Interest Rate Effects on Output: Evidence from a GDP Forecasting Model for South Africa

Forecasting models for output are presented to throw light on monetary transmission. Recent research finds multistep forecasting superior to recursive forecasting from a VAR model when structural breaks are present; there are important political and policy regime breaks in South Africa. The equilibrium correction models have a four-quarter ahead forecast horizon, appropriate for measuring interest rate effects. A stochastic trend measures underlying shifts in productivity and other supply side trends. The inclusion of important monetary policy regime shifts, which altered the output response to interest rates, and the control for other structural changes (e.g., trade liberalization), address the Lucas critique in forecasting output growth. There are important and persistent effects of high real interest rates, which significantly constrained growth in the 1990s, and significant potential growth benefits from fiscal discipline. South African growth appears to have become more responsive to the exchange rate with increasing trade openness in the 1990s.

[1]  Daniel A. Levinthal,et al.  ABSORPTIVE CAPACITY: A NEW PERSPECTIVE ON LEARNING AND INNOVATION , 1990 .

[2]  M. Enright Regional Clusters: What We Know and What We Should Know , 2003 .

[3]  B. Bernanke,et al.  Inside the Black Box: The Credit Channel of Monetary Policy Transmission , 1995 .

[4]  C. Sims MACROECONOMICS AND REALITY , 1977 .

[5]  R. Lucas Econometric policy evaluation: A critique , 1976 .

[6]  Mark W. Watson,et al.  Advances in Economics and Econometrics: Macroeconomic Forecasting Using Many Predictors , 2003 .

[7]  AnnaLee Saxenian,et al.  Regional Networks and the Resurgence of Silicon Valley , 1990 .

[8]  A. Malmberg,et al.  The Elusive Concept of Localization Economies: Towards a Knowledge-Based Theory of Spatial Clustering , 2002 .

[9]  B. Kogut,et al.  The Exploration of Technological Diversity and the Geographic Localization of Innovation , 1997 .

[10]  Peter J. Lane,et al.  Relative absorptive capacity and interorganizational learning , 1998 .

[11]  James D. Hamilton,et al.  Stock market volatility and the business cycle , 1996 .

[12]  S. Klepper Industry Life Cycles , 1997 .

[13]  M. Feldman The Entrepreneurial Event Revisited: Firm Formation in a Regional Context , 2001 .

[14]  A. Harvey,et al.  Detrending, stylized facts and the business cycle , 1993 .

[15]  D. North,et al.  Elements of Reason: Shared Mental Models: Ideologies and Institutions , 1994 .

[16]  Greg Tkacz Neural network forecasting of Canadian GDP growth , 2001 .

[17]  Tamim A. Bayoumi Financial Deregulation and Household Saving , 1992 .

[18]  Mario A. Maggioni Clustering Dynamics and the Location of High-Tech-Firms , 2002 .

[19]  A. W. Phillips,et al.  A. W. H. Phillips: Collected Works in Contemporary Perspective: The relation between unemployment and the rate of change of money wage rates in the United Kingdom, 1861-1957 , 2000 .

[20]  P. Krugman Geography and Trade , 1992 .

[21]  Clive W. J. Granger,et al.  Long-Run Economic Relationships: Readings in Cointegration , 1991 .

[22]  James D. Hamilton Oil and the Macroeconomy since World War II , 1983, Journal of Political Economy.

[23]  R. Martin,et al.  Deconstructing clusters: chaotic concept or policy panacea? , 2003 .

[24]  M. Gertler,et al.  The Information in the High Yield Bond Spread for the Business Cycle: Evidence and Some Implications , 1999 .

[25]  Michael P. Clements,et al.  FORECASTING ECONOMIC TIME SERIES , 2000, Econometric Theory.

[26]  A. Haldane,et al.  Forward-Looking Rules for Monetary Policy , 1998 .

[27]  Luigi Orsenigo,et al.  The (Failed) Development of a Biotechnology Cluster: The Case of Lombardy , 2001 .

[28]  Michael P. Clements,et al.  Forecasting Non-Stationary Economic Time Series , 1999 .

[29]  C. Steinle,et al.  When do industries cluster? A proposal on how to assess an industry's propensity to concentrate at a single region or nation , 2002 .

