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.
Read article
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.
Read article
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.
Read article
Size of Training Firms and Cumulated Long-run Unemployment Exposure – The Role of Firms, Luck, and Ability in Young Workers’ Careers
Steffen Müller, Renate Neubäumer
International Journal of Manpower,
No. 5,
2018
Abstract
The purpose of this paper is to analyze how long-run unemployment of former apprentices depends on the size of their training firm and their ability.
Read article
Aktuelle Trends: Nach wie vor große Branchenunterschiede bei der
Weiterbildung
Eva Dettmann
Wirtschaft im Wandel,
No. 1,
2018
Abstract
Seit dem Ende der Finanzkrise steigt der Anteil der Beschäftigten, deren Weiterbildung vom Betrieb unterstützt wird, wieder kontinuierlich an. Der aktuelle Wert liegt bei ca. einem Drittel der Beschäftigten in Gesamtdeutschland. Die Weiterbildungsquote ostdeutscher Beschäftigter liegt aktuell bei 35% gegenüber 33% der westdeutschen Beschäftigten.
Read article
Economic Transition in Unified Germany and Implications for Korea
Hyung-Gon Jeong, Gerhard Heimpold
H.-G. Jeong and G. Heimpold (eds.): Economic Transition in Unified Germany and Implications for Korea. Policy References 17-13. Sejong: Korea Institute for International Economic Policy,
2017
Abstract
The reunification of Germany, which marked the end of the Cold War in the 20th century, is regarded as one of the most exemplary cases of social integration in human history. Nearly three decades after the German reunification, the economic and social shocks that occurred at the beginning of the reunification process have largely been resolved. Moreover, the unified Germany has grown into one of the most advanced economies in the world.
The unification process that Germany underwent may not necessarily be the way that the Republic of Korea would choose. However, the economic and social exchanges between East and West Germany prior to unification, and the cooperation in a myriad of policies based on these exchanges, served as the crucial foundation for unification. The case of Germany will surely help us find a better way for the re-unification of the Korean Peninsula.
In this context, this is the first edition of a joint research which provides diverse insights on social and economic issues during the process of unification. It consists of nine chapters whose main topics include policies on macroeconomic stabilization, the privatization of state-owned enterprises in East Germany, labor policies and the migration of labor, integration of the social safety nets of the North and South, and securing finances for reunification. To start with, the first part covers macroeconomic stabilization measures, which include policies implemented by the federal government of Germany to overcome macroeconomic shocks directly after the reunification. There was a temporary setback in the economy at the initial phase of reunification as the investment per GDP went down and the level of fiscal debt escalated, reverting to its original trend prior to the reunification. While it appears the momentum for growth was compromised by reunification from the perspective of growth rate of real GDP, this state did not last long and benefits have outpaced the costs since 2000.
In the section which examines the privatization of state-owned enterprises in East Germany, an analysis was conducted on the modernization of industrial infrastructure of East German firms. There was a surge in investment in East German area at the beginning stages but this was focused on a specific group of firms. Most of the firms were privatized through unofficial channels, with a third of these conducted in a management buy-out (MBO) process that was highly effective. Further analysis of a firm called Jenoptik, which was successfully bailed out, is incorporated as to draw implications of its accomplishments.
In the section on migration, we examine how the gap between the unemployment rates in the West and East have narrowed as the population flow shifted from the West to East. Consequently, there was no significant deviation in terms of the Gross Regional Domestic Product (GRDP) per capita in each state of East Germany. However, as the labor market stabilized in East Germany and population flows have weakened, the deviation will become larger. Meanwhile, if we make a prediction about the movement of population between the North and the South, which show a remarkable difference in their economic circumstances, a radical reunification process such as Germany’s case would force 7% of the population of the North to move towards the South. Upon reunification, the estimated unemployment rate in North Korea would remain at least 30% for the time being. In order to reduce the initial unemployment rate, it is crucial to design a program that trains the unemployed and to build a system that predicts changes in labor demand.
It seems nearly impossible to apply the social safety nets of the South to the North, as there is a systemic difference in ideologies. Taking steps toward integration would be the most suitable option in the case of the Koreas. We propose to build a sound groundwork for stabilizing the interest rates and exchange rates, maintain stable fiscal policies, raise momentum for economic growth and make sure people understand the means required to financially support the North in order to reduce the gap between the two.
This book was jointly organized and edited by Dr. Hyung-gon Jeong of the Korea Institute for International Economic Policy (KIEP) and Dr. Gerhard Heimpold of the Halle Institute for Economic Research (IWH). We believe that this report, which examines numerous social and economic agendas that emerged during the reunification of Germany, will provide truly important reference for both Koreas. It is also our view that it will serve as a stepping-stone to establish policies in regard to South-North exchanges across numerous sectors prior to discussions of reunification. KIEP will continue to work with IWH and contribute its expertise to the establishment of grounds for unification policies.
