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This paper analyzes the drivers of digital technologies adoption and how it affects the productivity of small scale businesses in Africa. We use data collected from two semi-rural markets in Benin, where grains and legumes are key staple foods and one-third of the population has internet access. We develop a structural model to rationalize digital technologies adoption—defined as the use of mobile broadband internet connection through smartphones—as well as usage patterns and outcomes observed in the data. The model’s implications are empirically tested using both reduced-form and structural maximum likelihood estimations. We find that younger, wealthier, more educated grains and legumes suppliers and those closely surrounded by other users are more likely to adopt digital technologies. Adopters perform 4-5 more business transactions each month than non-adopters on average, suggesting that digital technologies adoption could raise the monthly frequency and amounts of trades by up to 50%. Most adopters are women, but their productivity gains are lower than their male counterparts. Counterfactual policy simulations with the estimated model suggest that upgrading the broadband internet quality yields the largest improvement in adoption rate and productivity gains, while reducing its cost for a given connection quality only has a moderate effect. Improving access to credit only increases the adoption rate of constrained suppliers.
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The Central Bank of Morocco has been working on developing a Forecasting and Policy Analysis System (FPAS) to support a gradual move toward a more flexible exchange rate regime and the eventual adoption of a full-fledged inflation-targeting (IT) regime. At the center of the FPAS is a quarterly projection model that was tailored for two different types of exchange rate regimes. Presently, the fixed exchange rate model version is to be used during the pre-IT period, while the flexible exchange rate model version is to be used to prepare alternative scenarios for monetary policy decision makers to discuss the potential policy implications of shocks under an IT regime.
Foreign Exchange --- Inflation --- Monetary Policy --- Money and Interest Rates: Forecasting and Simulation --- Model Construction and Estimation --- Price Level --- Deflation --- Currency --- Foreign exchange --- Macroeconomics --- Conventional peg --- Exchange rate arrangements --- Exchange rate flexibility --- Exchange rates --- Prices --- Morocco
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Estimates of potential output are an important component of a structured forecasting and policy analysis system. Using information on capacity utilization, this paper extends the multivariate filter developed by Laxton and Tetlow (1992) and modified by Benes and others (2010), Blagrave and others (2015), and Alichi and others (2015). We show that, although still fairly uncertain, the real-time estimates from this approach are more accurate than estimates constructed from naïve univariate statistical filters. The paper presents illustrative estimates for the United States and discusses how the end-of-sample estimates can be improved with additional information.
Macroeconomics. --- Macroeconomic policy making. --- Macroeconomics --- Economics --- Econometric models. --- Mathematical models. --- Inflation --- Production and Operations Management --- Model Construction and Estimation --- Price Level --- Deflation --- Monetary Policy --- Macroeconomics: Production --- Financial Crises --- Economic & financial crises & disasters --- Potential output --- Output gap --- Capacity utilization --- Global financial crisis of 2008-2009 --- Production --- Prices --- Financial crises --- Economic theory --- Industrial capacity --- Global Financial Crisis, 2008-2009 --- United States
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The paper introduces “system priors”, their use in Bayesian analysis of econometric time series, and provides a simple and illustrative application. System priors were devised by Andrle and Benes (2013) as a tool to incorporate prior knowledge into an economic model. Unlike priors about individual parameters, system priors offer a simple and efficient way of formulating well-defined and economically-meaningful priors about high-level model properties. The generality of system priors are illustrated using an AR(2) process with a prior that most of its dynamics comes from business-cycle frequencies.
Econometrics. --- Economics, Mathematical --- Statistics --- Macroeconomics --- Bayesian Analysis: General --- Model Construction and Estimation --- Methodological Issues: General --- Time-Series Models --- Dynamic Quantile Regressions --- Dynamic Treatment Effect Models --- Diffusion Processes --- Prices, Business Fluctuations, and Cycles: General (includes Measurement and Data) --- Economic growth --- Business cycles
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This paper examines the evidence on asymmetries in the effects of activity on inflation. Data for the G-7 countries are found to strongly support the view that the inflation-activity relationship is nonlinear, with high levels of activity raising inflation by more than low levels decrease it. In the face of such asymmetries, the average level of output in an economy subject to demand shocks will be below the level of output at which there is no tendency for inflation to rise or fall, contrary to the implications of linear models. One implication of these results is that policymakers can raise the average level of output over time by responding promptly to demand shocks, thus reducing the variance of output around trend.
