Forecasting Bordeaux wine prices using state-space methods

Generic Bordeaux red wine (basic claret) can be regarded as being similar to an agricultural commodity. Production volumes are substantial, they are traded at high frequency and the quality of the product is relatively homogeneous. Unlike other commodities and the top-end wines (which represent only 3% of the traded volume), there is no futures market for generic Bordeaux wine. Reliable forecasts of prices can to large extent replace this information deficiency and improve the functioning of the market. We use state-space methods with monthly data to obtain a univariate forecasting model for the average price. The estimates highlight the stochastic trend and the seasonality present in the evolution of the price over the period 1999 to 2016. The model predicts the path of wine prices out of sample reasonably well, suggesting that this approach is useful for making reasonably accurate forecasts of future price movements.     

Forecasting UK house prices: A time varying coefficient approach

Previous studies of UK house prices, developed from the demand and supply ofhousing or from the asset market approach have been poor in terms of robustness and ex-post forecasting ability. The UK housing market has suffered a number of structural changes, particularly since the early 1980s with substantial house price increases, financial market deregulation and the removal of mortgage market constraints through competition. Consequently, models which assume that the underlying data-generating process is stable and apply constant parameter techniques tend to suffer in terms of parameter instability. This article uses the Time Varying Coefficient (TVC) methodology where the underlying data-generating process in the UK housing market is treated as unstable. The estimation results of the TVC regression of UK house prices is compared with those obtained from three alternative constant parameter regressions. Comparisons of forecasting performance suggest the TVC regression out-performs forecasts from an Error Correction Mechanism (ECM), Vector Autoregressive (VAR) and an Autoregressive Time Series regression.     

Predicting bid prices by using machine learning methods

It is well-known that empirical analysis suffers from multicollinearity and high dimensionality. In particular, this is much more severe in an empirical study of itemized bids in highway procurement auctions. To overcome this obstacle, this article employs the regularized linear regression for the estimation of a more precise interval for project winning bids. The approach is put to the test using empirical data of highway procurement auctions in Vermont. In our empirical analysis, we first choose a set of crucial tasks that determine a bidder’s bid amounts by using the random forest variable selection method. Given the selected tasks, project bid forecasting is conducted. We compare our proposed methodology with the least square linear model based on the bias and the standard root mean square error of the bid estimates. There is evidence supporting that the suggested approach provides superior forecasts for an interval of winning bids over the competing model. As far as we know, this article is the first attempt to provide reference bids of highway construction contracts.     

Forecasting house prices using dynamic model averaging approach: Evidence from China

Forecasting house price has been of great interests for macroeconomists, policy makers and investors in recent years. To improve the forecasting accuracy, this paper introduces a dynamic model averaging (DMA) method to forecast the growth rate of house prices in 30 major Chinese cities. The advantage of DMA is that this method allows both the sets of predictors (forecasting models) as well as their coefficients to change over time. Both recursive and rolling forecasting modes are applied to compare the performance of DMA with other traditional forecasting models. Furthermore, a model confidence set (MCS) test is used to statistically evaluate the forecasting efficiency of different models. The empirical results reveal that DMA generally outperforms other models, such as Bayesian model averaging (BMA), information-theoretic model averaging (ITMA) and equal-weighted averaging (EW), in both recursive and rolling forecasting modes. In addition, in recent years it is found that the Google search index, instead of fundamental macroeconomic or monetary indicators, has developed greater predictive power for house price in China.     

Robust asset prices with bubbles

We generally establish equilibrium asset prices than can include price bubbles yet (a) be robust to truncations of the economy and (b) exclude trade in non-consumables, like money, stock certificates, or land deeds.     

