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Purpose: With this study, the authors aim to highlight the application of machine learning in smart appliances used in our day-to-day activities. This chapter focuses on analysing intelligent devices used in our daily lives to examine various machine learning models that can be applied to make an appliance ‘intelligent’ and discuss the different pros and cons of the implementation.

Methodology: Most smart appliances need machine learning models to decrypt the meaning and functioning behind the sensor’s data to execute accurate predictions and come to appropriate conclusions.

Findings: The future holds endless possibilities for devices to be connected in different ways, and these devices will be in our homes, offices, industries and even vehicles that can connect each other. The massive number of connected devices could congest the network; hence there is necessary to incorporate intelligence on end devices using machine learning algorithms. The connected devices that allow automatic control appliance driven by the user’s preference would avail itself to use the Network to communicate with devices close to its proximity or use other channels to liaise with external utility systems. Data processing is facilitated through edge devices, and machine learning algorithms can be applied.

Significance: This chapter overviews smart appliances that use machine learning at the edge. It highlights the effects of using these appliances and how they raise the overall living standards when smarter cities are introduced by integrating such devices.

The pace at which an organization is able to respond to changes that occur both within and external to the organization has always been a key driver for the success of the organization. In today’s ever-changing environment and volatile economy, it is crucial for organizations to be flexible and agile in order to survive and succeed. This case study traces the journey of Stanley Black & Decker, a global tools, storage, and appliances organization, on its success journey in the Middle East region. This organization has been able to enjoy continuous financial success and win a series of accolades over the years due to the following major strategic drivers: change management, agility, effective channel management, strong customer engagement, brand leveraging, and innovation as a corporate culture. An analysis of existing research indicates a good alignment with change management, agility, brand leveraging, and innovation while a slight deviation is noted in effective channel management and customer engagement.

The chapter is devoted to considering the aspects of the COVID-19 pandemic influence on the global and Russian electronics industry. The work aims to examine the impact of the COVID-19 pandemic on the electronic industry in the world and Russia from various angles. As a result of the study, the main features of the global electronic industry are highlighted, including leadership of Western European countries, Japan and the United States in the segment of high price electronics; the leadership of the new industrial countries in a lower price segment; active development of microelectronics as an electronics industry segment and its colossal role in the economy of modern countries; the trend towards acquisitions of small companies by large corporations and other industry. Key problems of the Russian electronics are identified, including a small fraction of the global electronics dependence of Russian industry on imported electronic components, a huge backlog of electronic industry of Russia in comparison of world leaders and the newly industrialized countries, technological backwardness of many enterprises of electronic industry, the low level of qualification as a whole industry. The novelty of the research is highlighting the impact of the COVID-19 pandemic on the electronics industry. The study highlights both negative consequences (decline in production of many electronic enterprises, disruption of supply chains, insufficient financing of the industry) and positive aspects (active growth of the segment of household appliances and electronics), as well as an impetus to the development of new directions of world electronics (radio-photonics, optoelectronic and quantum technologies, artificial intelligence, laser technology).

Companies must adapt their strategies to changing market conditions. Global supply strategies have become the source of competitive advantage over the last several decades, particularly in the manufacturing industry, as US firms offshored manufacturing operations to low-cost locations such as China. The rationale was based on cost savings and other location opportunities. In the quest for a cost advantage, many firms departed from conventional outsourcing wisdom and began offshoring higher value and specialized activities such as engineering, design, testing, and research and development. As market conditions changed and cost advantages eroded, firms who offshored high value activities discovered strategic costs and unintended consequences. The extent of the challenges became more apparent as US firms began reshoring manufacturing to reposition in rapidly changing market conditions. The purpose of this research is to provide insight into the decision making process of offshoring and reshoring, to introduce a new concept to understand progressive offshoring, and to build supply chain knowledge by establishing a theoretical understanding for reshoring and strategic costs.

“Trading up” is the phenomenon that describes consumers’ willingness to pay premiums on goods that are emotionally meaningful to them. The meaning of a good is reliant on an individual's consumption values. The purpose of this study was to examine the phenomenon of trading up among Korean university students. A total of 223 usable surveys were analyzed. Fifty-one product categories were reported for trading up, and divided into four classifications: clothes, fashion accessories, small electronics, and other appliances. These four classifications were significantly associated with brand types, retailing formats, and information sources. Finally, respondents were classified into three groups according to consumption values and each group exhibited different relationships with the marketing mix variables.

