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Need: The previous suggestion assists with administrative methodology. The contribution explores customer understandings in different industry and transaction texts. They include online education, video marketing, and entertainment analytics. The communication needs to be detailed to improve the system.

Purpose: The suggestion aims to improve the previous contribution by enhancing the user experience. The study increases the usage of video content. The recommendation brings better business to the video host.

Methodology: The work includes the machine learning algorithm to understand the user and improve the client’s experience. The recommendation uses the Apriori algorithm to map various attributes of the trainer and learners. The suggested work has three features. It focusses on video possessions, educator feelings, physical characteristics, and visible aesthetic characteristics. The study considers 1,200 different samples.

Findings: The work simulates using python. It improves efficiency by 29.5% compared to previous work.

Practical Implications: Machine learning has pitched in to understand diverse customers’ behaviour. Various features affecting the behaviour are collected and analysed by the system. The study intends to find an appropriate mapping between the attributes of the user and educator.

This research provides accounting-ethics authors and administrators with a benchmark for accounting-ethics research. While Bernardi and Bean (2010) considered publications in business-ethics and accounting’s top-40 journals this study considers research in eight accounting-ethics and public-interest journals, as well as, 34 business-ethics journals. We analyzed the contents of our 42 journals for the 25-year period between 1991 through 2015. This research documents the continued growth (Bernardi & Bean, 2007) of accounting-ethics research in both accounting-ethics and business-ethics journals. We provide data on the top-10 ethics authors in each doctoral year group, the top-50 ethics authors over the most recent 10, 20, and 25 years, and a distribution among ethics scholars for these periods. For the 25-year timeframe, our data indicate that only 665 (274) of the 5,125 accounting PhDs/DBAs (13.0% and 5.4% respectively) in Canada and the United States had authored or co-authored one (more than one) ethics article.

This research is a 6-year extension of Bernardi's (2005) initial ranking of the top ethics authors in accounting; it also represents a broadening of the scope of the original data into accounting's top-40 journals. While Bernardi only considered publications in business-ethics journals in his initial ranking, we developed a methodology to identify ethics articles in accounting's top-40 journals. The purpose of this research is to provide a more complete list of accounting's ethics authors for use by authors, administrators, and other stakeholders. In this study, 26 business-ethics and accounting's top-40 journals were analyzed for a 23-year period between 1986 through 2008. Our data indicate that 16.8 percent of the 4,680 colleagues with either a PhD or DBA who teach accounting at North American institutions had authored/coauthored one ethics article and only 6.3 percent had authored/coauthored more than one ethics article in the 66 journals we examined. Consequently, 83.2 percent of the PhDs and DBAs in accounting had not authored/coauthored even one ethics article.

This study traces the growth of Dragon Boat racing from humble beginnings in 1976 as part of a local tourism strategy by the Hong Kong Tourist Association (HKTA) to position Hong Kong as more distinctive than a destination for shopping or with British colonial history appeal. Dragon Boat racing is now a recognized world sport requiring a global strategy of co-operative alliances and is close to becoming an official sport in the Olympic Games. Emergent strategy and symbolic authenticity of intangible cultural heritage are key concerns for integrating special events as a central tourism experience.

This chapter presents three trends emerging from a review of the literature: concern with balancing authenticity and profit-chasing; the phenomenal fast growth of the sport and the challenge to develop and maintain international control and governance; and seeking evidence of health and well-being benefits of Dragon Boat racing for breast cancer survivors.

Survivors and élite athletes represent a symbolic authenticity connected to ancient Chinese intangible cultural heritage. Chasing profits by including cultural heritage as part of a particular tourism strategy has strengthened and protected the legacy of that heritage in unexpected ways. There are lessons for those charged with designing quality events and tourism experiences linked with intangible culture.

Based on literature review only, but sets a framework for research in several directions.

Demonstrates the blurring of boundaries between tourism, events and sports, and how managers must be adept to shift strategy according to changing unexpected dynamics of threats and opportunities, yet still can adhere to symbolic authenticity to maintain integrity of intangible cultural heritage as a tourism experience.

This chapter examines herd behavior across national borders. A dynamic latent factor model with Gibbs sampling is used to decompose the national herd behavior into the world, regional, and country-specific components. Testing the daily data from 2000 through 2014 for 47 countries, we find that the impact of world factor on national herd behavior is short-lived. This study indicates that world and regional factors play a significant role in explaining the variations of national herd behavior, constituting 33% of the herding variability. The significance of world and regional components is likely to produce a biased herding estimator.

Special education in China has lagged behind regular education for many years, however, the past few decades, the government has made considerable efforts to develop and improve the special education system. While the citizens of China have had a generic moral interest in disability since ancient times, the development of special education schools did not occur until American and European missionaries started schools for the visually and hearing impaired in the 19th century. The next major influence in the development of the special education system occurred with China’s Cultural Revolution in 1978. Interestingly, there is not any exclusive legislation on special education but in the 1980s, the government started Learning in Regular Classrooms (LRC), which is China’s version of inclusion. LRC has progressed rapidly the past two decades; however, the quality of instruction is low due to a lack of specialists, a shortage of personnel, inadequate funding, and limited technology as well as other barriers that are delineated in the chapter. The chapter emphasizes the government’s recent efforts in in-service teacher training, the preparation of preservice teachers, working with families, developing community rehabilitation training programs, and implementing evidence-based practices. Special education in China today is at a good place but it has quite a way from the ideal situation.

In the digital economy, what are the strategies of multinationals from developed countries and emerging markets? How do regulations in the home country affect their growth? Recent digital multinationals in diverse national and institutional contexts raise questions that require new approaches in international business (IB) studies. This chapter examines two leading firms in the global e-commerce industry: Amazon and Alibaba. We compare their digital capabilities and physical asset-building strategies over the past two decades and we connect the Internet governance environment in the United States and China with their business models and internationalization patterns. We argue that despite the platform and global nature of Amazon’s and Alibaba’s activities, the recent moves of governments across the world to regulate Internet governance poses an important challenge for digital multinationals. This research features a comparative analysis of two prominent digital multinationals and identifies a promising area for future IB strategy studies.