Banks and Banking --- Deflation --- Economic theory --- Finance --- Financial services --- Inflation --- Interest rates --- Interest Rates: Determination, Term Structure, and Effects --- Macroeconomics --- Macroeconomics: Production --- Model Construction and Estimation --- Monetary Policy --- Output gap --- Potential output --- Price Level --- Prices --- Production and Operations Management --- Production --- Real interest rates --- Short term interest rates --- United States
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While the “dependent economy” approach has been used extensively in theoretical work on developing countries, there is very little empirical analysis of it available in the literature. This paper specifies a dependent economy model which incorporates several developing-country features, including an explicit role for public investment and legal interest rate ceilings. The model is estimated for Pakistan and is used to analyze the country’s recent high growth-low inflation experience. In particular, the contribution that external inflows, in the form of workers’ remittances and concessional lending, may have made in generating this outcome is assessed.
Foreign Exchange --- Macroeconomics --- Public Finance --- Model Construction and Estimation --- Fiscal Policy --- Macroeconomic Analyses of Economic Development --- Macroeconomics: Consumption --- Saving --- Wealth --- Debt --- Debt Management --- Sovereign Debt --- Currency --- Foreign exchange --- Public finance & taxation --- Real exchange rates --- Consumption --- Government consumption --- Private consumption --- Government debt management --- National accounts --- Public financial management (PFM) --- Economics --- Debts, Public --- Pakistan
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This paper describes the primary framework associating the four principal price indices in the system of economic statistics—the Producer Price Index (PPI), the Consumer Price Index (CPI), and the Export and Import Price Indices (XPI and MPI)—with the macroeconomic value aggregates they decompose into price and volume components. The paper begins by defining the basic algebra of price indices. It then discusses the definition of the value aggregates comprising the goods and services components of the System of National Accounts 1993 (1993 SNA). The paper concludes by briefly considering purchasing power parities and labor compensation indices.
Macroeconomics --- Index Numbers and Aggregation --- leading indicators --- Model Construction and Estimation --- Model Evaluation and Selection --- Price Level --- Inflation --- Deflation --- Macroeconomics: Consumption --- Saving --- Wealth --- General Aggregative Models: General --- Consumption --- National accounts --- Price indexes --- Consumer price indexes --- Producer price indexes --- Prices --- Economics --- National income --- Australia --- Leading indicators
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Using data on long-term interest rates for 17 industrial countries, this paper develops some simple measures of monetary policy credibility and then tests if such measures improve the out-of-sample forecasts of conventional models of the inflation-unemployment process. The results provide some evidence in favor of the Lucas critique by showing that the short-run unemployment-inflation trade-off tends to improve in countries that are successful in providing low and stable inflation.
Banks and Banking --- Inflation --- Labor --- Money and Monetary Policy --- Model Construction and Estimation --- Price Level --- Deflation --- Monetary Policy --- Interest Rates: Determination, Term Structure, and Effects --- Unemployment: Models, Duration, Incidence, and Job Search --- Macroeconomics --- Finance --- Labour --- income economics --- Monetary economics --- Unemployment --- Real interest rates --- Long term interest rates --- Inflation targeting --- Prices --- Financial services --- Monetary policy --- Interest rates --- United Kingdom --- Income economics
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The Reserve Bank of India (RBI) has moved away from a broad money target toward a “multiple indicators” approach to the conduct of monetary policy. In adopting such a framework, it is necessary to know which of the many potential indicators provide the most reliable and timely information on future developments in the target variable(s). This paper assesses which indicators provide the most useful information about future inflationary trends. It concludes that while the broad money target has been de-emphasized, developments in the monetary aggregates remain an important indicator of future inflation. The exchange rate and import prices are also relevant, particularly for inflation in the manufacturing sector.
Inflation --- Macroeconomics --- Money and Monetary Policy --- Production and Operations Management --- Model Construction and Estimation --- Price Level --- Deflation --- Macroeconomics: Production --- Monetary Policy, Central Banking, and the Supply of Money and Credit: General --- Monetary economics --- Output gap --- Wholesale price indexes --- Consumer price indexes --- Monetary base --- Prices --- Production --- Money --- Price indexes --- Economic theory --- Money supply --- India
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Stochastic simulations are employed to compare performance of monetary policy rules in linear and nonlinear variants of a small macro model with NAIRU uncertainity under different assumptions about the way inflation expectations are formed. Cases in which policy credibility is ignored or treated as exogenous are distinguished from cases in which credibility and inflation expectations respond endogenuously policy credibility strengthens the case for forward-looking inflation forecast based rules relative to backward-looking Taylor rules.
Banks and Banking --- Inflation --- Labor --- Money and Monetary Policy --- Model Construction and Estimation --- Price Level --- Deflation --- Monetary Policy --- Unemployment: Models, Duration, Incidence, and Job Search --- Interest Rates: Determination, Term Structure, and Effects --- Macroeconomics --- Labour --- income economics --- Monetary economics --- Finance --- Inflation targeting --- Unemployment rate --- Real interest rates --- Unemployment --- Prices --- Monetary policy --- Financial services --- Interest rates --- United States --- Income economics
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