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In recent years, data science has become a high-demand profession, thereby attracting transmuters (individuals who want to change their profession due to industry trends) to this field. The primary purpose of this paper is to guide transmuters in becoming data scientists.

An exploratory study was conducted to uncover the challenges faced by data scientists according to their educational backgrounds. An extensive set of responses from 31 countries was received.

The results reveal that skill requirements and tool usage vary significantly with educational background. However, regardless of differences in academic background, the data scientists surveyed spend more time analyzing data than operationalizing insight.

The collected data are available to support replication in various scenarios, for example, for use as a roadmap for those with an educational background in art-related disciplines. Additional empirical studies can also be conducted specific to geographical location.

The current work has categorized data scientists by their fields of study making it easier for universities and online academies to suggest required knowledge (courses) according to prospective students' educational background.

The conducted study suggests the required knowledge and skills for transmuters to acquire, based on their educational background, and reports a set of motivational factors attracting them to adopt the data science field.

The purpose of this study is to investigate the current construction progress monitoring (CPM) process in relation to the contractual obligations, how project management teams carry out this activity in the field and why teams continue to adopt the current method. The study aims to provide a comprehensive understanding of the current monitoring process and its effectiveness, identify any shortcomings and propose recommendations for improvements that can lead to better project outcomes.

The study conducted semi-structured interviews with 28 construction management practitioners to explore their views on contractual requirements, traditional progress monitoring practices and advanced monitoring methods. Thematic analysis was used to identify existing processes, practices and incentives for advanced monitoring.

Standard construction contracts mandate current progress monitoring practices, which often rely on manual, document-centric and labor-intensive methods, leading to slow and erroneous progress reporting and project delays. Key barriers to adopting advanced tools include rigid contractual clauses, lack of incentives and the absence of reliable automated tools. A holistic automated approach that covers the entire CPM process, from planning to claim management, is needed as a viable alternative to traditional practices.

The study's findings can inform researchers, stakeholders and decision-makers about the existing monitoring practices and contribute to enhancing project management practices.

The study identified contractually mandated progress monitoring processes, traditional methods of collecting, transferring, analyzing and dispensing progress-related information and potential incentives and points of departure towards technologically advanced methods.

This study aims to fabricate multiwalled carbon nanotubes (MWCNTs)-mediated polyvinyl alcohol (PVA) composite films using the solution casting approach.

The prepared films were evaluated for diverse structural, surface, optical and electrical attributes using advanced analytical techniques, i.e. electron microscopy for surface morphology, Fourier transform infrared spectroscopy for tracing chemical functionalities, x-ray diffraction (XRD) for crystal patterns, water contact angle (WCA) analysis for surface wettability and UV visible spectroscopy for optical absorption parameters. The specimens were also investigated for certain rheological, mechanical and electrical properties, where applicable.

The surface morphology results expressed a better dispersion of MWCNTs in the resultant PVA-based nanocomposite film. The XRD analysis exhibited that the nanocomposite film was crystalline. The surface wettability analysis indicated that with the inclusion of MWCNTs, the WCA of the resultant nanocomposite film improved to 89.4° from 44° with the pristine PVA film. The MWCNTs (1.00%, w/w) incorporated PVA-based film exhibited a tensile strength of 54.0 MPa as compared to that of native PVA as 25.3 MPa film. There observed a decreased bandgap (from 5.25 to 5.14 eV) on incorporating the MWCNTs in the PVA-based nanocomposite film.

The MWCNTs’ inclusion in the PVA matrix could enhance the AC conductivity of the resultant nanocomposite film. The prepared nanocomposite film might be useful in designing certain optoelectronic devices.

The results demonstrated the successful MWCNTs mediation in the PVA-based composite films expressed good intercalation of the precursors; this resulted in decreased bandgap, usually, desirable for optoelectronic applications.

The successful performance of organizations depends on the smooth working relations between their leaders and employees. Considering the importance of the behaviors of leaders/supervisors, this study intends to explore the bright side of abusive supervision on the performance of trainees in different police colleges in Pakistan.

The data for this study were collected from police colleges and supervisors in Pakistan, and the sample comprised police trainees and their instructors (N = 254 responses from 50 instructors and 254 police trainees). The data were analyzed using structural equation modeling via Amos to test the hypothesized relationships.

Results reveal a positive connection between abusive supervision and the performance of trainees. Moreover, the moderating role of passion for a cause in the relationship between abusive supervision and trainee performance is supported.

