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This paper aims to develop a house price forecasting model to investigate the impact of neighbourhood effect on property value.

Multi-level modelling (MLM) method is used to develop the house price forecasting models. The neighbourhood effects, that is, socio-economic conditions that exist in various locations, are included in this study. Data from the local government area in Greater Sydney, Australia, has been collected to test the developed model.

Results show that the multi-level models can account for the neighbourhood effects and provide accurate forecasting results.

It is believed that the impacts on specific households may be different because of the price differences in various geographic areas. The “neighbourhood” is an important consideration in housing purchase decisions.

While increasing housing supply provisions to match the housing demand, governments may consider improving the quality of neighbourhood conditions such as transportation, surrounding environment and public space security.

The demand and supply of housing in different locations have not behaved uniformly over time, that is, they demonstrate spatial heterogeneity. The use of MLM extends the standard hedonic model to incorporate physical characteristics and socio-economic variables to estimate dwelling prices.

Past research has shown there is a relationship between body image, sexual behavior, and pleasure. However, the majority of this research has centered on heterosexual participants. In this analysis, the author considers how this relationship between body image, sexual behavior, and pleasure may look within women and genderqueer individuals who are all AFAB (assigned female at birth) with 26 out of 30 participants identifying as LGBTQIA+. The author examines perceptions of body size, body hair, and genitals to consider how intersections of social structures – specifically internalized sexism, racism, and misogyny – influence the participants’ experience of sexual interactions. Both resistance and embodiment of traditional gender norms, even as queer women and genderqueer individuals, were examined in these narratives. The majority of the moments where traditional gender norms are examined describe situations when the participants were sexually interacting with cis-gendered men.

Any topic can be sensitive, and every subject area will have sensitive issues and topics that academics in higher education and further education settings will be expected to negotiate. Your ability to negotiate sensitive topics is important because the ways in which you engage and teach about sensitive topics will affect your ability to provide a positive learning experience and teaching alliance with students. In practice, you will face enormous pressure to ‘deliver’ on teaching, which will only be mirrored by similar freedoms in deciding on how and what needs to be done to get students to where they need to be. Negotiating, identifying, preparing for and delivering teaching on sensitive subjects and topics can be difficult in individual academics. This chapter, seeks to prepare you for developing a deeper understanding of some of the philosophical, theoretical, and practical-based concerns and issues related to teaching sensitive topics and subjects. This chapter begins with providing a rationale for what follows, and it explores some of the key themes, positionality, identity, transformational learning and lived experience, that are explored in greater depth in the collection. This chapter also contains a detailed breakdown of the structure and the content of this edited collection, and it concludes with some reflective comments about the implications of the collection for you as an individual and your career.

The purpose of this study is to examine how servicescapes impact well-being and satisfaction of both hospital customers (patients) and health care professional service providers.

The study investigates how a hospital servicescape impacts two critical outcomes – well-being and satisfaction – of both hospital patients (customers) and health care professionals, who are immersed in that environment.

The hospital servicescape had a greater impact on physical, psychological and existential well-being for professionals than for patients. However, the reverse was true for satisfaction. The new servicescape enhanced the satisfaction and physical and psychological well-being of professionals but only the satisfaction of customers.

The study implications for health care policy suggest that investment in health care-built environments should balance the needs of health care professionals with those of customers to benefit their collective well-being and satisfaction.

Based on the findings, the authors propose that servicescape investments should focus on satisfying the physical needs of patients while also placing emphasis on the psychological needs of professionals.

Health care spending on physical facilities should incorporate careful cost-benefit analysis, ensuring that beneficial features for both user groups are included in new hospital designs, omitting features that are less supportive of well-being.

To the best of the authors’ knowledge, this study is the first to compare the impact of the same real-life servicescape on the satisfaction of both customers and service providers (professionals) and considers the critical health outcome of well-being.

The purpose of this paper is to investigate how and why some service ecosystems are more resilient and, consequently, more sustainable than others during turbulent times, and how resilience can be cultivated to enable pathways to service ecosystem sustainability.

This work integrates disparate literature from multiple service and sustainability literature streams, iterating through constant comparison with findings from 44 semistructured interviews conducted in the context of primary health care clinic service ecosystems.

The authors offer a novel conceptual framework comprising pillars (shared worldview, individual actor well-being and multiactor interactions), changing practices to cultivate resilience through resilience levers (orchestrators, individual actor effort, actor inclusivity and digitaltech–humanness approach), and pathways to service ecosystem sustainability (volume vs value, volume to value, volume and value). The authors demonstrate that service ecosystems need to change practices, integrating resources differently in response to the turbulent environment, emphasizing the importance of a shared worldview across the ecosystem and assessing different pathways to sustainability.

