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Evolvement of China-related Topics in Academic Accounting Research: Machine Learning Evidence
June Cao, Zhanzhong Gu, Iftekhar Hasan
China Accounting and Finance Review,
No. 4,
2020
Abstract
This study employs an unsupervised machine learning approach to explore the evolution of accounting research. We are particularly interested in exploring why international researchers and audiences are interested in China-related issues; what kinds of research topics related to China are mainly investigated in globally recognised journals; and what patterns and emerging topics can be explored by comprehensively analysing a big sample. Using a training sample of 23,220 articles from 46 accounting journals over the period 1980 to 2018, we first identify the optimal number of accounting research topics; the dynamic patterns of these accounting research topics are explored on the basis of 46 accounting journals to show changes in the focus of accounting research. Further, we collect articles related to Chinese accounting research from 18 accounting journals, eight finance journals, and eight management journals over the period 1980 to 2018. We objectively identify China-related accounting research topics and map them to the stages of China’s economic development. We attempt to identify the China-related issues global researchers are interested in and whether accounting research reflects the economic context. We use HistCite TM to generate a citation map along a timeline to illustrate the connections between topics. The citation clusters demonstrate “tribalism” phenomena in accounting research. The topics related to Chinese accounting research conducted by international accounting researchers reveal that accounting changes mirror economic reforms. Our findings indicate that accounting research is embedded in the economic context.
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Fehlende Fachkräfte in Deutschland – Unterschiede in den Betrieben und mögliche Erklärungsfaktoren: Ergebnisse aus dem IAB-Betriebspanel 2018
Eva Dettmann, Daniel Fackler, Steffen Müller, Georg Neuschäffer, Viktor Slavtchev, Ute Leber, Barbara Schwengler
IAB-Forschungsbericht 10/2019,
2019
Abstract
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.
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Lohnunterschiede zwischen Betrieben in Ost- und Westdeutschland: Ausmaß und mögliche Erklärungsfaktoren. Ergebnisse aus dem IAB-Betriebspanel 2017
Steffen Müller, Eva Dettmann, Daniel Fackler, Georg Neuschäffer, Viktor Slavtchev, Ute Leber, Barbara Schwengler
IAB-Forschungsbericht 6/2018,
2018
Abstract
The economic situation in German establishments improved even further in 2017. The development of wages, however, reflects this economic growth only partly. Compared to 1997, the wage differential between large and small establishments increased considerably – with substantially lower wages paid in East Germany in general. The wage differential of about 19 percent between East and West Germany can to some extent be explained in a multivariate analysis (Blinder-Oaxaca decomposition) showing that the main cause for the wage gap is the productivity gap between East German and West German establishments; other structural heterogeneities like sector composition, industrial relations and size structure seem not to contribute to an explanation of this gap. The overall positive economic development in Germany is associated with a further growth in total employment and with increased labor market dynamics, especially regarding employee turnover. Turnover rates, however, are very heterogeneous among sectors, ranging from 23 percent in the accommodation and food service sector and less than five percent in public administration. Also the demand for skilled personnel continued to grow. Yet for the first time, not even two thirds of the posted job vacancies could be filled in 2017. With over fifty percent, this non-occupancy quota is particularly high in the construction industry. Also small and very small establishments face serious recruitment problems. The structure of formal occupational skill requirements did not change very much over recent years, but the increasing use of digital technologies changes everyday job requirements and may lead to a rising workload for employees. Looking at the personnel structure in the German economy, a growing share of atypical employment becomes apparent, especially in form of part-time jobs. The proportion of marginal employment remains relatively stable and is comparatively high in sectors with less specific knowledge requirements and strong cyclical and/or seasonal fluctuations like is the case in accommodation and food service sector or personal services sector. Since 2010, the proportion of establishments authorized to provide in-company vocational training has declined constantly and now accounts for 53 percent of the establishments in Germany. About one half of these establishments do actually train apprentices. The share of vacant apprenticeships further increased in 2017 to about one quarter of all apprenticeships offered, in East Germany even to more than one third. As in recent years, the share of establishments supporting further training of their employees remained stable at about fifty percent and the proportion of employees participating in training is still about one third. In East Germany these figures prove to be slightly higher.
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