Mohammad Shamsuzzaman and Zhang Wu
The exponentially weighted moving average (EWMA) control charts are widely used in industries for monitoring small and moderate process shifts. The purpose of this paper is to…
Abstract
Purpose
The exponentially weighted moving average (EWMA) control charts are widely used in industries for monitoring small and moderate process shifts. The purpose of this paper is to develop an algorithm for the optimization design of the EWMA chart (known as MD‐EWMA chart).
Design/methodology/approach
The design algorithm adjusts the sample size n, sampling interval h, lower and upper control limits LCL and UCL, and the EWMA weight factor λ of the chart in an optimal manner in order to minimize the mean number of defective units (denoted as MD) produced per out‐of‐control case. The probability distribution of the random process shift (e.g. mean shift δ) is taken into account that may be modeled by a Rayleigh distribution based on the sample data acquired during the operation of the control chart.
Findings
The results of the comparison studies and an example show that the proposed MD‐EWMA chart is significantly superior to the Shewhart‐type MD‐X¯ chart and the other EWMA charts in terms of the overall mean defective MD.
Originality/value
As the economic charts, the proposed MD‐EWMA chart aims at reducing the quality cost. But the design of this chart only requires limited number of specifications that can be easily determined. Consequently, the MD chart provides the control chart designers with an alternative choice between the statistical design and the economic design. Specifically, the mean shift δ is handled as a random variable by using a parametric or nonparametric approach to manipulate the sample data of δ acquired during the operation of the control chart. The MD counts the number of defective units produced per out of control case; so the design of control chart based on MD is more realistic from a practical viewpoint. In addition, the design of MD‐EWMA chart combines forecasting with controlling methods of quality management.
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This paper sets out to describe and illustrate an emerging shift in the conceptualisation of value creation in business, namely the emergence of value ecology thinking.
Abstract
Purpose
This paper sets out to describe and illustrate an emerging shift in the conceptualisation of value creation in business, namely the emergence of value ecology thinking.
Design/methodology/approach
This paper examines shifts in the understanding of value creation in key business, economic and innovation literature and focuses on developments in creative industries at the forefront of technology and innovation – film, TV, computer games, e‐business, mobile phones – to illustrate how business increasingly creates value through ecologies.
Findings
This paper identifies five important shifts in the conceptualization of value creation by highlighting a growing prevalence in the literature of several ecological metaphors used to explain business processes, namely: the shift from thinking about consumers to co‐creators of value; the shift from thinking about value chains to value networks; the shift from thinking about product value to network value; the shift from thinking about simple co‐operation or competition to complex co‐opetition; and the shift from thinking about individual firm strategy to strategy in relation to value ecologies.
Originality/value
This paper synthesizes emerging trends in the literature in relation to value creation and defines the concept of a value‐creating ecology. In the process it sheds light on the structure of next generation business systems.
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Measuring the efficacy of workplace culture-shift efforts presented a substantial challenge in the author's research exploring how culture shifts during deliberate change…
Abstract
Purpose
Measuring the efficacy of workplace culture-shift efforts presented a substantial challenge in the author's research exploring how culture shifts during deliberate change initiatives. In response to this challenge this conceptual article proposes that the relative value participants attribute to desired culture outcomes can function as a proxy for measuring culture shift over time, providing applied researchers and practitioners with a simple way to measure efficacy of change initiatives.
Design/methodology/approach
This conceptual article reviews the difficulties of defining and measuring workplace culture using widely known, contemporary models and instruments. It then builds an argument for using differential measurement of the relative value attributed to culture shift outcomes (valuing) as a proxy for workplace culture shift, followed by discussion of how to conduct measurement.
Findings
This article deductively demonstrates that parsimonious measurement of culture shift is not only simple and feasible, but that practitioners and researchers alike can use a valuing approach to determine the efficacy of efforts to shift workplace culture.
Originality/value
Used to complement existing methods and instruments, or on its own, this approach to measurement can build deeper insights into what is going on during deliberate change initiatives, while answering the reflexive questions “are we doing the right things,” and “are we doing those things the right way?”
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The author believes that business leaders and writers are increasingly exploring a fundamental rethinking of the basic tenets of management. This paper aims to address this issue.
Abstract
Purpose
The author believes that business leaders and writers are increasingly exploring a fundamental rethinking of the basic tenets of management. This paper aims to address this issue.
Design/methodology/approach
The paper analyzes five shifts: the firm's goal (a shift from inside‐out to outside‐in); role of managers (a shift from controller to enabler); mode of coordination (from command and control to dynamic linking); values practiced (a shift from value to values); and communications (a shift from command to conversation).
Findings
Among the most important changes being proposed are five basic shifts in management practice.
Research limitations/implications
This paper offers a creative analysis of current business thinking.