This paper offers new insights into the important intersection of service marketing, sustainability and health care. The authors provide guidance to practitioners aiming to cultivate resilience in service ecosystems to achieve pathways to sustainability in primary health care clinics. Finally, implications for theory are discussed, and directions to guide future service research offered.

Previous research has indicated that entrepreneurial marketing (EM) positively influences small and medium-sized enterprises’ (SMEs) performance. While most studies have examined the relationship in a stable environment, EMs’ effectiveness during environmental instability remains uncertain. Therefore, the study aims to investigate the influence of EM on Indian manufacturing-based SMEs’ performance during the COVID-19-induced environmental instability. Additionally, it explores the mediating role of innovative performance in the relationship between EM and SME performance.

The data were collected by distributing a structured survey questionnaire to 302 owners/managers of SMEs. Hypotheses were tested using structural equation modeling (SEM).

The result indicates that EM significantly impacts both innovation and SME performance. Furthermore, the innovative performance partially mediates the link between EM and SME performance. The findings suggest that even within severely affected sectors (manufacturing) during the pandemic, SMEs can achieve growth and innovation through effective EM practices.

This study validates the theoretical notion that EM remains effective even in unpredictable environments such as the COVID-19 pandemic. The findings offer valuable insights for SMEs seeking innovative strategies to enhance their performance, particularly those in emerging economies.

Prior studies have relied on a single layer of abstraction to analyze the impact of EM. The present study is the first to extend standard construct (EM) conceptualization. Furthermore, it evaluated the efficiency of EM in situations characterized by instability, which is rare in the EM and SME literature.

Despite the prevalence of technology in health care, marketing research on social media in the birthspace is limited. The purpose of this paper is to explore how birthing women leverage social media for transformative well-being in the liminal context of birth.

A qualitative study of women who had recently experienced birth was undertaken. Thematic analysis of data from in-depth interviews reveals birthing women’s digital practices and social media capabilities for well-being in a liminal space.

Within the birthspace, women use social media and digital platforms in an effortful and goal-directed way for role transitions and transformation, curating self and other history, goal striving and normalizing experience. These digital practice styles facilitate consumer integration of the liminal digital birthspace and in situ service encounter enabling diverse value outcomes. Drawing on liminality and social presence theories, the authors interpret these practices as demonstrating three interactive liminal stages of suspending, comprehending and transforming. Multi-modality and rapid connection afforded by digital devices and social media platforms provide social presence (according to perceived immediacy and intimacy) enabling transformative well-being outcomes.

This study is unique, as it provides insights into the traditionally private health service experience of birth. Further, the authors extend the understanding of liminal spaces and use of digital technology, specifically for transformative outcomes, by proposing a framework of consumers’ digital practice styles for well-being in liminal spaces.

Data for the case came from public sources, including legal proceedings, court filings and Securities and Exchange Commission filings. The authors perused hundreds of court documents and identified 28 that were most relevant to this case. The authors also used press interviews with the women highlighted in the case. The authors have no relationship with the company and no one from the company has reviewed the information presented in this case. As the case is drawn from sworn legal testimonies, interviews and related documents in the public domain, the authors did not have to seek approval for publication.

Pinterest touted itself as “the nicest place on the Internet.” It had an almost 80% female user base and purported to have an inclusive culture that embraced diversity. However, in June 2020, in the wake of the Black Lives Matter protests, two former female employees of color violated their non-disclosure agreements (NDAs) to publicly accuse Pinterest of racial and gender discrimination. In August 2020, Pinterest’s former Chief Operating Officer, Francoise Brougher, filed a lawsuit charging the company with gender discrimination, retaliation and wrongful termination, and authored a public blog post titled, The Pinterest Paradox: Cupcakes and Toxicity, detailing her own experience with the company’s discriminatory culture. Three days later 236 of Pinterest’s 2,545 employees staged a virtual walkout and 445 employees signed a petition in an attempt to change Pinterest’s policies and culture. The case provides a brief overview of Pinterest, including its mission, values and organizational culture, and details several incidents and complaints by female and minority employees. The case questions whether employee complaints are a relatively narrow issue involving disgruntled former employees who did not fit at the organization or a much broader issue involving discrimination and managerial neglect in creating and maintaining a nondiscriminatory, inclusive culture. Students are encouraged to evaluate the situation in which Co-Founder, Board Chair and Chief Executive Officer, Ben Silbermann finds himself, evaluate the actions taken and decide if Silbermann should take any additional actions to address the discrimination claims and ensure a positive culture for all employees.

This case is appropriate for graduate and advanced undergraduate level courses in organizational behavior, human resource management and business law or any course where discrimination and workplace culture are discussed.