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This paper aims to extend the understanding of the ways in which social entrepreneurs give sense to and legitimize their work by introducing a rhetoric-orientation view of social entrepreneurship (SE).

This study uses computer-aided text analysis and computational linguistics to study 191 interviews of social and business entrepreneurs. It offers validation and exploration of new concepts pertaining to the rhetoric orientations of SE.

This study confirms prior untested assumptions that the rhetoric of social entrepreneurs is more other, stakeholder engagement and justification-oriented and less self-oriented than the rhetoric of business entrepreneurs. It also confirms that the rhetoric of both types of entrepreneurs is equally economically oriented.

This research makes new contribution to the SE literature by introducing three new orientations, namely, solution, impact and geographical, which reflect distinctive rhetorical themes used by social entrepreneurs, and by revealing that social entrepreneurs use terms associated with other, stakeholder engagement, justification, economic, solution, impact and geographical orientations differently than business entrepreneurs.

This paper aims to discuss the suitability of topic modeling as a review method, identifies and compares the machine learning (ML) research trends in five primary business organization verticals.

This study presents a review framework of published research about adopting ML techniques in a business organization context. It identifies research trends and issues using topic modeling through the Latent Dirichlet allocation technique in conjunction with other text analysis techniques in five primary business verticals – human resources (HR), marketing, operations, strategy and finance.

The results identify that the ML adoption is maximum in the marketing domain and minimum in the HR domain. The operations domain witnesses the application of ML to the maximum number of distinct research areas. The results also help to identify the potential areas of ML applications in future.

This paper contributes to the existing literature by finding trends of ML applications in the business domain through the review of published research. Although there is a growth of research publications in ML in the business domain, literature review papers are scarce. Therefore, the endeavor of this study is to do a thorough review of the current status of ML applications in business by analyzing research articles published in the past ten years in various journals.

The purpose of this paper is to investigate the information content in letters to shareholders in terms of business content, tone and types of business vocabulary.

The study uses multiple regression models to test the information content concerning business content, tone, and types of business vocabulary in letters to shareholders. Two textual analyses in accounting research dictionaries are used. Loughran and McDonald’s (2011) dictionary is used as a scheme to identify the positive and negative words, and Kothari et al.’s (2009) dictionary is used to identify the business vocabulary.

Letters to shareholders contain incremental information for investors. First, the results show that the market reacts negatively to the content of these letters. The more that business content is disclosed, the lower the abnormal returns. It can be seen that investors catch additional information from letters to shareholders. Second, investors in negative unexpected earnings firms tend to not trust the concentration of positive tone in the letters. Third, some types of business vocabulary in the letters have an influence on investors’ decisions. In addition, larger amounts of business content are seen to be negatively related to firms’ future performance.

Due to the effect of the content of letters to shareholders, the Securities Exchange Commission may wish to consider the results of this study before setting new disclosure regulations. Specifically, some inside information might have a negative effect on market returns.

The study indicates that letters to shareholders are a disclosure venue between companies and investors, where investors react to certain business vocabulary. Some business words are associated with lower future performance. Therefore, the market reacts negatively when these words are reported in the letters.

In every industry there are resources. Some are moving, others more fixed; some are technical, others social. People working with the resources, for example, as buyers or sellers, or users or producers, may not make much notice of them. A product sells. A facility functions. The business relationship in which we make our money has “always” been there. However, some times this picture of order is disturbed. A user having purchased a product for decades may “suddenly” say to the producer that s/he does not appreciate the product. And a producer having received an order of a product that s/he thought was well known, may find it impossible to sell it. Such disturbances may be ignored. Or they can be used as a platform for development. In this study we investigate the latter option, theoretically and through real world data. Concerning theory we draw on the industrial network approach. We see industrial actors as part of (industrial) networks. In their activities actors use and produce resources. Moreover, the actors interact − bilaterally and multilaterally. This leads to development of resources and networks. Through “thick” descriptions of two cases we illustrate and try to understand the interactive character of resource development and how actors do business on features of resources. The cases are about a certain type of resource, a product − goat milk. The main message to industrial actors is that they should pay attention to that products can be co-created. Successful co-creation of products, moreover, may require development also of business relationships and their connections (“networking”).

Entrepreneurial firms such as professional service firms (PSFs) face constant challenges to acquire resources, one of the greatest of which is the challenge to win client engagements. Although rhetoric is at the center of the challenge to win client engagements, scholars have not identified what rhetorical strategies are the most persuasive to potential clients. By exploring one type of PSF, architecture firms, we argue that PSFs can compete for and legitimate themselves with clients by deploying institutional logics that provide symbolic frameworks and meaning. Since multiple institutional logics exist in society, a critical question for a PSF is which logic is most persuasive to clients. We analyze architecture firms’ written pitches to predict which rhetoric strategies win the valuable resource of a client engagement for a multiclient state project. Our results identify that rhetoric deploying a “profession” logic was most effective whereas a “business” logic was counter-productive in obtaining client engagements and securing resources for the firm.

