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1.
Decomposing Granger causality over the spectrum allows us to disentangle potentially different Granger causality relationships over different frequencies. This may yield new and complementary insights compared to traditional versions of Granger causality. In this paper, we compare two existing approaches in the frequency domain, proposed originally by Pierce [Pierce, D. A. (1979). R-squared measures for time series. Journal of the American Statistical Association, 74, 901–910] and Geweke [Geweke, J. (1982). Measurement of linear dependence and feedback between multiple time series. Journal of the American Statistical Association, 77, 304–324], and introduce a new testing procedure for the Pierce spectral Granger causality measure. To provide insights into the relative performance of this test, we study its power properties by means of Monte Carlo simulations. In addition, we apply the methodology in the context of the predictive value of the European production expectation surveys. This predictive content is found to vary widely with the frequency considered, illustrating the usefulness of not restricting oneself to a single overall test statistic.  相似文献   

2.
    
The Bank of England publishes a quarterly Inflation Report that provides numerical forecasts and a text discussion of its assessment of the UK economy. Previous research has evaluated the quantitative forecasts that are included in these reports, but we focus on the qualitative discussion of output growth, by using an in-sample textual analysis procedure to convert these qualitative assessments into a score for each report over the period 2005–2014. We also construct out-of-sample scores for reports before and after this period. We then compare the scores both to real-time output growth data and to the corresponding quantitative projections published by the bank. We find that overall developments in the UK economy were represented accurately in the text of the Inflation Report. Furthermore, efficiency regressions suggest that there is information in the text that could improve the Bank of England’s quantitative nowcasts and one-quarter-ahead forecasts.  相似文献   

3.
    
While combining forecasts is well-known to reduce error, the question of how to best combine forecasts remains. Prior research suggests that combining is most beneficial when relying on diverse forecasts that incorporate different information. Here, I provide evidence in support of this hypothesis by analyzing data from the PollyVote project, which has published combined forecasts of the popular vote in U.S. presidential elections since 2004. Prior to the 2020 election, the PollyVote revised its original method of combining forecasts by, first, restructuring individual forecasts based on their underlying information and, second, adding naïve forecasts as a new component method. On average across the last 100 days prior to the five elections from 2004 to 2020, the revised PollyVote reduced the error of the original specification by eight percent and, with a mean absolute error (MAE) of 0.8 percentage points, was more accurate than any of its component forecasts. The results suggest that, when deciding about which forecasts to include in the combination, forecasters should be more concerned about the component forecasts’ diversity than their historical accuracy.  相似文献   

4.
湖北物流业与经济发展的实证研究   总被引:2,自引:0,他引:2  
分析湖北发展物流业对经济增长的前项效应、后向效应和旁侧效应,阐明发展物流业可以促进湖北产业结构的优化。提高湖北综合经济实力。并运用协整理论、Granger因果检验定量分析了湖北物流业与经济发展之间的关系,结论是湖北物流业与经济发展具有长期稳定的协整关系.湖北物流业是经济发展的原因。  相似文献   

5.
研究目的:揭示土地出让金与GDP之间的作用性质和作用程度。研究方法:Granger因果检验,广义脉冲响应和方差分解分析。研究结果:Granger检验结果显示土地出让金收入对GDP存在单向的显著可信的Granger因果关系,广义脉冲响应和方差分解结果显示,土地出让金对GDP的影响大于GDP对土地出让金的影响。研究结论:土地出让金对GDP有着显著的单向作用,GDP对土地出让金有较强的依赖性;而经济波动对土地出让金的影响不明显。  相似文献   

6.
黄波  孔凡士  刘威 《物流科技》2008,31(4):10-12
对河南省1978~2006年区域物流与GDP增长进行了协整分析与因果关系检验。研究结论表明,河南省区域物流与GDP之间存在着长期的稳定关系,GDP的变化是引起区域物流变化的原因,且GDP对区域物流的长期正向拉动更为显著。  相似文献   