Consumer prices,wholesale prices,and causality

This paper uses the Wald variant of the Granger direct causality test recently prescribed by Geweke, Meese, and Dent (1983) to assess the causal nature of the pairwise relationship between U.S. consumer and wholesale (producer) prices. For the sample period, January 1947 to December 1983, as well as for the two sample subperiods, January 1947 to June 1971 and May 1974 to December 1983, the test reveal that bidirectional causality, or feedback, exists between monthly observations on seasonally unadjusted consumer and wholesale price changes. The finding of bidirectional causality corroborates other empirical evidence suggesthing that a simultaneous equation approach represents the appropriate way to estimate a bivariate model that consists of consumer and wholesale prices.     

Monetary policy with sticky prices and segmented markets

Summary. We consider a sticky-price model with segmented asset markets, and examine its implications for monetary policy. Our finding is, first, that the response of the money supply growth rate to a money demand shock required to stabilize inflation is not affected by the existence of a liquidity effect, but the response of the nominal interest rate is. Second, when the monetary authority adopts a Taylor rule, whether or not it should be active to obtain local determinacy of equilibria depends on the existence of a liquidity effect. Our results suggest that the monetary authority should be careful about the existence and the degree of a liquidity effect particularly when the nominal interest rate is used as the policy instrument.Received: 11 February 2004, Revised: 1 November 2004 JEL Classification Numbers: E3, E4, E5.     

Long-term impacts of import prices on domestic prices and wages

Zusammenfassung Anhand österreichischer Quartalsdaten wurde untersucht, ob zwischen Preisen, Reallöhnen, Importpreisen und anderen Variablen kointegrierende Beziehungen bestehen. Da für die untersuchten Zeitreihen mehrere Kointegrationsvektoren gefunden wurden, ergab sich ein Interpretationsproblem. In dieser Arbeit wurde der Kointegrationsraum auf eine Weise transformiert, die es ermöglichte, die Kointegrationsvektoren als Long-run-Multiplikatoren zu interpretieren und daher die langfristigen Auswirkungen einer Importpreiserhöhung auf das heimische Lohn- und Preisniveau zu untersuchen. (Der Anhang beschäftigt sich mit der Frage, unter welchen Voraussetzungen solch eine kausale Interpretation möglich ist.) Die geschätzten Effekte erwiesen sich als numerisch sehr bedeutend — sie liegen etwas höher als in anderen vergleichbaren empirischen Studien — und gegenüber einer Änderung der Auswahl der Variablen als sehr robust.

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I wish to thank H. Abele, E. Dockner, H. Klausinger, K. Neusser and three anonymous referees for many helpful comments and suggestions.     

Worksharing and factor prices

The aspect of worksharing on which this paper concentrates concerns an increase in the firm's workforce offset by a reduction in average working hours. Emphasis is given to the effect of relative factor prices on worksharing within a model structure which includes the capital stock and worker productivity as endogenous inputs. Factor prices include all the main categories of wage and non-wage labour payments as well as the user cost of capital. Special attention is given to the role of non-wages, both quasi-fixed and variable. An analysis of the effects of marginal employment subsidies on worksharing is also considered with reference to the French ‘solidarity contracts’.     

Competition and production prices

My theorem, the so-called Okishio theorem, is a comparativestatics result. Therefore, it has no realistic meaning if capitalists'competition does not establish a new equilibrium following theintroduction of a new production method. Marx firmly believedthat a new equilibrium was established. In this paper, we investigatethe capitalist process without technical change. If we choosethe proper parameters and initial conditions, all profit ratesconverge to zero, Schumpeter's result.     