Purpose: Thanks to the Fourth Industrial Revolution and the digital economy, digital banking has become an attractive business trend. Moreover, the spreading of the Covid-19 virus worldwide over the past two years has boosted the digitalisation of banking services. The development of digital banking is now becoming an uncontroversial issue that will attract the concern of scholars, bank managers, and policy-makers.

Methodology: As an emerging country with a young population having significant digital appliance joy, Vietnam will be a perfect case study to research the development of digital banking. Besides, digital banks, as well as the appliances of artificial intelligence (AI) in the banking sector, have appeared in Vietnam’s banking system at several different levels.

Findings: Moreover, most commercial banks in Vietnam are now in the race to complete their digital services to provide innovative digital banking services that add more value to their clients. Hence, the chapter will describe the overall picture of Vietnam’s current digital banking market.

Implications: Based on the crucial features of the operations of several digital banks and the appliances of AI in the digital banking sector in Vietnam during the chosen period, the author would like to give information on the potential of the Vietnamese digital banking market and suggest the key policies which the Vietnamese government should consider to support the digital transformation of the banking sector in Vietnam.

To understand the rationale for foreign direct investment of Chinese electronic companies, their location decisions and entry mode choices

Secondary data on foreign direct investment of the top 100 companies in China’s electronics industry are analysed. The first part covers an exploratory analysis of the industry and the second part presents a comparative longitudinal analysis of three case studies of representative companies: Haier, Huawei, and Lenovo.

The three key findings are: (1) market-seeking is the primary motivation for foreign direct investment of Chinese companies in the electronics industry, yet the strategic-asset-seeking gains importance as the internationalization of the company advances; (2) foreign investment path normally starts at adjacent foreign markets, but more distant markets are gradually targeted and become more important for the company; (3) wholly owned investments are the preferred market entry modes in the international expansion.

This research is based on secondary data, and more in-depth, interview-based studies are needed to explore the perceptions of decision-makers, and a plethora of contextual factors, which result in specific market entry decisions. As only the 100 largest companies were studied, future research should put under scrutiny also internationalization of smaller firms.

Implications of such findings are discussed in the light of classic internationalization theories as well as the current research on internationalization of companies from emerging/developing countries.

Provides an account of foreign direct investment in a context of a substantial and growing importance for the practice of international business, and identifies an agenda for promising future scholarly inquiries.

In the ever increasing worldwide attention to the concept of sustainable development, industrial engineering as productivity champion has not received major attention. This is unfortunate as one can see it as the toolkit to attain sustainable development because industrial engineering is concerned with productivity as the measure for production and service efficiency. Without this it would be difficult to quantify the quality aspects of sustainable development and evaluate the integrated systems of man, money, materials, energy, knowledge, information and equipment, all instances of the three pillars.Energy efficiency is one route towards minimising environmental impact, achieving sustainability and therefore making possible sustainable development. This chapter analyses industrial engineering tools to assess how sustainable our current energy consumption is. For this analysis refrigerators are taken as the sample. This is due to general usage of refrigerators by all people everywhere and due to its major role in worldwide energy consumption. Energy labels are nowadays a common feature of refrigerators put into the market for sale, although this trend is diverse in different parts of the world which signals non-harmonized comprehension of sustainable development in the world.These are explored at a theoretical level to show that industrial engineering tools contribute to sustainability.The implications of using game theory to address these issues are substantial although not previously used.

As part of their growth strategy, many firms choose to expand internationally. Such expansion is an especially important decision for small- and medium-sized enterprises (SMEs). These SMEs are vital to China's economy and have grown in importance since the reform and opening-up, measured in terms of size, number, financial status, or profitability. In addition, the Chinese electronics sector plays an important role in the economy. This inquiry explores the internationalisation behaviour of 50 Chinese electronics SMEs. The findings are presented and implications drawn for future research, along with those for policy makers and practitioners.