Despite its relevance, this study has certain limitations. First, this study was conducted in a specific occupational and cultural context. A comprehensive understanding of the diverse occupational and cultural context considerations can increase this study's value. Second, this study used cross-sectional data for analysis, which hindered us from making causal inferences. For a clear and improved understanding, longitudinal studies can help facilitate the process.

This study intends to explore the bright side of abusive supervision on the performance of trainees in different police colleges in Pakistan. The literature demonstrated the “dark side” of abusive supervision on work-related attitudes and behaviors. However, few studies investigated or explored the “bright side” of abusive supervision.

The purpose of this paper is to learn how strategic hybrid orientation – constructed from brand and market orientations – is related to the brand awareness, brand credibility, and financial performance of business-to-business (B2B) small- and medium-sized enterprises (SMEs).

The questionnaire was used in a survey to collect data from 250 Finnish B2B SMEs. The sampled firms were categorized into four clusters according to a two-by-two matrix, and their relationships with the brand performance outcomes were examined using one-way ANOVA and multiple regression.

The results indicate that strategic hybrid orientation is positively related to all three dimensions of brand performance, showing that two dissimilar orientations can complement each other in improving brand performance outcomes. However, the strength of complementary interaction seems to vary depending on the degree to which brand- and market-oriented attributes dominate in a firm’s strategy.

This is one of the first studies to provide empirical evidence to support the concept of strategic hybrid orientation for branding in B2B SMEs. This study aims to contribute to existing research on SME branding by capitalizing on B2B branding and strategic management literatures.

This study aims to examine the relationship between brand orientation and financial performance in business-to-business (B2B) small- and medium-sized enterprises (SMEs). It examines the impact of brand-oriented strategy on financial performance through four branding constructs, namely, internal branding, brand communication, brand awareness and brand credibility.

A questionnaire-based survey was conducted to collect data from 250 Finnish B2B SMEs. Confirmatory factor analysis was performed to examine the validity of the constructs, whereas structural equation modeling was used to test proposed hypotheses of the study.

The results suggest that brand orientation improves the effectiveness of brand communication and internal branding in building brand awareness and credibility. Brand awareness emphasizes an external route through brand communication, whereas brand credibility emphasizes an internal route through internal branding. Brand awareness has a positive impact on brand credibility, and brand credibility has a positive impact on financial performance, highlighting the importance of both brand performance components for financial performance.

This study addresses the research gap in the B2B branding literature regarding the role of branding in enhancing financial performance. The results suggest that brand-oriented strategy can contribute to financial performance through brand awareness and brand credibility in the context of B2B SMEs.

The basic intention of this research is to investigate the role of information transparency of financial institutions and psychological attitude of the individuals toward their attention to saving and borrowing. This study also tries to know how an individual's psychological factor affects a person's attitude to motivate them to save or borrow and contribute to well-being by giving them confidence that they can face financial challenges. So, the main concern of this study is to explore different factors that ultimately contribute to the financial well-being (FWB) of individual.

A survey was conducted by using a well-structured questionnaire to collect data and test the developed hypotheses by using SmartPLS. Data were collected from 120 customers of seven different commercial banks in Pakistan.

The findings of this study show that perceived information transparency positively affects FWB. It is also because transparent shared information creates positive change in individuals' perceived self-efficacy and leads to FWB. Furthermore, an individual's psychological attitude toward borrowing and saving did not contribute to the FWB of people who belong to Pakistan.

The research area is limited to one city of Pakistan and analysis is done with small numbers of sample, it can be increased and more areas can be explored.

This research provides significant implications for people and economists by providing awareness about the antecedents of FWB. The policymakers or managers who work in financial institutions should provide more transparent information and create less risky opportunities to improve the individual's well-being. If person, manager and financial institution can properly utilize the information of this study, then they are able to improve their FWB. By providing more transparent services and favorable experience with your dealings, it could help to obtain and retain more loyal internal (employees) and external customers. The loyal customers and sincere employees can increase the productivity level of organization. The more productive organizations in countries means better society and progress in the economy.

This research contributes to the body of knowledge that how perceived information transparency and psychological attitude of borrowing create improvement and upward changes in the FWB of a person.

The purpose of this study/paper is first to determine the impact of perceived recovery justice (PRJ) (as a second-order construct) on recovery satisfaction and repurchase intentions; secondly, to investigate the mediating impact of customer affection and recovery satisfaction (on the relationship between PRJ and repurchase intentions and satisfaction and repurchase intentions, respectively); and thirdly, to examine the moderating effect of gender on the relationships between PRJ–recovery satisfaction–repurchase intentions.

