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This paper aims to identify, prioritise and explore the relationships between the various barriers that are hindering the machine learning (ML) adaptation for analysing accident data information in the Indian petroleum industry.

The preferred reporting items for systematic reviews and meta-analysis (PRISMA) is initially used to identify key barriers as reported in extant literature. The decision-making trial and evaluation laboratory (DEMATEL) technique is then used to discover the interrelationships between the barriers, which are then prioritised, based on three criteria (time, cost and relative importance) using complex proportional assessment (COPRAS) and multi-objective optimisation method by ratio analysis (MOORA). The Delphi method is used to obtain and analyse data from 10 petroleum experts who work at various petroleum facilities in India.

The findings provide practical insights for management and accident data analysts to use ML techniques when analysing large amounts of data. The analysis of barriers will help organisations focus resources on the most significant obstacles to overcome barriers to adopt ML as the primary tool for accident data analysis, which can save time, money and enable the exploration of valuable insights from the data.

This is the first study to use a hybrid three-phase methodology and consult with domain experts in the petroleum industry to rank and analyse the relationship between these barriers.

The study here responds to the view that the crucial problem in strategic management (research) is firm heterogeneity – why firms adopt different strategies and structures, why heterogeneity persists, and why competitors perform differently. The present study applies complexity theory tenets and a “neo-configurational perspective” of Misangyi et al. (2016) in proposing complex antecedent conditions affecting complex outcome conditions. Rather than examining variable directional relationships using null hypotheses statistical tests, the study examines case-based conditions using somewhat precise outcome tests (SPOT). The complex outcome conditions include firms with high financial performances in declining markets and firms with low financial performances in growing markets – the study focuses on seemingly paradoxical outcomes. The study here examines firm strategies and outcomes for separate samples of cross-sectional data of manufacturing firms with headquarters in one of two nations: Finland (n = 820) and Hungary (n = 300). The study includes examining the predictive validities of the models. The study contributes conceptual advances of complex firm orientation configurations and complex firm performance capabilities configurations as mediating conditions between firmographics, firm resources, and the two final complex outcome conditions (high performance in declining markets and low performance in growing markets). The study contributes by showing how fuzzy-logic computing with words (Zadeh, 1966) advances strategic management research toward achieving requisite variety to overcome the theory-analytic mismatch pervasive currently in the discipline (Fiss, 2007, 2011) – thus, this study is a useful step toward solving the crucial problem of how to explain firm heterogeneity.

In this chapter, we reexamine the notion that socially responsible behavior by firms will lead to increased financial performance. By identifying the underlying processes, institutional settings, and actors involved, we present a framework that is more attentive to the multiplicity and conditionality of the mechanisms operating in the often tenuous connection between firms’ social behavior and financial performance. Building and expanding upon existing analyses of the CSP–CFP linkage, our model helps to explain the mixed results from a wide range of empirical studies which examine this link. It also provides a novel theoretical account to help guide future researches that are more attentive to conditionalities and contextual contingencies.

Public procurement officials are bound by extensive policies, procedures, and laws. However, procurement professionals perpetually struggle to comply with these vast requirements — particularly in the acquisition of services. The purpose of this research is to explore knowledge-based factors affecting compliance of service contracts. A regression model using data acquired via survey from 219 U.S. Government procurement professionals reveals that the extent of compliance is affected by buyer experience, personnel turnover, the sufficiency with which service requirements are defined, post-award buyer-supplier communication, and the sufficiency of procurement lead time. From these results, implications for practice and theory are drawn. The study concludes with a discussion of limitations and directions for future research.

The data sample used in this study is composed of 2,638 Chinese tourists who have travel experiences to the South Pacific region. This study examines the effects of memorable tourism experiences, destination cognitive and affective images, and satisfaction on revisit intention and their mechanisms from a cognitive–affective perspective. Results show that destination cognitive image, destination affective image, and satisfaction, respectively, play a mediating effect on the relationship between memorable tourism experiences and revisit intention. Memorable tourism experience is the most important predictor of revisit intention, and it mainly affects the cognitive image of a destination. In line with previous studies, this research has shown that memorable tourism experiences have significant impact on the destination image and tourists' revisit intention, which can provide significant implications for tourism practitioners and destination managers in the South Pacific islands.

The fear of receiving a bid protest is said to affect acquisition strategies, yet it has not been empirically explored. Based on the Public Value Framework and interviews with contracting personnel, this research tests a model of antecedents to and consequences of the fear of a protest. Survey data was obtained from a sample of 350 contracting personnel. The fear of protest is mitigated by having sufficient procurement lead time and by source selection experience, and increased by protest risk. Fear of protest increases compromised technical evaluations, added procurement lead time, and transaction costs, while it decreases contracting officer authority and is associated with source selection method inappropriateness. Compromised technical evaluations, in turn, decrease contractor performance while contracting officer authority increases contractor performance. Thus, findings suggest that, indeed, the tail is wagging the dog. The research concludes with several managerial implications, study limitations and future research directions.

