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"Matthews, Lucy"
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Identifying and treating unobserved heterogeneity with FIMIX-PLS: part I – method
2016
Purpose
– The purpose of this paper is to provide an overview of unobserved heterogeneity in the context of partial least squares structural equation modeling (PLS-SEM), its prevalence and challenges for social science researchers. Part II – in the next issue (European Business Review, Vol. 28 No. 2) – presents a case study, which illustrates how to identify and treat unobserved heterogeneity in PLS-SEM using the finite mixture PLS (FIMIX-PLS) module in the SmartPLS 3 software.
Design/methodology/approach
– The paper merges literatures from various disciplines, such as management information systems, marketing and statistics, to present a state-of-the-art review of FIMIX-PLS. Based on this review, the paper offers guidelines on how to apply the technique to specific research problems.
Findings
– FIMIX-PLS offers a means to identify and treat unobserved heterogeneity in PLS-SEM and is particularly useful for determining the number of segments to extract from the data. In the latter respect, prior applications of FIMIX-PLS restricted their focus to a very limited set of criteria, but future studies should broaden the scope by considering information criteria, theory and logic.
Research limitations/implications
– Since the introduction of FIMIX-PLS, a range of alternative latent class techniques have emerged to address some of the limitations of the approach relating, for example, to the technique’s inability to handle heterogeneity in the measurement models and its distributional assumptions. The second part of this article (Part II) discusses alternative latent class techniques in greater detail and calls for the joint use of FIMIX-PLS and PLS prediction-oriented segmentation.
Originality/value
– This paper is the first to offer researchers who have not been exposed to the method an introduction to FIMIX-PLS. Based on a state-of-the-art review of the technique in Part I, Part II follows up by offering a step-by-step tutorial on how to use FIMIX-PLS in SmartPLS 3.
Journal Article
Identifying and treating unobserved heterogeneity with FIMIX-PLS
by
Ringle, Christian M.
,
Hair, Joseph F.
,
Matthews, Lucy M.
in
Business
,
Computer programs
,
Heterogeneity
2016
Purpose - Part I of this article ( European Business Review , Volume 28, Issue 1) offered an overview of unobserved heterogeneity in the context of partial least squares structural equation modeling (PLS-SEM), its prevalence and challenges for social sciences researchers. This paper aims to provide an example that explains how to identify and treat unobserved heterogeneity in PLS-SEM by using the finite mixture PLS (FIMIX-PLS) module in the SmartPLS 3 software (Part II). Design/methodology/approach - This case study illustrates the application of FIMIX-PLS using a popular corporate reputation model. Findings - The case study demonstrates the capability of FIMIX-PLS to identify whether unobserved heterogeneity significantly affects structural model relationships. Furthermore, it shows that FIMIX-PLS is particularly useful for determining the number of segments to extract from the data. Research limitations/implications - Since the introduction of FIMIX-PLS, a range of alternative latent class techniques has appeared. These techniques address some of the limitations of the approach relating to, for example, its failure to handle heterogeneity in measurement models, or its distributional assumptions. This research discusses alternative latent class techniques and calls for the joint use of FIMIX-PLS and PLS prediction-oriented segmentation. Originality/value - This article is the first to offer researchers, who have not been exposed to the method, an introduction to FIMIX-PLS. Based on a state-of-the-art review of the technique, the paper offers a step-by-step tutorial on how to use FIMIX-PLS by using the SmartPLS 3 software.
Journal Article
A meta-analytic review of emotional exhaustion in a sales context
by
Ambrose, Scott C.
,
Edmondson, Diane R.
,
Matthews, Lucy M.
in
Burnout
,
emotional exhaustion
,
Meta-analysis
2019
Despite 20 years of empirical study on salesperson burnout, involving dozens of articles, researchers have yet to reach consensus on a common knowledge base. As a result, momentum has waned in recent years without clear guidance on a path forward. Through meta-analytic review, this study seeks to clarify what is known in a sales setting about burnout's central component, emotional exhaustion. The findings will be juxtaposed with findings from similar meta-analytic reviews performed on emotional exhaustion in other work settings. Through this process, research gaps will emerge that can help guide more programmatic research in the future; the results will provide managers with clearer guidance on mitigating burnout.