Practical implications
The raison d'être of the firm shifts from reducing transaction costs to scalable collaboration, learning and innovation.
Originality/value
By adopting a people‐centered goal, a people‐centered role for managers, a people‐centered coordination mechanism, people‐centered values and people‐centered communication the leaders of a firm can focus on the people who are its customers.
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Arijit Maji and Indrajit Mukherjee
The purpose of this study is to propose an effective unsupervised one-class-classifier (OCC) support vector machine (SVM)-based single multivariate control chart (OCC-SVM) to…
Abstract
Purpose
The purpose of this study is to propose an effective unsupervised one-class-classifier (OCC) support vector machine (SVM)-based single multivariate control chart (OCC-SVM) to simultaneously monitor “location” and “scale” shifts of a manufacturing process.
Design/methodology/approach
The step-by-step approach to developing, implementing and fine-tuning the intrinsic parameters of the OCC-SVM chart is demonstrated based on simulation and two real-life case examples.
Findings
A comparative study, considering varied known and unknown response distributions, indicates that the OCC-SVM is highly effective in detecting process shifts of samples with individual observations. OCC-SVM chart also shows promising results for samples with a rational subgroup of observations. In addition, the results also indicate that the performance of OCC-SVM is unaffected by the small reference sample size.
Research limitations/implications
The sample responses are considered identically distributed with no significant multivariate autocorrelation between sample observations.
Practical implications
The proposed easy-to-implement chart shows satisfactory performance to detect an out-of-control signal with known or unknown response distributions.
Originality/value
Various multivariate (e.g. parametric or nonparametric) control chart(s) are recommended to monitor the mean (e.g. location) and variance (e.g. scale) of multiple correlated responses in a manufacturing process. However, real-life implementation of a parametric control chart may be complex due to its restrictive response distribution assumptions. There is no evidence of work in the open literature that demonstrates the suitability of an unsupervised OCC-SVM chart to simultaneously monitor “location” and “scale” shifts of multivariate responses. Thus, a new efficient OCC-SVM single chart approach is proposed to address this gap to monitor a multivariate manufacturing process with unknown response distributions.
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Henrik Gislason, Jørgen Hvid, Steffen Gøth, Per Rønne-Nielsen and Christian Hallum
An increasing number of Danish municipalities wish to minimize tax avoidance due to profit shifting in their public procurement. To facilitate this effort, this study aims to…
Abstract
Purpose
An increasing number of Danish municipalities wish to minimize tax avoidance due to profit shifting in their public procurement. To facilitate this effort, this study aims to develop a firm-level indicator to assess the potential risk of profit shifting (PS-risk) from Danish subsidiaries of multinational corporations to subsidiaries in low-tax jurisdictions.
Design/methodology/approach
Drawing from previous research, PS-risk is assumed to depend on the maximum difference in the effective corporate tax rate between the Danish subsidiary and other subsidiaries under the global ultimate owner, in conjunction with the tax regulations relevant to profit shifting. The top 400 contractors in Danish municipalities from 2017 to 2019 are identified and their relative PS-risk is estimated by combining information about corporate ownership structure with country-specific information on corporate tax rates, tax regulations and profit shifting from three independent data sets.
Findings
The PS-risk estimates are highly significantly positively correlated across the data sets and show that 17%–23% of the total procurement sum of the Danish municipalities has been spent on contracts with corporations having a medium to high PS-risk. On average, PS-risk is highest for large non-Scandinavian multinational contractors in sectors such as construction, health and information processing.
Social implications
Danish public procurers may use the indicator to screen potential suppliers and, if procurement regulations permit, to ensure high-PS-risk bidders document their tax practices.
Originality/value
The PS-risk indicator is novel, and to the best of the authors’ knowledge, the analysis provides the first estimate of PS-risk in Danish public procurement.
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H. Cenk Ozmutlu, Fatih Cavdur and Seda Ozmutlu
Content analysis of search engine user queries is an important task, since successful exploitation of the content of queries can result in the design of efficient information…
Abstract
Purpose
Content analysis of search engine user queries is an important task, since successful exploitation of the content of queries can result in the design of efficient information retrieval algorithms of search engines, which can offer custom‐tailored services to the web user. Identification of topic changes within a user search session is a key issue in content analysis of search engine user queries. The purpose of this study is to address these issues.
Design/methodology/approach
This study applies genetic algorithms and Dempster‐Shafer theory, proposed by He et al., to automatically identify topic changes in a user session by using statistical characteristics of queries, such as time intervals and query reformulation patterns. A sample data log from the Norwegian search engine FAST (currently owned by overture) is selected to apply Dempster‐Shafer theory and genetic algorithms for identifying topic changes in the data log.
Findings
As a result, 97.7 percent of topic shifts and 87.2 percent of topic continuations were estimated correctly. The findings are consistent with the previous application of the Dempster‐Shafer theory and genetic algorithms on a different search engine data log. This finding could be implied as an indication that content‐ignorant topic identification, using query patterns and time intervals, is a promising line of research.
