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The awareness of probability was observed in ancient cultures through the discovery of primitive dice games made with animal bones. The history of analytics in the workplace, as it is currently known (defined as predictive analytics), probably started in ancient Roman times, when the concept of insurance was first created. While the previous example showed that analytics for business had been around for some time, it is only relatively recently that there is an increased emphasis on the use of analytics in the modern firm. Credit card firms and retail catalog companies relied on analytics to drive their business models, for most of the latter half of the twentieth century. The use of advanced analytics for business also grew around the Millennium since the widespread use of data warehousing and relational databases on client servers. Moreover, Machine Learning and Artificial Intelligence Techniques, which have been around for many decades, have had very few breakthrough successful applications up until recently when cloud computing and being able to take advantage of the infrastructure of companies, such as Amazon and Google, with their Cloud Services enabled these algorithms to be used to their full extent in firms. This powerful infrastructure availability coupled with BIG DATA is creating breakthrough applications across many business models on a consistent basis. This chapter explores the use of advanced analytics across different business functional areas. It also introduces some breakthrough models, which include Netflix, Pandora, eHarmony, Zillow, and Amazon, and explores how these are not only changing the lives of consumers but also changing the nature of the workplace and creating new issues for firms such as data protection and liabilities for the actions of automated algorithms.

The purpose of this paper is to investigate the role stress model originally developed by Fogarty et al. (2000) using more refined measures, a context-specific performance metric and a targeted respondent group. The investigation uses a sample of working professional auditors to investigate the associations between job stressors, burnout and job outcomes using an industry-specific measure of job performance.

The analyses use structural equations modeling procedures to examine a model that postulates that burnout will mediate the relations between job stressors and job outcomes. The data for the study come from 293 survey instruments completed by auditors working at the offices of 11 public accounting firms. A parsimonious job satisfaction scale based on Churchill et al.’s (1985) 27-item scale is developed using classical test-item analysis and is incorporated into the analysis.

The results suggest three significant items of note. First, although prior research has found that burnout partially mediates relations between job stressors and job outcomes, this study shows that burnout fully mediates these associations. Second, the study provides support for the reduced audit quality practices (RAQP) scale as an audit-specific construct for job performance. Finally, results show that the 27-item job satisfaction scale can successfully be reduced to a six-item scale.

While this study is subject to the limitations inherent to all cross-sectional studies that use self-report instruments, the results further the knowledge related to the role stress paradigm in auditor work settings.

This study’s findings provides a cogent argument for human resource managers at public accounting firms to monitor staff burnout levels and implement interventional strategies (Jones III et al., 2010) when these levels become excessive. Efforts to mitigate staff burnout levels may decrease the likelihood of staff engagement in dysfunctional audit practices and the associated costs to the firm and the individual(s) involved.

The findings also demonstrate the superiority of the RAQP scale in terms of explaining variance in auditor performance when compared to the modified performance measures utilized in prior research.

This paper examines the influence of stress arousal and burnout as mediators of the negative relations between role stressors and job outcomes (satisfaction, performance, and turnover intentions) among a sample of AICPA members working in public accounting. It extends prior research which examined these linkages (Chong & Monroe, 2015; Fogarty, Singh, Rhoads, & Moore, 2000; Smith, Davy, & Everly, 2007) by evaluating a model that simultaneously incorporates stress arousal and the three fundamental dimensions of burnout, i.e., emotional exhaustion, depersonalization, and reduced personal accomplishment. This paper also utilizes a recently validated stress arousal measure designed to capture the worry and rumination aspects of arousal posited to be responsible for a number of negative personal outcomes.

The results indicate that role stressors, mediated by stress arousal and the individual burnout dimensions, have a negative influence on job outcomes. In line with predictions regarding the temporal ordering of stress arousal and burnout in the model, each of the job stressors had a significant positive influence on accountants’ stress arousal, and the influence of the individual role stressors on each burnout dimension was either partially or fully mediated via their relations with stress arousal. In turn, the influence of stress arousal on each of the job outcomes was either partially or fully mediated through its relations with emotional exhaustion.

This research provides accounting-ethics authors and administrators with a benchmark for accounting-ethics research. While Bernardi and Bean (2010) considered publications in business-ethics and accounting’s top-40 journals this study considers research in eight accounting-ethics and public-interest journals, as well as, 34 business-ethics journals. We analyzed the contents of our 42 journals for the 25-year period between 1991 through 2015. This research documents the continued growth (Bernardi & Bean, 2007) of accounting-ethics research in both accounting-ethics and business-ethics journals. We provide data on the top-10 ethics authors in each doctoral year group, the top-50 ethics authors over the most recent 10, 20, and 25 years, and a distribution among ethics scholars for these periods. For the 25-year timeframe, our data indicate that only 665 (274) of the 5,125 accounting PhDs/DBAs (13.0% and 5.4% respectively) in Canada and the United States had authored or co-authored one (more than one) ethics article.

This study examines the scholarly output of accounting researchers in the periods surrounding a change in university affiliation. Our expectation that publishing activity will increase in periods around an institutional change is based on expectancy theories and informed by studies on the contract year performances of professional athletes. Using a sample of 635 accounting professors who switched universities between 2008 and 2014, the authors find evidence that accounting authors who switch universities publish more in the years around a switch compared with other years. Our research contributes to the literature on changes in university affiliation by documenting a contract year phenomenon operating within accounting academia. Practical implications for college administrators are also discussed.

The purpose of this paper is to examine the potential counteracting influence of individual resilience levels on the tendency of role stressors, stress arousal and burnout to reduce job satisfaction and increase turnover intentions.

This study surveys 332 auditors from the offices of nine public accounting firms. The structural equations modeling procedures examine an expanded role stress model to assess the nature and extent of the role that resilience plays in reducing stress, burnout, job dissatisfaction and turnover intentions.

Resilience has a significant direct negative association with stress arousal and burnout, a significant indirect positive association with job satisfaction and a significant indirect negative association with turnover intentions.

As a cross-sectional study that incorporates self-report instruments, no definitive statements can be made about causality. However, the results extend the extant knowledge related of the role of resilience as a coping mechanism within the role stress paradigm in auditor work settings.

This study’s findings suggest the potential value of resilience training programs at public accounting firms to reduce staff burnout. In turn, reduced burnout has an increased likelihood ceteris paribus of increasing job satisfaction and reducing auditor turnover intentions.

This study’s findings suggest that resilience training for public accounting staff to reduce burnout may provide the organizational and personal benefits associated with enhancing job satisfaction and decreasing turnover intentions.

Communications regarding this column should be addressed to Mrs. Cheney, Peabody Library School, Nashville, Tenn. 37203. Mrs. Cheney does not sell the books listed here. They are available through normal trade sources. Mrs. Cheney, being a member of the editorial board of Pierian Press, will not review Pierian Press reference books in this column. Descriptions of Pierian Press reference books will be included elsewhere in this publication.

The following classified, annotated list of titles is intended to provide reference librarians with a current checklist of new reference books, and is designed to supplement the RSR review column, “Recent Reference Books,” by Frances Neel Cheney. “Reference Books in Print” includes all additional books received prior to the inclusion deadline established for this issue. Appearance in this column does not preclude a later review in RSR. Publishers are urged to send a copy of all new reference books directly to RSR as soon as published, for immediate listing in “Reference Books in Print.” Reference books with imprints older than two years will not be included (with the exception of current reprints or older books newly acquired for distribution by another publisher). The column shall also occasionally include library science or other library related publications of other than a reference character.