϬ ĚĞĐŝůĞ ϳ Ϭ ϭϱ ĚĞĐŝůĞ ϴ Ϭ ϭϭ ĚĞĐŝůĞ ϵ Ϭ Ϭϱ Ϭ ϬϬ ĚĞĐŝůĞ ϭϭ ϭϵϲϳ ϭϵϳϭ ϭϵϳϱ ϭϵϳϵ ϭϵθϯ ϭϵθϳ ϭϵϵϭ ϭϵϵϱ DdZ ĂƌƌŽͿ 0 marginal federal rate 20 40 60 S L1G ", 0 50000 100000 real AGI (1996 prices) before 1986 (red) 150000 200000 from 1986 (blue) LQi2, S M2H b?qrb i?2 2pQHmiBQM #2ir22M RNed@RNNe Q7 i?2 p2` ;2 K `;BM H i t ` i2b 7Q` 2 +? BM+QK2 /2+BH2 UbQHB/ HBM2bV + H+mH i2/ mbbm; h saaj M/ SaA. / i X h?2 / b?2/ HBM2 Bb i?2 2+QMQKv@rBb2 p2` ;2 K `;BM H i t ` i2 7`QK " ``Q M/ _2/HB+F UkyRRVX S M2H " b?qrb i?2 `2H ibqmb?bt #2ir22M i?2 72/2` H K `;BM H ` i2b QM BM/BpB/m H BM+QK2 7Q` 2 +??Qmb2?QH/ M/ v2 ` BM i?2 SaA. #27Q`2 M/ 7i2` i?2 RN3e i t `27Q`K UBM `2/ M/ #Hm2- `2bT2+iBp2HvV M/ i?2 `2 H /Dmbi2/ :`Qbb AM+QK2 UBM RNNe /QHH `bvx je BANCO DE ESPAÑA 40 DOCUMENTO DE TRABAJO N.º 1725

mobility (% movers).5.52.54.56.58 mobility (% movers).5.52.54.56.58 1.5 1.5 0.5 1.5 0.5 mobility (NTI).56.58.6.62.64.66 1.5 1.5 0.5 mobility (NTI).56.58.6.62.64.66 1.5 0.5 mobility (jump).75.8.85.9.95 mobility (jump).75.8.85.9.95 1.5 1.5 0.5 tax changes (% GDP) 1.5 0.5 PI tax changes (% income) BANCO DE ESPAÑA 41 DOCUMENTO DE TRABAJO N.º 1725

Δτ t 1 i,t = τ t i,t τ t 1 i,t Δτ t 1 i,t 0 BANCO DE ESPAÑA 42 DOCUMENTO DE TRABAJO N.º 1725

τ t N pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 43 DOCUMENTO DE TRABAJO N.º 1725

τ t N pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 44 DOCUMENTO DE TRABAJO N.º 1725

τ i,t 1 st N τ pvalue p < 0.1 pvalue p<0.05 pvalue p < 0.01 BANCO DE ESPAÑA 45 DOCUMENTO DE TRABAJO N.º 1725

τ t τ t 1 st N τ t τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 46 DOCUMENTO DE TRABAJO N.º 1725

τ i,tt 1 st N τ pvalue p<0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 47 DOCUMENTO DE TRABAJO N.º 1725

τ t 1 st N τ pvalue p<0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 48 DOCUMENTO DE TRABAJO N.º 1725

τ t decile t 1 =2 decile t 1 =3 decile t 1 =4 decile t 1 =5 decile t 1 =6 decile t 1 =7 decile t 1 =8 decile t 1 =9 1 st N τ t decile t 1 = k k pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 49 DOCUMENTO DE TRABAJO N.º 1725

τ t income t 1 (Δincome t ) 1 st N τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 50 DOCUMENTO DE TRABAJO N.º 1725

τ t τ t 1 st N τ t τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 51 DOCUMENTO DE TRABAJO N.º 1725

τ t τ t 1 st N τ t τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 52 DOCUMENTO DE TRABAJO N.º 1725

τ t 1 st N τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p<0.01 BANCO DE ESPAÑA 53 DOCUMENTO DE TRABAJO N.º 1725

τ t τ t 1 st N τ t τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 54 DOCUMENTO DE TRABAJO N.º 1725

τ t 1 τ t 2 τ t 3 1 st N τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 55 DOCUMENTO DE TRABAJO N.º 1725

τ t 1 τ t 2 τ t 3 1 st N τ t pvalue p < 0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 56 DOCUMENTO DE TRABAJO N.º 1725

τ t 1 st N t 1 t 1 τ t pvalue p<0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 57 DOCUMENTO DE TRABAJO N.º 1725

τ t 1 st N t 1 t 1 τ t pvalue p<0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 58 DOCUMENTO DE TRABAJO N.º 1725

τ t 1 st N τ t pvalue p<0.1 pvalue p < 0.05 pvalue p < 0.01 BANCO DE ESPAÑA 59 DOCUMENTO DE TRABAJO N.º 1725