[30]  Robert Fildes,et al.  Journal of business and economic statistics 5: Garcia-Ferrer, A. et al., Macroeconomic forecasting using pooled international data, (1987), 53-67 , 1988 .

[31]  A. Haldane,et al.  The Monetary Transmission Mechanism in the United Kingdom: Pass-Through and Policy Rules , 2000 .

[32]  B. Bernanke,et al.  The Federal Funds Rate and the Channels of Monetary Transnission , 1990 .

[33]  Edward L. Glaeser,et al.  Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach , 1994, Journal of Political Economy.

[34]  J. Muellbauer Income Persistence and Macropolicy Feedbacks in the US , 2009 .

[35]  John Y. Campbell,et al.  Some Lessons from the Yield Curve , 1995 .

[36]  W. Fuller,et al.  Distribution of the Estimators for Autoregressive Time Series with a Unit Root , 1979 .

[37]  J. Aron,et al.  Determinants of the real exchange rate in South Africa , 1998 .

[38]  P. Swann,et al.  Do firms in clusters innovate more , 1998 .

[39]  B. Bernanke,et al.  The Financial Accelerator and the Flight to Quality , 1994 .

[40]  Richard M. Todd Vector autoregression evidence on monetarism: another look at the robustness debate , 1990 .

[41]  John B. Taylor Monetary Policy Rules , 1999 .

[42]  D. Peel,et al.  The slope of the yield curve and real economic activity: tracing the transmission mechanism , 1998 .

[43]  J. Stock,et al.  Forecasting Output and Inflation: The Role of Asset Prices , 2001 .

[44]  M. Porter The Competitive Advantage Of Nations , 1990 .

[45]  Adrian Pagan,et al.  A Structural VAR Model of the Australian Economy , 2000 .

[46]  Gernot Grabher,et al.  The Project Ecology of Advertising: Tasks, Talents and Teams , 2002 .

[47]  Robert B. Litterman,et al.  Forecasting and Conditional Projection Using Realistic Prior Distributions , 1983 .

[48]  J. Muellbauer,et al.  Estimating monetary policy rules for South Africa , 2001 .

[49]  Hany A. Shawky,et al.  Stock market volatility and the business cycle , 1997 .

[50]  A. Venables,et al.  Buzz: face-to-face contact and the urban economy , 2004 .

[51]  Michael P. Clements,et al.  Can oil shocks explain asymmetries in the US Business Cycle? , 2002 .

[52]  T. Bresnahan,et al.  ‘Old Economy’ Inputs for ‘New Economy’ Outcomes: Cluster Formation in the New Silicon Valleys , 2001 .

[53]  Kevin Morgan,et al.  regional innovation system in Baden-Wurttemberg , 1994 .

[54]  Peter Isard,et al.  Exchange Rate Economics. , 1996 .

[55]  Gordon de Brouwer,et al.  Modeling Inflation in Australia , 1998 .

[56]  D. Hendry Modelling UK Inflation over the Long Run , 2000 .

[57]  B. Bernanke,et al.  The Financial Accelerator in a Quantitative Business Cycle Framework , 1998 .

[58]  Michael Porter,et al.  The Economic Performance of Regions , 2003 .

[59]  Edmund S. Phelps,et al.  Money-Wage Dynamics and Labor-Market Equilibrium , 1968, Journal of Political Economy.

[60]  J. Muellbauer,et al.  Inflation and output forecasts for South Africa: monetary transmission implications , 2000 .

[61]  John B. Taylor The Monetary Transmission Mechanism: An Empirical Framework , 1995 .

[62]  V. Albino,et al.  KNOWLEDGE TRANSFER AND INTER-FIRM RELATIONSHIPS IN INDUSTRIAL DISTRICTS : THE ROLE OF THE LEADER FIRM , 1998 .

[63]  P. Dicken Global Shift: Transforming the World Economy , 2000 .

[64]  Gerald S. Graham,et al.  THE ASCENDANCY OF THE SAILING SHIP 1850-85 , 1956 .

[65]  R. Pouder,et al.  Hot Spots and Blind Spots: Geographical Clusters of Firms and Innovation , 1996 .

[66]  David F. Hendry,et al.  Improving on "Data mining reconsidered" by K.D. Hoover and S.J. Perez , 1999 .

[67]  O. Bandiera,et al.  Does Financial Reform Raise or Reduce Saving? , 2000, Review of Economics and Statistics.