7.
This paper uses the forecast from a random walk model of inflation as a benchmark to test and compare the forecast performance of several alternatives of future inflation, including the Greenbook forecast by the Fed staff, the Survey of Professional Forecasters median forecast, CPI inflation minus food and energy, CPI weighted median inflation, and CPI trimmed mean inflation. The Greenbook forecast was found in previous literature to be a better forecast than other private sector forecasts. Our results indicate that both the Greenbook and the Survey of Professional Forecasters median forecasts of inflation and core inflation measures may contain better information than forecasts from a random walk model. The Greenbook's superiority appears to have declined against other forecasts and core inflation measures.  相似文献   

8.
能源作为人类生存、发展的重要条件,在各国各地区经济发展中扮演着不可替代的作用。当前广西正处于工业化、城镇化发展阶段,能源短缺、环境污染等问题日益严重,应当把发展新能源产业作为解决能源问题的突破口和新方向。新能源产业的发展,势必对满足广西经济发展需求、促进城乡和谐发展、缓解生态环境压力产生重大而深远的影响。  相似文献   

9.
This paper investigates the impact of various socio-economic variables on various cohorts of the income distribution. We use asymmetric cointegration tests to show that unemployment and immigration shocks have real impacts on income inequality. In addition, using threshold test results we are able to show that positive and negative shocks to the economy do not have symmetric effects nor do the impacts of these shocks impact income quintiles uniformly.  相似文献   

10.
    
This paper examines the accuracy of various methods of forecasting long-term earnings growth for firms in the electric utility industry. In addition to a number of extrapolative techniques, Value Line analyst forecasts are also evaluated. Value Line analyst forecasts for a five-year time horizon are found to be superior to many of the extrapolative models. Among the extrapolative models examined, implied growth and historical book value per share growth rate models performed best. These results provide strong support for using Value Line growth forecasts in cost of capital estimates for electric utilities in the context of utility rate cases. Value Line forecast errors could be explained by changes in dividend payout ratios, the firm's regulatory environment and bond rating changes.  相似文献   

11.
    
It has long been known that combination forecasting strategies produce superior out-of-sample forecasting performances. In the M4 forecasting competition, a very simple forecast combination strategy achieved third place on yearly time series. An analysis of the ensemble model and its component models suggests that the competitive accuracy comes from avoiding poor forecasts, rather than from beating the best individual models. Moreover, the simple ensemble model can be fitted very quickly, can easily scale horizontally with additional CPU cores or a cluster of computers, and can be implemented by users very quickly and easily. This approach might be of particular interest to users who need accurate yearly forecasts without being able to spend significant time, resources, or expertise on tuning models. Users of the R statistical programming language can access this modeling approach using the “forecastHybrid” package.  相似文献   

12.
In this paper, we use survey data to analyze the accuracy, unbiasedness and efficiency of professional macroeconomic forecasts. We analyze a large panel of individual forecasts that has not previously been analyzed in the literature. We provide evidence on the properties of forecasts for all G7-countries and for four different macroeconomic variables. Our results show a high degree of dispersion of forecast accuracy across forecasters. We also find that there are large differences in the performances of forecasters, not only across countries but also across different macroeconomic variables. In general, the forecasts tend to be biased in situations where the forecasters have to learn about large structural shocks or gradual changes in the trend of a variable. Furthermore, while a sizable fraction of forecasters seem to smooth their GDP forecasts significantly, this does not apply to forecasts made for other macroeconomic variables.  相似文献   

13.
上官绪明 《物流技术》2012,(13):253-255
从供给和需求两个视角选取物流业发展水平的评价指标,对河南省物流业发展水平与进出口贸易增长关系进行了计量分析。通过Johansen协整检验得出:河南省物流业的供给和需求水平与进出口贸易之间存在长期稳定的协整关系;通过Granger因果检验得出:河南省物流业需求水平对进出口贸易有显著的影响,而物流业供给水平对进出口贸易影响不显著,物流业总体发展水平与进出口贸易之间未呈现良性互动态势。  相似文献   

14.
    