Crowdfunding platforms are important innovations that allow nascent entrepreneurs to gain access to financial resources and crowd inputs to better refine and develop their business idea. The purpose of this paper is to investigate user-generated content (UGC) from both reward-based and equity-based crowdfunding platforms, in order to determine its implications for open and user innovation.

A total sample of 200 most funded technology products was extracted from four distinct crowdfunding platforms. A latent Dirichlet allocation (LDA) analysis was performed in an attempt to identify critical latent factors. The analysis was carried out through the theoretical lens of innovation literature, in an attempt to uncover the implications for open and user innovation.

The authors were able to highlight the implications of crowd inputs for open and user innovation, as backers provided nascent entrepreneurs with several types of feedback, ranging from product co-development to strategy and marketing. Furthermore, the study provided an overview of the key differences emerging between reward-based and equity-based crowdfunding platforms in terms of crowd inputs.

The present study features intrinsic limitations of the LDA approach being adopted. More specifically, it only provides a “snapshot” in time of the current sample, rather than investigating its development over time.

The present study solidifies the value of UGC as a resource to mine for trends and feedback.

The study contributes to both the innovation literature and the crowdfunding literature. It bridges several gaps found in both literature streams, by providing empirical evidence to test and verify pre-existing exploratory research.

This study is aimed at investigating the degree to which business managers in developing countries adhere to business ethics with special reference to the case of Jordan and comparing results with findings of previous studies. This comparison is done to assess whether business managers in different countries make compromises in their ethical stance under pressure of practical reality; and exploring the links (if any) between each of company's features and manager's characteristics and ethical orientations of business managers. Achieving the above objectives can help in assessing the universal theory of business ethics. Results indicate that the ethical orientations of Jordanian business managers are positive on certain aspects and negative on others. For instance, padding an expense account was considered unethical with a mean of 5.30 reflecting relatively high ethical orientation. On the contrary, giving gifts to purchasing agents was not perceived unethical. The mean for this vignette was 3.29 indicating unethical stance of the respondents. The findings seem to converge with previous studies in the region. Results also validate the practical reality theory, which is based on the notion that business managers make compromises in their ethical beliefs under pressures of reality. Recommendations are made to upgrade the ethical awareness of subjects and incorporate business ethics in their companies’ policies and plans.

The purpose of this paper is to explore how tourism investment, business and operations were aligned with the United Nations Sustainable Development Goals (SDGs) in the Abaco Cays pre-Hurricane Dorian 2019 in The Bahamas.

This paper takes an exploratory qualitative approach using the Abaco Cays, The Bahamas as the geographical study area. Semi-structured interviews were conducted face-to-face for data collection and transcribed using NVivo 12 plus. Critical discourse analysis was used to interpret interviewees’ spoken words in the broader social context of the Abaco Cays.

Results illustrate the extent of tourism alignment with the SDGs in communities, dependent on tourism for growth. Findings from tourism investment, business and operations data analysis provide insights on tourism and the SDGs from a local perspective.

This research demonstrates how tourism aligns with the SDGs in one geographical area of The Bahamas. It also highlights discourses influencing tourism and the SDGs towards achieving the 2030 Agenda.

A practical implication of this paper is adopting a bottom-up approach for a comprehensive understanding of tourism alignment with the SDGs in the Abaco Cays.

This paper provides implementation guidelines for communities in the Abaco Cays, to align local sustainable tourism plans with the SDGs. It also provides a multidisciplinary approach for greater coherence of tourism with the SDGs from the community to the national level in the Bahamas.

The purpose of this paper is to extend the utilitarian value of the dedication-based relationship maintenance mechanism of social exchange theory and customer perceived relationship investment to investigate the relationship performance of a retailer launching a self-service technology (SST). Computer anxiety and time consciousness are hypothesized to moderate the effects among these relationships.

The results of the structural equation model, with in-store kiosk use experience data collected for 211 respondents, supported the research model. Multiple regression analysis was used for testing the moderating effects.

The utilitarian value of dedication-based relationship maintenance is related to perceived relationship investment. Higher levels of customer-perceived relationship investment impact relationship performance. Computer anxiety and time consciousness act separately as both partial and full moderators.

First, this study did not consider different kinds of products/services to have different effects with regard to customer cognition. Second, most of the respondents were students, and this is a limitation in business research, because of such factors as lower incomes and higher information technology ability as compared to individuals with other occupations. Third, it is difficult to distinguish whether the level of perceived convenience is due to the convenience stores per se or the in-store kiosks that they have. Future research may thus consider analyzing in more detail how perceived convenience is evoked. Finally, future research can consider constraint-based relationship maintenance mechanisms with regard to operating in-store kiosk businesses.

Retailers who are willing to continually launch SSTs should tie such efforts to their relationship marketing strategies. Moreover, retailers who are willing to launch e-businesses should establish strategies designed to enhance customer experience with regard to the use of technology. Finally, launching SSTs should involve the continual development of an effective purchasing process and functional relationship marketing strategies.

This paper can help managers organize relationship maintenance mechanisms, especially with regard to the development of user utilitarian value, in order to obtain improved relationship performance.