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Machine learning (ML) has recently gained momentum as a method for measurement in strategy research. Yet, little guidance exists regarding how to appropriately apply the method for this purpose in our discipline. We address this by offering a guide to the application of ML in strategy research, with a particular emphasis on data handling practices that should improve our ability to accurately measure our constructs of interest using ML techniques. We offer a brief overview of ML methodologies that can be used for measurement before describing key challenges that exist when applying those methods for this purpose in strategy research (i.e., sample sizes, data noise, and construct complexity). We then outline a theory-driven approach to help scholars overcome these challenges and improve data handling and the subsequent application of ML techniques in strategy research. We demonstrate the efficacy of our approach by applying it to create a linguistic measure of CEOs' motivational needs in a sample of S&P 500 firms. We conclude by describing steps scholars can take after creating ML-based measures to continue to improve the application of ML in strategy research.

Given the complexity of societal, technological, and economic challenges encountered by schools and teachers, one may wonder whether and how teachers can still optimally motivate their students. To adopt a motivating role in today’s ever-changing, even stormy, educational landscape, teachers need more than a checklist of motivating practices. They also need a fundamental theoretical perspective that can serve as a general source of inspiration for their everyday classroom practices across various situations and in interaction with different students. Herein, we argue that self-determination theory represents such a valuable perspective. In Part I, we discuss the satisfaction of learners’ psychological needs for autonomy, competence, and relatedness as a source of student motivation, engagement, and resilience. We also present a recently developed circular model involving a broad variety of motivating (i.e., need-supportive) and demotivating (i.e., need-thwarting) teaching practices appealing to these three needs. In Part II, we discuss several implications of this circular model, thereby discussing the diverse pathways that lead to student need satisfaction, motivation, and engagement as well as highlighting teachers’ capacity for calibration to deal with uncertainty and change. We conclude that school principals and teachers do well to invest in both students’ and teachers’ psychological need experiences, such that they become skilled in flexibly adjusting themselves to diversity, uncertainty, and change.

The aim of this chapter is to delineate a product framework concerning managed visitor attractions (MVA), which highlights the supply-chain aspects of destinations. It first touches on the rationales for developing such a framework and then constructs a framework composed of a set of product components deriving from the extant literature. Consequently, an version of a product component framework, fastening on an accumulated sample of attraction cases, is presented through three illustrative cases. In the conclusion section, this study elaborates on the study limitation while connoting how the resultant data could shed light on the role of the components of the MVA product in the creation of visitor experiences.

This research attempts to understand how individuals prevent themselves from exposure to COVID-19 when dining out at a restaurant and what situational factors shaping their COVID-19 preventive behavior (CPB) are. It collects 303 questionnaires responded by restaurant patrons in the United Arab Emirates. The resultant data reveals the ranks of the relative importance among the five CPBs proposed by this study that wearing a mask is considered the most critical CPB. In contrast, wearing gloves is the least desirable CPB. Concerning five health-risk factors under investigation, there is no difference in CPB between the vaccinated and non-vaccinated. People suffering from issues with their immune system show a significant inclination to stress social distancing compared to those without any immune issues. Those having an inflected family member are apt to wear gloves. Further, individuals bearing risk factors concerning chronic illness, an immune problem, and an infected family member are inclined to wash their hands and wear gloves. Lastly, this research finds six situational factors affecting an individual's CPB.

This research takes Taijiang National Park (TNP) tourists as the study population while gathering the survey data via an online questionnaire. For the data analyses, it uses the importance–performance analysis (IPA) and the Kano two-dimensional quality model to evaluate the tourist satisfaction of TNP. Specifically, it considers the importance of service quality, classifies its service quality attributes, and suggests the priority for service improvement, rendering the TNP valuable reference points to realign service strategies. The study shows that the service quality attributes related to service personnel are the priority item to be improved, which could eventually enhance tourist satisfaction. In addition, brand differentiation could be achieved by improving the attractive quality items identified in this study to enhance tourist loyalty.

We compare environmental impacts associated with incoming foreign direct investment versus domestic capital in China. We use aggregate data on Chinese provinces’ economic and pollution indicators to explore the effects of the financial origin of fixed capital. Our simultaneous models consider three prime channels through which these effects work: economic scale, sectoral composition, and pollution intensity. Results show that emissions associated with foreign financed capital are lower than with domestically financed capital for some but not all of the considered types of pollution.

The COVID-19 crisis has jolted the hotel landscape profoundly and sector's usual resistance to innovative efforts is gone. Ecologically innovative (green) hotels are now expected to set the benchmark in protecting the environment and mitigating human health hazards. The need for this study stems from the fact that eco-innovative (green) hotels need not only be established and promoted, but also accepted or adopted by guests. Existing studies have mostly relied on customer's pro-environmental attitude, knowledge, and a selective list of green hotel attributes in order to predict green hotel visit intentions. The objective of this study is to provide a comprehensive list of environmental and human health attributes that are likely to influence guest's decision to visit a green hotel. One of the first studies to utilize the diffusion of innovation (DOI) theory in sustainable hospitality research, this qualitative study identifies 27 key green hotel's perceived attributes. Examining the guest's expected green hotel attributes would help managers make their green efforts more effective and attract potential guests who have not yet stayed at green hotels.

Research suggests that context matters for MNEs’ international business strategy. MNEs’ strategies vary when different intertwined contexts interact with each other. While International Business scholars understand well the influence of the institutional environments on firms’ international strategies and operations, some contextual differences are less understood as is the case involving African countries and firms. In this study we investigate how different institutional contexts and legitimacy challenges combine to impact ownership strategic choices of African firms in their cross-border acquisitions (CBAs). Specifically, we study the influence of the host country institutional development and two institutional dimension distances: administrative distance and knowledge distance. Methodologically, we use a sample of 314 CBAs made by acquirers from 24 African countries in 71 host countries worldwide to test a number of theoretically driven hypotheses. This study contributes to our understanding of how foreign investors from less institutionally developed countries that are more likely to face higher legitimacy barriers use ownership strategies to achieve legitimacy abroad.

This chapter provides the historical and intellectual context of studying inequality and domination using the symbolic interactionist perspective. Lonnie Athens' radical interactionism was identified as a useful framework to research the omnipresent and insidious inequality found in everyday life. Chapters presented in this volume represent a follow up of Volume 41 of Studies in Symbolic Interaction, edited by Athens, where he laid the ground work for the research of domination and subordination. Chapters in this volume demonstrate the advancements made in studying inequality in symbolic interactionist research.