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The purpose of this paper is to demonstrate an improved method for forecasting the US Army recruiting.

Time series methods, regression modeling, principle components and marketing research are included in this paper.

This paper found the unique ability of multiple statistical methods applied to a forecasting context to consider the effects of inputs that are controlled to some degree by a decision maker.

This work will successfully inform the US Army recruiting leadership on how this improved methodology will improve their recruitment process.

Improved US Army analytical technique for forecasting recruiting goals..

This work culls data from open sources, using a zip-code-based classification method to develop more comprehensive forecasting methods with which US Army recruiting leaders can better establish recruiting goals.

The purpose of this paper is to examine the role of graduate recruitment in the professional socialisation and subjectification of Big Four professionals.

The paper draws on documentary data and interviews conducted at one British university. It adopts an interpretive perspective and is informed by Foucault’s work on technologies of power and technologies of the self.

The paper argues that the graduate recruitment practices of Big Four firms represent a series of examinations which produce the category of ideal recruits. It moreover suggests that this category serves as the ultimate objective of an ethical process whereby aspiring accountants consciously and deliberately seek to transform themselves into the type of subjects they aspire to be – ideal recruits.

The findings of the paper are primarily based on interviews conducted at one university. Future research could explore if students at other universities experience graduate recruitment in similar or different ways.

The paper highlights the constitutive role of graduate recruitment practices and shows that they can construct ideal recruits as much as they select them. It also shows that graduate recruitment is an important anticipatory socialisation mechanism that can compel aspiring accountants to learn how to look, sound and behave like Big Four professionals long before they join such organisations. Finally, the paper discusses its implications for the future of the profession, social mobility and the use of Foucault’s work on technologies of power and the self in studying subjectivity at elite professional service firms.

This research develops a data-driven statistical model capable of predicting a US Army Reserve (USAR) unit staffing levels based on unit location demographics. This model provides decision makers an assessment of a proposed station location’s ability to support a unit’s personnel requirements from the local population.

This research first develops an allocation method to overcome challenges caused by overlapping unit boundaries to prevent over-counting the population. Once populations are accurately allocated to each location, we then then develop and compare the performance of statistical models to estimate a location’s likelihood of meeting staffing requirements.

This research finds that local demographic factors prove essential to a location’s ability to meet staffing requirements. We recommend that the USAR and US Army Recruiting Command (USAREC) use the logistic regression model developed here to support USAR unit stationing decisions; this should improve the ability of units to achieve required staffing levels.

This research meets a direct request from the USAREC, in conjunction with the USAR, for assistance in developing models to aid decision makers during the unit stationing process.

The purpose of this paper is to identify what attention science pays to CSR communication for the process of career orientation and employer decision-making by the critical sought after top talent.

The review is structured as a systematic literature review of the CSR–HRM intersection. In 11 EBSCO online databases one of several “CSR-terms” was combined with one of several “HRM-terms”.

Although CSR has long been recognized as a relevant factor for organizational attractiveness (Greening and Turban, 2000) and talent attraction and its importance is reflected in the ongoing “war for talent” (Chambers et al., 1998) in which (prospective) leaders are considered a critical human resource for corporate success (Ansoff, 1965), few contributions are focusing on successfully recruited future leaders/high potentials.

There is a knowledge gap about the importance of CSR in high potential recruiting, which influences both resource-strong decisions on the company side and the communication behavior of applicants. Companies only know about a general CSR relevance for employees and applicants. Accordingly, no attention-optimized CSR communication can take place. In the highly competitive battle for the attention of high potentials, this leads to undifferentiated communication formats. At the same time, high potentials may not receive the CSR information of interest to them from an employer at the relevant time and therefore cannot present an optimal fit in the cover letters and thus cannot prove themselves as ideal candidates.

CSR is not only an obligatory field of communication for companies, but also a special opportunity in recruiting the young value-oriented generations Y and Z. The research on CSR communication in the course of their career decision has not been covered in a review so far, the research situation is thus explicitly addressed for the first time and practical implications for the post COVID-19 employer brand and recruiting communication are addressed.

College interns often possess information-age skills that are not familiar to workers who have been on the job for several years. Interns may be future sources for new employees. There is also the added benefit of observing and evaluating an intern for future consideration, as a full-time employee, after graduation. Giving junior employees the opportunity to supervise interns is also a way of evaluating the junior employees℉ potential as a supervisor. The employment of college interns should be a mutually beneficial endeavor. As with all successful endeavors, the employment of interns requires planning and supervision.