Mobility.15.2.25.3.35.4 1970 1975 1980 1985 1990 1995 1 P 1,1 (pre tax) 1 P 1,1 (post tax) Mobility.15.2.25.3.35.4 1970 1975 1980 1985 1990 1995 1 P 10,10 (pre tax) 1 P 10,10 (post tax) 1 P 1,1 1 P 10,10 BANCO DE ESPAÑA 60 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA 61 DOCUMENTO DE TRABAJO N.º 1725

Δτ t 1 i,t = τi,t t τ t 1 i,t BANCO DE ESPAÑA 62 DOCUMENTO DE TRABAJO N.º 1725

τ Romer BANCO DE ESPAÑA 63 DOCUMENTO DE TRABAJO N.º 1725

BANCO DE ESPAÑA PUBLICATIONS WORKING PAPERS 1601 CHRISTIAN CASTRO, ÁNGEL ESTRADA and JORGE MARTÍNEZ: The countercyclical capital buffer in Spain: an analysis of key guiding indicators. 1602 TRINO-MANUEL ÑÍGUEZ and JAVIER PEROTE: Multivariate moments expansion density: application of the dynamic equicorrelation model. 1603 ALBERTO FUERTES and JOSÉ MARÍA SERENA: How fi rms borrow in international bond markets: securities regulation and market segmentation. 1604 ENRIQUE ALBEROLA, IVÁN KATARYNIUK, ÁNGEL MELGUIZO and RENÉ OROZCO: Fiscal policy and the cycle in Latin America: the role of fi nancing conditions and fi scal rules. 1605 ANA LAMO, ENRIQUE MORAL-BENITO and JAVIER J. PÉREZ: Does slack infl uence public and private labour market interactions? 1606 FRUCTUOSO BORRALLO, IGNACIO HERNANDO and JAVIER VALLÉS: The effects of US unconventional monetary policies in Latin America. 1607 VINCENZO MERELLA and DANIEL SANTABÁRBARA: Do the rich (really) consume higher-quality goods? Evidence from international trade data. 1608 CARMEN BROTO and MATÍAS LAMAS: Measuring market liquidity in US fi xed income markets: a new synthetic indicator. 1609 MANUEL GARCÍA-SANTANA, ENRIQUE MORAL-BENITO, JOSEP PIJOAN-MAS and ROBERTO RAMOS: Growing like Spain: 1995-2007. 1610 MIGUEL GARCÍA-POSADA and RAQUEL VEGAS: Las reformas de la Ley Concursal durante la Gran Recesión. 1611 LUNA AZAHARA ROMO GONZÁLEZ: The drivers of European banks US dollar debt issuance: opportunistic funding in times of crisis? 1612 CELESTINO GIRÓN, MARTA MORANO, ENRIQUE M. QUILIS, DANIEL SANTABÁRBARA and CARLOS TORREGROSA: Modelling interest payments for macroeconomic assessment. 1613 ENRIQUE MORAL-BENITO: Growing by learning: fi rm-level evidence on the size-productivity nexus. 1614 JAIME MARTÍNEZ-MARTÍN: Breaking down world trade elasticities: a panel ECM approach. 1615 ALESSANDRO GALESI and OMAR RACHEDI: Structural transformation, services deepening, and the transmission of monetary policy. 1616 BING XU, ADRIAN VAN RIXTEL and HONGLIN WANG: Do banks extract informational rents through collateral? 1617 MIHÁLY TAMÁS BORSI: Credit contractions and unemployment. 1618 MIHÁLY TAMÁS BORSI: Fiscal multipliers across the credit cycle. 1619 GABRIELE FIORENTINI, ALESSANDRO GALESI and ENRIQUE SENTANA: A spectral EM algorithm for dynamic factor models. 1620 FRANCISCO MARTÍ and JAVIER J. PÉREZ: Spanish public fi nances through the fi nancial crisis. 1621 ADRIAN VAN RIXTEL, LUNA ROMO GONZÁLEZ and JING YANG: The determinants of long-term debt issuance by European banks: evidence of two crises. 1622 JAVIER ANDRÉS, ÓSCAR ARCE and CARLOS THOMAS: When fi scal consolidation meets private deleveraging. 1623 CARLOS SANZ: The effect of electoral systems on voter turnout: evidence from a natural experiment. 1624 GALO NUÑO and CARLOS THOMAS: Optimal monetary policy with heterogeneous agents. 1625 MARÍA DOLORES GADEA, ANA GÓMEZ-LOSCOS and ANTONIO MONTAÑÉS: Oil price and economic growth: a long story? 1626 PAUL DE GRAUWE and EDDIE GERBA: Stock market cycles and supply side dynamics: two worlds, one vision? 1627 RICARDO GIMENO and EVA ORTEGA: The evolution of infl ation expectations in euro area markets. 1628 SUSANA PÁRRAGA RODRÍGUEZ: The dynamic effect of public expenditure shocks in the United States. 1629 SUSANA PÁRRAGA RODRÍGUEZ: The aggregate effects of government incometransfer shocks - EU evidence. 1630 JUAN S. MORA-SANGUINETTI, MARTA MARTÍNEZ-MATUTE and MIGUEL GARCÍA-POSADA: Credit, crisis and contract enforcement: evidence from the Spanish loan market.