Originality/value
Studies an important dimension of user behavior in information retrieval.
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Paul Murray, Andrew Douglas-Dunbar and Sheran Murray
The purpose of this paper is to report an attempt to quantitatively evaluate pedagogies designed to help learners clarify their personal values systems in a sustainability…
Abstract
Purpose
The purpose of this paper is to report an attempt to quantitatively evaluate pedagogies designed to help learners clarify their personal values systems in a sustainability context.
Design/methodology/approach
A pre-test/post-test survey was used to assess shifts in values orientations among 113 undergraduates from the same discipline, following the completion of intensive values-based sustainability training workshops.
Findings
The results indicate that small but statistically significant shifts in participant perceptions of their personal values orientations occurred, particularly in relation to values correlating with sustainability.
Research limitations/implications
The survey data were collated in six separate groups, potentially introducing unforeseen variables. As value types, rather than individual values, were used as the basis of the survey, there could be variations in participant perception and understanding of the value-type labels.
Practical implications
No control group was possible because the training intervention was a compulsory aspect of the participants’ degree programme, and the surveys were administered by the participants’ tutor, which could lead to “teacher” bias.
Social implications
This research evaluates pedagogies aiming to allow individuals to clarify their values and better understand the motivational role these have in influencing “sustainable” behaviour. The research can inform the design and execution of “holistic” educational and training programmes seeking to help individuals understand their personal role in creating a more sustainable future.
Originality/value
The originality of this research lies in the quantitative analysis of values-specific education for sustainable development pedagogies. Findings point to the need for further research to assess the application of the pedagogies across different disciplines.
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Matthew Egan and Barbara de Lima Voss
Big 4 professional services firms increasingly lay claim to recruiting and including staff of diverse genders, cultures, ages and sexualities. Drawing on Foucauldian insights…
Abstract
Purpose
Big 4 professional services firms increasingly lay claim to recruiting and including staff of diverse genders, cultures, ages and sexualities. Drawing on Foucauldian insights, this study explores how LGBTIQ+ staff navigated shifting technologies of client power, at the time marriage equality was legislated in Australia.
Design/methodology/approach
This article explores changing experiences of LGBTIQ+ staff and allies, through 56 semi-structured interviews undertaken through 2018–2019.
Findings
Technologies of client power were central to shaping workplace experiences for LGBTIQ+ staff. However, each firm was also keen to carve unique and bold responses to changing societal attitudes regarding sexuality and gender. These progressive moves did not sit comfortably with all clients, and so this article provides insight into the limitations of client privilege within professional services firms. For staff, this increasing complexity of sometimes opaque, contradictory and shifting technologies of client and firm power, enabled agency to explore a sense of self for some, but continued to exclude others.
Originality/value
Little attention has been directed to exploring challenges for staff of sexual and gendered diversity within professional services firms, or to exploring how staff navigate changing perceptions of client power.
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Carmen Patino-Rodriguez, Diana M. Pérez and Olga Usuga Manco
The purpose of this paper is to evaluate the performance of a modified EWMA control chart (γEWMA control chart), which considers data distribution and incorporate its correlation…
Abstract
Purpose
The purpose of this paper is to evaluate the performance of a modified EWMA control chart (γEWMA control chart), which considers data distribution and incorporate its correlation structure, simulating in-control and out-of-control processes and to select an adequate value for smoothing parameter with these conditions.
Design/methodology/approach
This paper is based on a simulation approach using the methodology for evaluating statistical methods proposed by Morris et al. (2019). Data were generated from a simulation considering two factors that associated with data: (1) quality variable distribution skewness as an indicator of quality variable distribution; (2) the autocorrelation structure for type of relationship between the observations and modeled by AR(1). In addition, one factor associated with the process was considered, (1) the shift in the process mean. In the following step, when the chart control is modeled, the fourth factor intervenes. This factor is a smoothing parameter. Finally, three indicators defined from the Run Length are used to evaluate γEWMA control chart performance this factors and their interactions.
Findings
Interaction analysis for four factor evidence that the modeling and selection of parameters is different for out-of-control and in-control processes therefore the considerations and parameters selected for each case must be carefully analyzed. For out-of-control processes, it is better to preserve the original features of the distribution (mean and variance) for the calculation of the control limits. It makes sense that highly autocorrelated observations require smaller smoothing parameter since the correlation structure enables the preservation of relevant information in past data.
Originality/value
The γEWMA control chart there has advantages because it gathers, in single chart control: the process and modelling characteristics, and data structure process. Although there are other proposals for modified EWMA, none of them simultaneously analyze the four factors nor their interactions. The proposed γEWMA allows setting the appropriate smoothing parameter when these three factors are considered.