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Purpose: This chapter aims to analyse and highlight the current landscape of performance management (PM) systems, and the benefits of integrating modern technology such as smart analytics (SA) and artificial intelligence (AI) into PM systems. The chapter discusses the application of AI in PM tasks which successively simplify many offline PM tasks.

Methodology: To carry out this analysis, a systematic literature review was performed. The review covers literature detailing PM components as well as research concerned with the integration of SA and AI into PM systems.

Findings: This study uncovers the merits of using SA and AI in PM. SA technology provides organisations with a clear direction for improvement, rather than simply state failure in performance. AI can be used to automate redundant tasks while retaining the human element of decision-making. AI also helps reduce the time required to take action on feedback.

Significance: The findings of this research provide insights into the use of SA and AI to make PM tasks fast, scalable, and error-free.

The Bureau of Economics in the Federal Trade Commission has a three-part role in the Agency and the strength of its functions changed over time depending on the preferences and ideology of the FTC’s leaders, developments in the field of economics, and the tenor of the times. The over-riding current role is to provide well considered, unbiased economic advice regarding antitrust and consumer protection law enforcement cases to the legal staff and the Commission. The second role, which long ago was primary, is to provide reports on investigations of various industries to the public and public officials. This role was more recently called research or “policy R&D”. A third role is to advocate for competition and markets both domestically and internationally. As a practical matter, the provision of economic advice to the FTC and to the legal staff has required that the economists wear “two hats,” helping the legal staff investigate cases and provide evidence to support law enforcement cases while also providing advice to the legal bureaus and to the Commission on which cases to pursue (thus providing “a second set of eyes” to evaluate cases). There is sometimes a tension in those functions because building a case is not the same as evaluating a case. Economists and the Bureau of Economics have provided such services to the FTC for over 100 years proving that a sub-organization can survive while playing roles that sometimes conflict. Such a life is not, however, always easy or fun.

Enhanced revenue mobilization is essential in developing countries such as South Africa. However, it is inevitably a complex process, both from economic and political perspectives. Increasing the rate of value-added tax (VAT) has been identified as one option to increase tax revenue, although the likely effect of VAT rate changes on tax compliance behaviour is undetermined. This study considers the impact of such a change on the tax compliance behaviour of small business entities. In order to address the impact of VAT rate changes on tax compliance behaviour, a between-subjects pre-test/post-test online field experiment was conducted and designed to identify the implications of rate changes of various directions and magnitude.

Statistical analysis of the data obtained from the experiment indicated that small business entities are inclined to reduce the VAT liability when there is an increase in the VAT rate, and to do so by overstating purchases rather than under-declaring sales. This leads to an increase in non-compliance. The greater the magnitude of the VAT rate increase, the greater the level of non-compliance. In contrast, no significant relationships were identified between a decrease in the VAT rate and tax compliance.

It’s been thirty years since the original articulation of “Appreciative Inquiry in Organizational Life” was written in collaboration with my remarkable mentor Suresh Srivastva (Cooperrider & Srivastva, 1987). That article – first published in Research in Organization Development and Change – generated more experimentation in the field, more academic excitement, and more innovation than anything we had ever written. As the passage of time has enabled me to look more closely at what was written, I feel both a deep satisfaction with the seed vision and scholarly logic offered for Appreciative Inquiry, as well as well as the enormous impact and continuing reverberation. Following the tradition of authors such as Carl Rogers who have re-issued their favorite works but have also added brief reflections on key points of emphasis, clarification, or editorial commentary I am presenting the article by David Cooperrider (myself) and the late Suresh Srivastva in its entirety, but also with new horizon insights. In particular I write with excitement and anticipation of a new OD – what my colleagues and I are calling the next “IPOD” that is, innovation-inspired positive OD that brings AI’s gift of new eyes together in common cause with several other movements in the human sciences: the strengths revolution in management; the positive pscyhology and positive organizational scholarship movements; the design thinking explosion; and the biomimicry field which is all about an appreciative eye toward billions of years of nature’s wisdom and innovation inspired by life.