1631 PABLO BURRIEL and ALESSANDRO GALESI: Uncovering the heterogeneous effects of ECB unconventional monetary policies across euro area countries. 1632 MAR DELGADO TÉLLEZ, VÍCTOR D. LLEDÓ and JAVIER J. PÉREZ: On the determinants of fi scal non-compliance: an empirical analysis of Spain s regions. 1633 OMAR RACHEDI: Portfolio rebalancing and asset pricing with heterogeneous inattention. 1634 JUAN DE LUCIO, RAÚL MÍNGUEZ, ASIER MINONDO and FRANCISCO REQUENA: The variation of export prices across and within fi rms. 1635 JUAN FRANCISCO JIMENO, AITOR LACUESTA, MARTA MARTÍNEZ-MATUTE and ERNESTO VILLANUEVA: Education, labour market experience and cognitive skills: evidence from PIAAC. 1701 JAVIER ANDRÉS, JAVIER J. PÉREZ and JUAN A. ROJAS: Implicit public debt thresholds: an empirical exercise for the case of Spain. 1702 LUIS J. ÁLVAREZ: Business cycle estimation with high-pass and band-pass local polynomial regression. 1703 ENRIQUE MORAL-BENITO, PAUL ALLISON and RICHARD WILLIAMS: Dynamic panel data modelling using maximum likelihood: an alternative to Arellano-Bond. 1704 MIKEL BEDAYO: Creating associations as a substitute for direct bank credit. Evidence from Belgium. 1705 MARÍA DOLORES GADEA-RIVAS, ANA GÓMEZ-LOSCOS and DANILO LEIVA-LEON: The evolution of regional economic interlinkages in Europe. 1706 ESTEBAN GARCÍA-MIRALLES: The crucial role of social welfare criteria for optimal inheritance taxation. 1707 MÓNICA CORREA-LÓPEZ and RAFAEL DOMÉNECH: Service regulations, input prices and export volumes: evidence from a panel of manufacturing fi rms. 1708 MARÍA DOLORES GADEA, ANA GÓMEZ-LOSCOS and GABRIEL PÉREZ-QUIRÓS: Dissecting US recoveries. 1709 CARLOS SANZ: Direct democracy and government size: evidence from Spain. 1710 HENRIQUE S. BASSO and JAMES COSTAIN: Fiscal delegation in a monetary union: instrument assignment and stabilization properties. 1711 IVÁN KATARYNIUK and JAIME MARTÍNEZ-MARTÍN: TFP growth and commodity prices in emerging economies. 1712 SEBASTIAN GECHERT, CHRISTOPH PAETZ and PALOMA VILLANUEVA: Top-down vs. bottom-up? Reconciling the effects of tax and transfer shocks on output. 1713 KNUT ARE AASTVEIT, FRANCESCO FURLANETTO and FRANCESCA LORIA: Has the Fed responded to house and stock prices? A time-varying analysis. 1714 FÁTIMA HERRANZ GONZÁLEZ and CARMEN MARTÍNEZ-CARRASCAL: The impact of fi rms fi nancial position on fi xed investment and employment. An analysis for Spain. 1715 SERGIO MAYORDOMO, ANTONIO MORENO, STEVEN ONGENA and MARÍA RODRÍGUEZ-MORENO: Keeping it personal or getting real? On the drivers and effectiveness of personal versus real loan guarantees. 1716 FRANCESCO FURLANETTO and ØRJAN ROBSTAD: Immigration and the macroeconomy: some new empirical evidence. 1717 ALBERTO FUERTES: Exchange rate regime and external adjustment: an empirical investigation for the U.S. 1718 CRISTINA GUILLAMÓN, ENRIQUE MORAL-BENITO and SERGIO PUENTE: High growth fi rms in employment and productivity: dynamic interactions and the role of fi nancial constraints. 1719 PAULO SOARES ESTEVES and ELVIRA PRADES: On domestic demand and export performance in the euro area countries: does export concentration matter? 1720 LUIS J. ÁLVAREZ and ANA GÓMEZ-LOSCOS: A menu on output gap estimation methods. 1721 PAULA GIL, FRANCISCO MARTÍ, JAVIER J. PÉREZ, ROBERTO RAMOS and RICHARD MORRIS: The output effects of tax changes: narrative evidence from Spain. 1722 RICARDO GIMENO and ALFREDO IBÁÑEZ: The eurozone (expected) infl ation: an option s eyes view. 1723 MIGUEL ANTÓN, SERGIO MAYORDOMO and MARÍA RODRÍGUEZ-MORENO: Dealing with dealers: sovereign CDS comovements. 1724 JOSÉ MANUEL MONTERO: Pricing decisions under fi nancial frictions: evidence from the WDN survey. 1725 MARIO ALLOZA: The impact of taxes on income mobility. Unidad de Servicios Auxiliares Alcalá, 48-28014 Madrid E-mail: publicaciones@bde.es www.bde.es