The authors used a self-administrated survey technique for data collection. Afterwards, partial least square structural equation modelling was used to evaluate the data from 300 respondents (the automotive insurance industry in Punjab, Pakistan).

The findings show that PRJ, recovery satisfaction and customer affection positively predict repurchase intentions. PRJ also indirectly predicts repurchase intentions through the mediating effect of recovery satisfaction. Gender has a contingent effect on the PRJ–customer satisfaction–repurchase intentions relationship, such that the effect is higher for females than males. These findings have important theoretical and practical implications. To counter service failure, this study helps to draft effective strategies and policies for the insurance industry to make customers loyal patrons.

These findings have important theoretical and practical implications. To counter service failure, this study helps to draft effective strategies and policies for the insurance industry to make customers loyal patrons.

This study also tested a novel relationship, in that the authors used customer affection as a mediating factor between the satisfaction and repurchase intentions relationship. Moreover, the authors also tested the moderating role of gender in PRJ–recovery satisfaction–repurchase intentions associations.

Management sciences (organizational behavior).

The case is suitable for MBA students, employees of any organization, human resource practitioners, organization administrators, human resource directors and senior line management.

The study deals with unethical or “haraam” practices at the workplace. It is based on the observation of the researchers. The business organization was selected and the behavior of employees was observed for two months. An interesting behavior of an employee was observed and the change in behavior was followed. The study describes the various factors influencing the behavior and performance of the employee and emphasis is made on the “haraam” practices of drinking alcohol and unacceptable behavior. The focus is on the performance of the employee. Major events and changes were elaborated to deduce the descriptive cause and effect results based on observation. It was found that behavior as well as performance was reduced due to “haraam” practices, which can be a lesson for other employees to follow as well as for managers to devise strategies in order to improve the most important resource of their organization, i.e. the human resource.

As this case was designed for an executive education programme, no detail regarding where it fitted into the curriculum is applicable as would be the case with cases designed for students. The case is intended to develop skills in students to creatively approach a common and wide spread problem and to think about the solution in an innovative way. The overall purpose of the case is to engage human resource practitioners (students) in creatively constructing innovative solutions to address the problem of compulsive drinking in the organizational environment.

Teaching notes are available, please consult your librarian for access.

The coronavirus disease 2019 (COVID-19) pandemic has affected the global economy and, thus, the global construction industry. This paper aims to study the impact of COVID-19 on construction project performance in the United Arab Emirates (UAE).

This study adopted a qualitative and exploratory approach to investigate the impact of COVID-19 and its policies on project performance in the UAE construction industry in critical areas of the project management body of knowledge (e.g. schedule, cost, resources and contracts). Semi-structured interview questions were asked from ten construction professional to obtain valuable insights into the pandemic’s effects on the UAE construction industry and the effectiveness of policies implemented to rectify the damage and identify the industry’s new normal.

The findings indicate that the construction industry faced several challenges such as schedule delays, disrupted cashflows, delayed permits, approvals and inspections, travel restrictions, serious health and safety concerns, material and equipment shortages, among others which hindered the timely delivery of construction projects. It also indicates that efforts made by the government institutions and the construction industry of the UAE such as economic support programs, digitization of processes, fee and fine waivers, health facilities, among other statutory relaxations proved effective in supporting the construction industry against the adverse effects of the pandemic.

The research findings are limited to the literature review and ten semi-structured interviews seeking an expert’s opinion from industry professionals working in the UAE construction industry. The research team did not get access to project documents, contracts and project progress reports which may be required to validate the interview findings, and to perform an in-depth analysis quantifying the impact of COVID 19 on construction projects performance, which is a limitation of this research.

The implication is that, owing to the imposed lockdowns and strict precautionary measures to curb the rapid spread of the pandemic, smooth execution of the construction project across the country was affected. The government institutions and stakeholders of the construction projects introduced and implemented various techniques and solutions which effectively handled the implications of the COVID-19 pandemic on the construction industry of the UAE.

This study has identified the challenges faced by the construction industry of the UAE in the context of the management of project schedule, project cost, construction contracts, health and safety of construction employees and other related aspects of the construction projects. This study also identified the techniques and solutions adopted by various public and private institutions of the country and their implications on construction projects. Therefore, this study provides guidelines for policymakers and future research studies alike.