On the robustness of the extreme deviate test for a single multivariate outlier against heavy-tailed distributions

In this paper we assess the sensitivity of the multivariate extreme deviate test for a single multivariate outlier to non-normality in the form of heavy tails. We find that the empirical significance levels can be markedly affected by even modest departures from multivariate normality. The effects are particularly severe when the sample size is large relative to the dimension. Finally, by way of example we demonstrate that certain graphical techniques may prove useful in identifying the source of rejection for the multivariate extreme deviate test.     

When Adoption Is Not an Option: Counseling Implications Related to Surrogacy

Through the author's personal story, this article details a case in which traditional conception and adoption were not options available for starting a family. It gives the author's rational for choosing surrogacy and describes his experience with surrogacy. This article provides an overview of the surrogacy process and concludes with implications counselors may consider and apply to their clinical practice.     

Understanding the emergence of redistributed manufacturing: an ambidexterity perspective

Abstract

This paper extends operations strategy theory on efficiency and flexibility trade-offs to the emergent phenomenon of redistributed manufacturing (RDM). The study adopts a multiple-case design including five small and five large pharmaceutical firms. We propose that organizations can gain the efficiency benefits of centralized manufacturing and the flexibility advantages of RDM by building an ambidexterity capability. To build such a capability, large firms can structurally partition their manufacturing and supply management functions, with one sub-unit managing centralized production and the other RDM. Smaller enterprises can build an ambidexterity capability by creating the right organizational context, where multi-skilled workers switch between efficient and flexible tasks. This paper contributes to theory by explaining the emergence of RDM using an organizational ambidexterity lens, laying the groundwork for new theory development in the field. We provide managers with a practical example of how to build an ambidexterity capability to realize flexibility and efficiency advantages.     

On measures of productivity

The welfare of an individual enterprise, as well as that of the national economy, very much depends on productivity. But it appears that methods for determining measures of productivity are lamentably unsophisticated and lead to many ambiguities and inconsistencies. It is generally suggested that productivity represents some ratio of output to input, but existing measures of inputs and outputs are unsatisfactory, largely because they gloss over the difficulties of reducing multi-inputs and multi-outputs to single denominators. This paper examines certain approaches that may be developed to handle some of the measurement problems involved in this area.     

"Languaging" factors affecting clients' acceptance of forgiveness intervention in marital therapy

Forgiveness is a significant intervention for healing interpersonal injury. Yet therapists do not often use forgiveness intervention. Employing a semantic perspective and a survey design (n = 307), this study investigated whether the language used to rationalize forgiveness intervention (set at five levels: personal growth, relationship reconciliation, spiritual issue, others' growth, and pardoning/condoning) may affect its acceptability. Gender, problem type, and choice were also included in the analyses. Overall, forgiveness was found to be an acceptable intervention. A pardoning/condoning rationale led to significantly lower acceptability ratings. Other results are discussed. We conclude that therapists should be less apprehensive about using forgiveness, but need to inform themselves better concerning its purpose, process, and articulation.