Read article
Produktivitätsunterschiede zwischen West- und Ostdeutschland und mögliche Erklärungsfaktoren. Ergebnisse aus dem IAB-Betriebspanel 2016
Steffen Müller, Eva Dettmann, Daniel Fackler, Georg Neuschäffer, Viktor Slavtchev, Ute Leber, Barbara Schwengler
IAB-Forschungsbericht 16/2017,
2017
Abstract
After several years of prosperity, the economic situation of German establishments improved further in 2016. Though the productivity in East German establishments converged slightly to the West German level, a significant productivity gap between both parts of Germany still remains. Differences in the economic structure can only explain a small part of this persistent gap: a Blinder-Oaxaca decomposition suggests that the different sector composition, lower exports and lower capital intensity of East German establishments explain only about one-fifth of the backlog. The observed positive economic development is associated with a further increase in firm profitability and total employment in the establishments in both parts of Germany. It is reflected also in a further increase in the demand for skilled personnel. Even though the majority of the demand could be met in 2016, one-third of all offered jobs remained vacant. As in the past, especially establishments in construction and business services as well as very small establishments, particularly in East Germany, faced considerable recruitment problems. The occupational skill requirements increased slightly over time. The proportion of jobs for skilled workers is on average higher in East German establishments than in West Germany, suggesting a higher formal qualification level of employees in East Germany. Looking at the personnel structure, a significant increase in the share of atypical employment, particularly part-time jobs and marginal employment, over the last years become visible. The participation of establishments in vocational training remains relatively stable: about half of the enterprises that are authorized to provide vocational training do actually train apprentices. However, the corresponding fraction in East Germany is significantly lower since the economic crisis. In contrast, the share of vacant apprenticeship positions there is much higher than in West German establishments, pointing to major problems in finding suitable applicants. The share of employees participating in further training is about one third for several years. As in the past workers in low-skilled occupations participate only about half as often in training as employees in qualified jobs.
Read article
Imputation Rules for the Implementation of the Pre-unification Education Variable in the BASiD Data Set
André Diegmann
Journal for Labour Market Research,
2017
Abstract
Using combined data from the German Pension Insurance and the Federal Employment Agency (BASiD), this study proposes different procedures for imputing the pre-unification education variable in the BASiD data. To do so, we exploit information on education-related periods that are creditable for the Pension Insurance. Combining these periods with information on the educational system in the former GDR, we propose three different imputation procedures, which we validate using external GDR census data for selected age groups. A common result from all procedures is that they tend to underpredict (overpredict) the share of high-skilled (low-skilled) for the oldest age groups. Comparing our imputed education variable with information on educational attainment from the Integrated Employment Biographies (IEB) reveals that the best match is obtained for the vocational training degree. Although regressions show that misclassification with respect to IEB information is clearly related to observables, we do not find any systematic pattern across skill groups.
Read article
Taking the Leap: The Determinants of Entrepreneurs Hiring Their First Employee
Robert W. Fairlie, Javier Miranda
Journal of Economics and Management Strategy,
No. 1,
2017
Abstract
Job creation is one of the most important aspects of entrepreneurship, but we know relatively little about the hiring patterns and decisions of start‐ups. Longitudinal data from the Integrated Longitudinal Business Database (iLBD), Kauffman Firm Survey (KFS), and the Growing America through Entrepreneurship (GATE) experiment are used to provide some of the first evidence in the literature on the determinants of taking the leap from a nonemployer to employer firm among start‐ups. Several interesting patterns emerge regarding the dynamics of nonemployer start‐ups hiring their first employee. Hiring rates among the universe of nonemployer start‐ups are very low, but increase when the population of nonemployers is focused on more growth‐oriented businesses such as incorporated and employer identification number businesses. If nonemployer start‐ups hire, the bulk of hiring occurs in the first few years of existence. After this point in time, relatively few nonemployer start‐ups hire an employee. Focusing on more growth‐ and employment‐oriented start‐ups in the KFS, we find that Asian‐owned and Hispanic‐owned start‐ups have higher rates of hiring their first employee than white‐owned start‐ups. Female‐owned start‐ups are roughly 10 percentage points less likely to hire their first employee by the first, second, and seventh years after start‐up. The education level of the owner, however, is not found to be associated with the probability of hiring an employee. Among business characteristics, we find evidence that business assets and intellectual property are associated with hiring the first employee. Using data from the largest random experiment providing entrepreneurship training in the United States ever conducted, we do not find evidence that entrepreneurship training increases the likelihood that nonemployers hire their first employee.
Read article
Size of Training Firms and Cumulated Long-run Unemployment Exposure – The Role of Firms, Luck, and Ability in Young Workers’ Careers
Steffen Müller, Renate Neubäumer
Abstract
This paper analyzes how life-cycle unemployment of former apprentices depends on the size of the training firm. We start from the hypotheses that the size of training firms reduces long-run cumulated unemployment exposure, e.g. via differences in training quality and in the availability of internal labor markets, and that the access to large training firms depends positively on young workers’ ability and their luck to live in a region with many large and medium-sized training firms. We test these hypotheses empirically by using a large administrative data set for Germany and find corroborative evidence.
Read article