[68]  J. Muellbauer,et al.  Credit, the Stock Market and Oil: Forecasting Us GDP , 2001 .

[69]  G. Dosi Sources, Procedures, and Microeconomic Effects of Innovation , 1988 .

[70]  J. Aron,et al.  Reflections on the South African rand crisis of 1996 and its consequences , 1999 .

[71]  Frederic S. Mishkin,et al.  Predicting U.S. Recessions: Financial Variables as Leading Indicators , 1995, Review of Economics and Statistics.

[72]  D. Hendry,et al.  Reformulating empirical macroeconomic modelling , 2000 .

[73]  D. Runkle,et al.  Vector Autoregressions and Reality , 1987 .

[74]  H. Bathelt,et al.  Clusters and knowledge: local buzz, global pipelines and the process of knowledge creation , 2004 .

[75]  J. Muellbauer,et al.  Estimates of Personal Sector Wealth for South Africa , 2004 .

[76]  Maryann P. Feldman,et al.  Innovative clusters and the industry life cycle , 1995 .

[77]  B. Bernanke,et al.  On the Predictive Power of Interest Rates and Interest Rate Spreads , 1990 .

[78]  Tamim A. Bayoumi Financial Deregulation and Consumption in the United Kingdom , 1993 .

[79]  James G. MacKinnon,et al.  Critical Values for Cointegration Tests , 1990 .

[80]  Michael P. Clements,et al.  Multi-Step Estimation For Forecasting , 2009 .

[81]  Does the Term Structure Predict Recessions? The International Evidence , 1998 .

[82]  J. Muellbauer,et al.  Personal and corporate saving in South Africa , 2000 .

[83]  D. Stark,et al.  Organizing Diversity: Evolutionary Theory, Network Analysis and Postsocialism , 1997 .

[84]  Mark P. Taylor,et al.  Real interest rates, liquidity constraints and financial deregulation : private consumption behavior in the U.K. , 1998 .

[85]  W. Arthur,et al.  Increasing Returns and Path Dependence in the Economy , 1996 .

[86]  M. Friedman THE ROLE OF MONETARY POLICY , 1995 .

[87]  Giacomo Becattini,et al.  From Marshall's to the Italian "Industrial Districts". A Brief Critical Reconstruction , 2002 .

[88]  Christopher A. Sims,et al.  Macroeconomics and Methodology , 1996 .

[89]  J. Muellbauer,et al.  Financial Liberalization, Consumption and Debt in South Africa , 2000 .

[90]  M. Pesaran,et al.  A Structural Cointegrating VAR Approach to Macroeconometric Modelling , 1998 .

[91]  C. Sims Vector Autoregressions and Reality: Comment , 1987 .

[92]  M. Hooker,et al.  What happened to the oil price-macroeconomy relationship? , 1996 .

[93]  Lucrezia Reichlin,et al.  Let's Get Real: A Factor Analytical Approach to Disaggregated Business Cycle Dynamics , 1998 .

[94]  Anthony Garratt,et al.  Forecast Uncertainties in Macroeconomic Modeling , 2003 .

[95]  Andrew A. Weiss,et al.  Multi-step estimation and forecasting in dynamic models , 1991 .

[96]  Inflation, Money Demand, and Purchasing Power Parity in South Africa , 1999 .

[97]  Ann Markusen,et al.  Profit cycles, oligopoly, and regional development , 1985 .

[98]  Peter Maskell,et al.  Towards a Knowledge‐based Theory of the Geographical Cluster , 2001 .

[99]  Rui Baptista,et al.  Do innovations diffuse faster within geographical clusters , 2000 .

[100]  F. Moulaert,et al.  Territorial Innovation Models: A Critical Survey , 2003 .

[101]  Julio J. Rotemberg,et al.  An Optimization-Based Econometric Framework for the Evaluation of Monetary Policy , 1997, NBER Macroeconomics Annual.

[102]  J. Jacobs,et al.  The Economy of Cities , 1969 .

[103]  Kevin D. Hoover,et al.  Data mining reconsidered: encompassing and the general-to-specific approach to specification search , 1997 .

[104]  Anthony Garratt,et al.  Forecast Uncertainties in Macroeconometric Modelling: An Application to the UK Economy , 2000, SSRN Electronic Journal.