This paper emphasizes asymmetric information about the U.S. economy between the FOMC and SPF. Following Stekler and Symington (2016), it extends their text-based FOMC minutes index (FMI) of economic outlook to 1986-2016. Following Ericsson (2016), it employs truncation adjustment indicators and reinterprets the FMI calibrations as the policy-makers forecasts of the GDP growth, which carry information about the staff Greenbook forecasts prepared prior to the bi-quarterly FOMC meetings. Tests confirm unbiasedness and rationality of these forecasts. The encompassing tests indicate that both the FMI and SPF forecasts contain unique information beyond their alternative’s information set and can be weighted equally. The orthogonality tests suggest that the SPF efficiently use all their information set but could gain if the FOMC minutes were published without a lag, while the policy-makers rely mostly on their projections made earlier in the meetings, and could benefit from incorporating the already published SPF forecasts.  相似文献   

15.
    
This paper proposes a three-step approach to forecasting time series of electricity consumption at different levels of household aggregation. These series are linked by hierarchical constraints—global consumption is the sum of regional consumption, for example. First, benchmark forecasts are generated for all series using generalized additive models. Second, for each series, the aggregation algorithm ML-Poly, introduced by Gaillard, Stoltz, and van Erven in 2014, finds an optimal linear combination of the benchmarks. Finally, the forecasts are projected onto a coherent subspace to ensure that the final forecasts satisfy the hierarchical constraints. By minimizing a regret criterion, we show that the aggregation and projection steps improve the root mean square error of the forecasts. Our approach is tested on household electricity consumption data; experimental results suggest that successive aggregation and projection steps improve the benchmark forecasts at different levels of household aggregation.  相似文献   

16.
This paper aims at detecting extreme value spillover between the large co-movements of Bitcoin returns and the rate of change in investor attention (for which Google search is used as a proxy). For this purpose, we use the concept of the Granger causality in tail event. Thus, we test whether positive, or negative, extreme values of rate of change in Google searches have a significant predictive power for negative, or positive, large values of Bitcoin returns, and vice versa . Our results shed light on a unidirectional causality effect from the returns to investor attention in the first place, before becoming bidirectional when the time delay increases.  相似文献   

17.
协整与Granger因果检验被广泛应用于宏观经济领域经济变量间的关系分析中,但是,将协整与Granger因果检验应用于企业微观市场结构经济变量之间的分析的文献还鲜见报道。论文选择昆明国际花卉拍卖市场2009年2月16日至2010年2月12日间玫瑰的交易数据,分析鲜活农产品拍卖市场品类价格波动的相关性及其影响。实证结果表明:价格与供货量存在长期的均衡关系,供货量是价格的内生变量;价格对滞后一期的供货量产生影响,供货量则影响滞后三期的价格;此外,价格对滞后三期的流拍率产生影响,但流拍率的变化不会对价格产生影响。  相似文献   

18.
    
Probabilistic forecasts are necessary for robust decisions in the face of uncertainty. The M5 Uncertainty competition required participating teams to forecast nine quantiles for unit sales of various products at various aggregation levels and for different time horizons. This paper evaluates the forecasting performance of the quantile forecasts at different aggregation levels and at different quantile levels. We contrast this with some theoretical predictions, and discuss potential implications and promising future research directions for the practice of probabilistic forecasting.  相似文献   

19.
    
This paper examines the interest rate forecasts of a cross-section of financial forecasters to determine whether these analysts make predictions which have the characteristics of a consensus. The forecasts are published semi-annually in The Wall Street Journal. The techniques for determining whether a consensus exists are developed and are applied to the predictions of the interest rates of the 90-day T-bill and the 30-year Treasury bond. The methodology provides bounds on the number of distributions which may be classified as consensus and the results indicate that central moments should not be used as consensus predictions.  相似文献   

20.
    
In this paper it is pointed out that a Bayesian forecasting procedure performed better according to an average mean square error (MSE) criterion than the many other forecasting procedures utilized in the forecasting experiments reported in an extensive study by Makridakis et al. (1982). This fact was not mentioned or discussed by the authors. Also, it is emphasized that if criteria other than MSE are employed, Bayesian forecasts that are optimal relative to them should be employed. Specific examples are provided and analyzed to illustrate this point.  相似文献   

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