Gifting is a typical monetization strategy for live streaming platforms to motivate providers’ live content contribution. However, research regarding the factors that affect individuals’ gifting intention is still at an infant stage. Therefore, this study aims to investigate the factors that affect individuals’ gifting intention during live streaming.

The authors build a model to uncover the factors that affect individuals’ gifting intention from a streamer–content perspective, and the hypotheses are largely validated by online survey data through structural equation model analysis.

Individuals’ perceived attractiveness of the streamers is significantly and positively associated with gifting intention for leisure-related live streaming, whereas individuals’ perceived similarity with the streamers is significantly and positively associated with gifting intention for leisure-related and non-leisure-related live streaming. For live content-related factors, the individuals’ perceived utilitarian value of content is significantly and positively associated with gifting intention for non-leisure-related live streaming, whereas the individuals’ perceived hedonic value is significantly positively associated with gifting intention for leisure-related live streaming. Perceived symbolic value is insignificantly associated with gifting intention for neither type of live streaming.

The research is an original work and significantly contributes to live streaming and PWYW literature, and the findings derived from this study can guide live streaming platforms to regulate individuals’ gifting intentions/behaviors better.

In the literature on product branding, significant attention is given to brand equity in the consumer context, but relatively little attention is paid to the application of the concept in the business-to-business (B2B) context. Even less research exists on the role of brand equity in the retailing context. Retailers are often seen as irrelevant to the source of brand value, resulting in manufacturers not targeting retailers to help them build stronger brands. Potential occurs, therefore, for some channel conflict to exist between manufacturers and retailers. On the one hand, retailers tend to focus on building their own, private brands to differentiate themselves from other retail competitors and to increase their power in relation to manufacturer brands. At the same time, most retailers still need to create a good image in the consumer marketplace by selling famous, manufacturer-branded products. In other words, retailers often have to sell famous brands even if they would prefer to sell other brands including their own. Manufacturers tend to focus their brand-building efforts on the consumer market to entice consumers to insist that retailers stock their brands, rather than placing any real emphasis on building a strong and positive brand relationship with the retailer directly.

The purpose of this study is to determine the components of support capability in academia-based business incubators (BIs) in higher education establishments in India to generate successful start-ups. Using both resource-based theory and resource-dependence theory, the study demonstrates how BIs provide support capability to mitigate market risks and optimize start-up sustainability and performance.

This study investigates how BIs obtain many resources to achieve start-up support capability by conducting a study in government-supported, academically backed BIs. Using partial least squares-structural equation modelling, a survey of start-up owners from these BIs was carried out to evaluate the linkages.

The aspects of academic-based BIs’ support capabilities were discovered in the current study. In addition, support capacity was identified in this study as a higher-order factor, and its link to connected aspects of support offered by the academic institution supporting BIs is described.

By establishing the precise characteristics of BIs’ support capability and explaining them as a higher-order element, the work adds to the body of knowledge. It improves knowledge of BIs’ potential to help start-ups’ performance and sustainability.

The purpose of this paper is to analyze consumer trust during a financial crisis, studying its antecedents and consequences. The perceptions of older and younger consumers are also compared.

The theoretical model of trust formation is tested on a random sample of 634 individuals from the three largest Spanish cities, Madrid, Barcelona and Valencia, in a period of economic crisis. Structural equation models were used to verify the global hypothesized relationships. Additionally, the total sample was divided into two groups (younger and older consumers) in order to test the moderating effect of age in the proposed relationships.

In a period of financial crisis, older consumers’ trust is protected by an emotional and experiential shield from the effects of negative news in the surrounding environment. In contrast, trust, although important, is not the core variable for the younger segment, whose preferences are the consequence of a broad range of cognitive and emotional variables.

This research was carried out on financial services. Emotional, relational and experience-linked variables acquire greater importance as the individual gets older, in contrast to more cognitive evaluations. The difference between the younger and the older segments is that the cornerstone of older consumers’ attitudinal loyalty is trust, whereas for younger people, it is positive switching costs or rewards. Further research on the proposed conceptual model across different industries and countries is needed to determine the generalizability and consistency of the findings from this study.

This paper has significant managerial implications. The authors believe that the best strategy for a bank during a period of crisis is to follow a customer-friendly orientation, as in the case of banks that took a long-term vision to look after their brand image. The study draws banking companies’ attention to the importance of using age as a segmentation criterion.

Based on the life-course paradigm, a theoretical model of trust formation is performed. In a period of economic crisis, trust becomes the key variable in determining older consumers’ preferences.