The analytics of search with posted prices

Summary. This paper investigates the characteristics of the optimal posted price in the standard sequential search paradigm. Much of the intuition gleaned from the extensive sequential search literature in which the seller adopts a reservation price does not carry over to the posted price setting. For example, an increase in buyer valuations can lead to a reduction in the optimal posted price. We do, however, provide sufficient conditions on the hazard rate function h which ensure that an increase in demand induces an increase in the optimal posted price. As exhibited herein, the analysis of the posted price model depends critically upon analytical properties of h. Amongst the issues treated are the elasticity of demand, finite horizon, sale of multiple units, and competitive equilibrium. Received: October 21, 1999; revised version: March 7, 2000     

Housing prices and tenure choice with asymmetric taxes and progressivity

This paper studies the effects of tax schedule changes on prices and tenure choice in the housing market. It is shown that, given the present asymmetric treatment of owner-occupants vs. renters, an increase in the degree of progressivity is likely to lead to an increasein the prices of both owner-occupied and rental housing. A numerical example indicates that the effects may be quite large. Equilibrium prices are calculated based on the actual Swedish income tax schedules for 1971 and 1979. According to these simulations the tax changes that took place between these years caused the price of owner-occupied houses to increase by around 30 percent, and the rent level to increase by 2 or 3 percent.     

Nonlinear prices and welfare

The paper constructs a general equilibrium model of education which is distinguished by a ‘job ladder’ or sticky wages, combined with the assumption that educated labor is preferred over uneducated labor, i.e. per a ‘fairness-in-hiring’ rule, when there is excess demand for jobs at given wages. This theory of education, considered to be relevant to liberal arts education in underdeveloped countries, is contrasted with the human capital doctrine and the Arrow-Spence screening theories. The analysis is mainly focused on examining the social inefficiency properties of the educational process captured in the model constructed.     

Price rigidities and institutional variations in markets with posted prices

Summary An exchange economy with price rigidities and rationing is considered. The rationing systems allowed are very general. Several characterizations of the set of constrained equilibria are given, and new equilibrium existence results are provided. More specifically, well-known properties like the existence of equilibria without rationing of the numeraire commodity, and the existence of supply and demand constrained equilibria without rationing on the market of at least one commodity follow as special cases from the theorems proved. Finally it is shown that the equilibrium correspondence is upper semi-continuous, while it is continuous on a residual set of points. In order to prove these results a new continuity result for the budget correspondence is given.The author would like to thank Dolf Talman, Gerard van der Laan, Jan van Geldrop, and an anonymous referee for their valuable comments on previous drafts of this paper. The author is financially supported by the Cooperation Centre Tilburg and Eindhoven Universities, The Netherlands. This research is part of the VF-program Competition and Cooperation.     

Price rigidities and institutional variations in markets with posted prices

Summary Standard laboratory posted-offer markets respond slowly and incompletely to demand shocks. In these one-sided markets, where sellers control the setting of prices, very little information is transmitted via the process of exchange. For this reason, traders have trouble distinguishing randomness in their own experience from changes in market fundamentals. This paper reports the results of twelve laboratory markets conducted to assess whether some common variants to standard posted-offer rules can correct the adjustment deficiences. Although discounting, multiple postings and excess demand information all improve performance, we find that response remains poor, and efficiencies low.Support for this research was provided by the National Science Foundation (SBR 9319842 and SBR 9320044), and the University of Virginia Bankard Fund. Data are archived at FTP address: fido.econlab.arizona.edu. We wish to thank Charles Plott and Shyam Sunder for useful comments on an earlier draft of this paper. The usual disclaimer applies.     

The Debreu private ownership economy with complementary commodities and prices

Let E_p be a Debreu private ownership economy in which there are some complementary commodities. It means that all commodity bundles are contained in the proper subspace V   of commodity–space [R]l(l∈{1,2,…})${\mathfrak{[R]}}^l\left(l\in \left\{1,2,\dots \right\}\right)$. The production plans maximizing the producers' profits do not have to satisfy the dependency in the qualities of commodities seen in the consumers' plans. It may cause no-existence an equilibrium in economy E_p. The competitive leads, however, to adjustment the production plans to improve the consumers' satisfaction. The procedure of change the production system covering the consumers' requirements is presented. As a result, the model of the private ownership economy with complementary commodities and prices, being the simplification of the initial model, is elaborated. Consequently, the necessary condition for the existence of an equilibrium in the economy E_p is proved.