This article presents a conceptual refigurationy of action-research based on a “sociorationalist” view of science. The position that is developed can be summarized as follows: For action-research to reach its potential as a vehicle for social innovation it needs to begin advancing theoretical knowledge of consequence; that good theory may be one of the best means human beings have for affecting change in a postindustrial world; that the discipline’s steadfast commitment to a problem solving view of the world acts as a primary constraint on its imagination and contribution to knowledge; that appreciative inquiry represents a viable complement to conventional forms of action-research; and finally, that through our assumptions and choice of method we largely create the world we later discover.

A youthful sub-Saharan Africa presents fertile grounds to nurture a new breed of inspirational and resilient leadership that could transform the continent for decades to come. Population statistics indicate that 44% of sub-Saharan Africa’s population is less than 15 years old. The timing is ripe to infuse transformational leadership skills targeting the youth to build sustainable peace. The most potent force of change in Africa today is her youthful, progressive, and courageous population. A renewed sense of patriotism, nationalism, and a brighter Africa abound with hope and prosperity is in the hands of the youth. The United States President Barack Obama recently said, “… You have the power to hold your leaders accountable, and to build institutions that serve the people. You can serve in your communities, and harness your energy and education to create new wealth and build new connections to the world. But these things can only be done if all of you take responsibility for your future” (Remarks by President Obama to the Ghanaian Parliament, July 11, 2009). This chapter incorporates the principles and power of appreciative inquiry, moral imagination, and moral leadership to offer the African Youth inspiration for fresh leadership. The overall outcome will be a discourse toward an African Youth Theory of Inspirational Servant Leadership.

Advances in Econometrics is a series of research volumes first published in 1982 by JAI Press. The authors present an update to the history of the Advances in Econometrics series. The initial history, published in 2012 for the 30th Anniversary Volume, describes key events in the history of the series and provides information about key authors and contributors to Advances in Econometrics. The authors update the original history and discuss significant changes that have occurred since 2012. These changes include the addition of five new Senior Co-Editors, seven new AIE Fellows, an expansion of the AIE conferences throughout the United States and abroad, and the increase in the number of citations for the series from 7,473 in 2012 to over 25,000 by 2022.

Library buildings are routinely reimagined, remodeled, or built new to meet the changing needs of their community. The move from collection-centric to user-centric service models has generated numerous writings about the library as place and space. The one concept lacking in the scholarly discourse is the changing roles of librarians to meet the needs of these new spaces and places. How do librarians fit in the new equation? When addressing the professional identity of librarians, which aspect of their work will need to evolve and which will need to be let go? A critical facet of sustaining services in new spaces is the need to develop the sustainable librarian – to remove the stigma of the librarian as “jack of all trades, master of none.” In order to realize this new mindset of mastering our domain we need to begin reimagining our work. Some ways, this can be accomplished by writing increased flexibility into position descriptions and creating organizational structures to better support librarians within the new spaces. With these new developments to our professional identities, librarians may learn to employ entrepreneurial skills in order to continuously anticipate services and develop skill sets to aid the library’s ability to fulfill its purpose. The authors provide a literature review to discuss the changing role of the academic librarian to meet the evolution of the library building and services. We will provide an example through findings and practices of Grand Valley State University and how it reimagined roles in the early 2000s and continues to reimagine roles in a new building and a renovated branch library. The change of spaces and places in academic libraries to accommodate user needs and perceptions has impacted how academic librarians work in these spaces and places. Library administrators need to rethink workflows, and organizational charts by examining flexible workloads, cross-training initiatives, professional development around new skills, and the letting go of obsolete practices.

Originality/value – in this chapter, the authors will discuss how library leaders are charged with translating the new roles of their librarians to meet the needs of their community in these new spaces and how library leaders may look beyond the literature of the profession for ways to facilitate change.

Hausman (1978) represented a tectonic shift in inference related to the specification of econometric models. The seminal insight that one could compare two models which were both consistent under the null spawned a test which was both simple and powerful. The so-called ‘Hausman test’ has been applied and extended theoretically in a variety of econometric domains. This paper discusses the basic Hausman test and its development within econometric panel data settings since its publication. We focus on the construction of the Hausman test in a variety of panel data settings, and in particular, the recent adaptation of the Hausman test to semiparametric and nonparametric panel data models. We present simulation experiments which show the value of the Hausman test in a nonparametric setting, focusing primarily on the consequences of parametric model misspecification for the Hausman test procedure. A formal application of the Hausman test is also given focusing on testing between fixed and random effects within a panel data model of gasoline demand.