Why are some Chinese Firms Failing in the US Capital Markets? A Machine Learning Approach
Pacific-Basin Finance Journal,
We study the market performance of Chinese companies listed in the U.S. stock exchanges using machine learning methods. Predicting the market performance of U.S. listed Chinese firms is a challenging task due to the scarcity of data and the large set of unknown predictors involved in the process. We examine the market performance from three different angles: the underpricing (or short-term market phenomena), the post-issuance stock underperformance (or long-term market phenomena), and the regulatory delistings (IPO failure risk). Using machine learning techniques that can better handle various data problems, we improve on the predictive power of traditional estimations, such as OLS and logit. Our predictive model highlights some novel findings: failed Chinese companies have chosen unreliable U.S. intermediaries when going public, and they tend to suffer from more severe owners-related agency problems.
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Fehlende Fachkräfte in Deutschland – Unterschiede in den Betrieben und mögliche Erklärungsfaktoren: Ergebnisse aus dem IAB-Betriebspanel 2018
In the years after the economic crisis, the economic situation of establishments in West and East Germany has improved steadily. At the same time, increased labor market dynamics and a positive trend in total employment can be observed. Also the demand for skilled employees reached a new high of 2.7 million in 2018. Only about 60 percent of the demand could be covered, which is also reflected in a further increase of the so-called non-occupancy quota. With regard to the distribution of this indicator for skilled labor shortages, we observe clear sector- and size-specific differences as well as regional heterogeneity. The quota is particularly high in the construction industry and in agriculture and forestry, with more than half the positions left vacant. A positive correlation between shortages of skilled labor and the use of temporary work, flexible working hours and investments in vocational training and further education is assessed in a multivariate analysis. The structure of formal occupational skill requirements did not change very much over recent years. However, a clear trend towards more flexible work organization can be observed. For example, about one quarter of the establishments offer teleworking. The share of part-time employment is also increasing nationwide, especially in sectors with a higher proportion of women, such as the service industries or the public sector. The share of marginal employment is particularly high in sectors that are characterized by cyclical and/or seasonal demand fluctuations or comparatively unspecific skill requirements – and above-average shortages of skilled labor. In 2018, the proportion of establishments authorized to provide in-house vocational training rose for the first time since 2010 – to 54 percent in Germany. In Eastern Germany, the share is significantly lower at 49 percent. The proportion of authorized establishments that actually train apprentices has been relatively stable at around 50 percent for several years. Both successfully occupied and vacant apprenticeships are distributed very heterogeneously across sectors. The recruitment rate of successful graduates is about three quarters. In establishments with skilled labor shortages, both the training rate and the graduate hiring rate are higher, suggesting that vocational training is already used here as an alternative strategy for recruiting skilled employees. The share of establishments supporting further education of their employees remains stable at about fifty percent for several years, and the proportion of employees participating in training is still about one third. A comparatively higher rate of further education among unskilled employees in establishments with skilled labor shortages indicates that internal resources are being increasingly used here to meet the demand for skilled employees.
13.06.2019 • 12/2019
Weak foreign demand – economic downturn in Germany
In the summer of 2019, uncertainty due to ongoing trade disputes weighs on the global economy. The export-oriented German economy is particularly affected. According to IWH summer economic forecast, gross domestic product is expected to increase by only 0.5% in 2019; the forecast for East Germany is 0.8%. The German labour market remains largely robust despite the economic downturn.
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13.12.2018 • 21/2018
Economic activity in the world and in Germany is losing momentum
In the second half of 2018, the upturn of the German economy has stalled. Production of the automotive industry declined because of delays in switching production to WLTP compliant cars. Irrespectively of this, the German export business has been weakening since the beginning of the year, since the global economy, burdened by the political uncertainties surrounding trade conflicts, the impending Brexit and the conflict over the Italian budget, was unable to keep up with the high momentum of 2017. “It is to be expected that the less benign external environment will not only dampen exports, but will also impact on companies’ investment and hiring decisions”, says Oliver Holtemöller, head of the Department Macroeconomics and vice president at Halle Institute for Economic Research (IWH). Gross domestic product is expected to increase by 1.5% in 2018 and by 1.4% in 2019, which is roughly equal to the growth rate of economic capacity in Germany.
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