The hospitality and tourism industry faces a number of workforce challenges, especially the high turnover rates and associated replacement costs associated with continually identifying and hiring new employees. The purpose of this paper is to discuss how hospitality and tourism organizations can use electronic human resource management (eHRM) and artificial intelligence (AI) to help recruit and select qualified employees, increase individual retention rates and decrease the time needed to replace employees. Specifically, it discusses how e-recruiting and e-selection and AI tools can help hospitality and tourism organizations improve recruiting and selection outcomes.

Research on eHRM, AI, employee recruitment and employee selection are applied to the hospitality and tourism industry and insights for how eHRM and AI can be applied to the industry are discussed.

eHRM and AI have the potential to transform how the hospitality and tourism industry recruit and select employees. However, care must be taken to ensure that the insights gained and the decisions made are well received by employees and lead to better employee and organizational outcomes.

This paper represents the first research that integrates research from eHRM and AI and applies it to the hospitality and tourism industry.

This paper represents the first research that integrates research from eHRM and AI and applies it to the hospitality and tourism industry.

Understanding matching patterns and determinants of attracting quality talents is an under-researched area, especially from a firm perspective. Firm’s recruitment strategies have an impact on the sorting patterns in the labour market which remains undetermined. This paper aims to explore the drivers of attracting and recruiting quality talents. Also, the role of policies including the national labour laws, industry norms and localised firm policies have on hiring practices and drivers in a developing country.

This study is underpinned by network theory, equity theory, social exchange theory and resource-based theory. The authors leveraged on a mixed methodology that is a structured questionnaire administered to 200 firm representatives in Lagos and interviews with key informants from the demand side for labour.

The study revealed that firms can leverage on salary, brand name, referral, job security as core factors in attracting and recruiting quality talents. Also, digitisation is a key strategy leveraged on attracting and recruiting quality talents. Techniques such as the use of social media, traditional media, online interviews, physical interviews have proven to help in selecting quality talents.

Specifically, the paper throws light on how firms use different recruitment channels for hiring workers, and how the use of these channels affects the quality of matches. Furthermore, the role of social networks, wages and benefits for firm recruitment and matching efficiency was well highlighted.

Like other European countries, Germany is facing regional physician shortages, which have several consequences on patient care. This study analyzes how hospitals perceive physician shortages and which strategies they adopt to address them. As a theoretical framework, the resource dependency theory is chosen.

The authors conducted 20 semi-structured expert interviews with human resource officers, human resource directors, and executive directors from hospitals in the northwest of Germany. Hospitals of different ownership types, of varying sizes and from rural and urban locations were included in the sample. The interviews were analyzed by using qualitative content analysis.

The interviewees reported that human resource departments in hospitals expand their recruiting activities and no longer rely on one single recruiting instrument. In addition, they try to adapt their retaining measures to physicians' needs and offer a broad range of employment benefits (e.g. childcare) to increase attractiveness. The study also reveals that interviewees from small and rural hospitals report more difficulties with attracting new staff and therefore focus on recruiting physicians from abroad.

Since the staffing situation in German hospitals will not change in the short term, the study provides suggestions for hospital managers and health policy decision-makers in dealing with physician shortages.

This study uses the resource dependency theory to explain hospitals' strategies for dealing with healthcare staff shortages for the first time.

Policymakers have long suggested diversifying US police forces, which typically have white male majorities among officers. This article explores to what extent police diversity has changed over time in large agencies, as well as whether different diversity benchmarks may matter for agencies.

The authors draw data from the Law Enforcement Management and Administrative Statistics (LEMAS) survey for 358 agencies that had at least 100 full-time sworn officers in 1997 and 2016 and that reported officer demographic data to the LEMAS in both years. For a selection of 12 communities – three randomly chosen in each of the four US Census regions – the authors compare officer diversity to Census data on population diversity for different benchmarks.

There has been some increase in diversity but policing largely remains a white male profession. The authors find only limited variation in diversity by type of benchmark – e.g. total population, working population or recruiting-age population – a community considers. This suggests communities may wish to choose a benchmark they can best measure and seek to increase diversity by it, and research on workforce representation may not be sensitive to benchmark choice. The authors also suggest communities and their police organizations consider other ways to assess diversity, including those that illustrate a broader range of attributes and representation throughout the organization, and that they research and test alternative forms of measurement to gauge whether these findings hold for different modeling approaches.

Our analysis is limited to the largest police agencies and to overall staffing level diversity metrics pertaining to sex, race and Hispanic origin. Still, we find many police agencies have room for greater diversity, which could draw more qualified workers and lead to better policing.

While there has been much attention to police diversity in recent decades, there have been few efforts to compare alternative measurement approaches. This research provides guidance to some initial measures, as well as further considerations communities may wish to make.