Journal Article
Brain lesion distribution criteria distinguish MS from AQP4-antibody NMOSD and MOG-antibody disease
2017
ImportanceNeuromyelitis optica spectrum disorders (NMOSD) can present with very similar clinical features to multiple sclerosis (MS), but the international diagnostic imaging criteria for MS are not necessarily helpful in distinguishing these two diseases.ObjectiveThis multicentre study tested previously reported criteria of ‘(1) at least 1 lesion adjacent to the body of the lateral ventricle and in the inferior temporal lobe; or (2) the presence of a subcortical U-fibre lesion or (3) a Dawson's finger-type lesion’ in an independent cohort of relapsing-remitting multiple sclerosis (RRMS) and AQP4-ab NMOSD patients and also assessed their value in myelin oligodendrocyte glycoprotein (MOG)-ab positive and ab-negative NMOSD.DesignBrain MRI scans were anonymised and scored on the criteria by 2 of 3 independent raters. In case of disagreement, the final opinion was made by the third rater.Participants112 patients with NMOSD (31 AQP4-ab-positive, 21 MOG-ab-positive, 16 ab-negative) or MS (44) were selected from 3 centres (Oxford, Strasbourg and Liverpool) for the presence of brain lesions.ResultsMRI brain lesion distribution criteria were able to distinguish RRMS with a sensitivity of 90.9% and with a specificity of 87.1% against AQP4-ab NMOSD, 95.2% against MOG-ab NMOSD and 87.5% in the heterogenous ab-negative NMOSD cohort. Over the whole NMOSD group, the specificity was 89.7%.ConclusionsThis study suggests that the brain MRI criteria for differentiating RRMS from NMOSD are sensitive and specific for all phenotypes.
Journal Article
Inflection points during a disruptive event: planning within the sales force
by
Edmondson, Diane R.
,
Matthews, Lucy M.
,
Matthews, Ryan L.
in
Business models
,
Business to business commerce
,
COVID-19 vaccines
2024
Purpose
This paper aims to investigate business-to-business sales executives’ navigation of challenges and changes in planning during two separate periods (prevaccine and postvaccine) of time, which were impacted by a disruptive event (the COVID-19 pandemic).
Design/methodology/approach
This study uses a two-phase qualitative data collection approach. Thirteen executives, primarily from the Business-to-Business (B2B) manufacturing industry, were interviewed in phase one (2–3 months before the first COVID-19 vaccine). The second period of data collection was collected 4–5 months after vaccines became available.
Findings
The prevaccine business environment focused on short-term challenges, while the vaccine created exponential changes to long-term sales practices, suggesting the need to focus on critical inflection points that occur after the initial disruptive event.
Research limitations/implications
This exploratory study is a step toward developing a deeper understanding of managing disruptive events within a business-to-business sales environment by stressing the importance of both the actual disruptive event and the inflection points that follow the event.
Practical implications
New business models are constantly developing and evolving. However, this study suggests the biggest changes could occur after an inflection point from the disruption. Thus, firms need to consider different planning strategies before and after certain inflection points following a disruptive event. First, firms should adapt from their predisruption strategy to focus on short-term challenges during the initial phases of a disruption, likely halting most of the long-term planning. Second, inflection points create the need to move beyond short-term challenges and changes to focus on long-term changes. Third, long-term strategies and planning postinflection point will be different, and likely more complex, than long-term strategies and planning predisruption.
Originality/value
Most studies look at a disruptive event through a single data collection period. This longitudinal study compares prevaccine and postvaccine thought processes to explore the impact of an inflection point.
Journal Article
The price of success: balancing the effects of entrepreneurial commitment, work-family conflict and emotional exhaustion on job satisfaction
by
McDowell, William C
,
Aaron, Joshua R
,
Ward, Cheryl B
in
Entrepreneurs
,
Entrepreneurship
,
Job satisfaction
2019
This research explores job satisfaction among entrepreneurs to investigate two paths from entrepreneurial commitment to job satisfaction: the direct path and the family path that includes work-family conflict and emotional exhaustion. An empirical study of 232 small and micro firm business owners are used to test the hypotheses seeking to understand which path to job satisfaction has the greatest influence. The results indicate that although being committed to one’s own business increases job satisfaction, emotional exhaustion takes a greater toll. We conclude that negative aspects of entrepreneurship exert an important influence on entrepreneurs’ satisfaction with their job. These findings offer important theoretical and practical implications.
Journal Article
What Time May Tell: An Exploratory Study of the Relationship Between Religiosity, Temporal Orientation, and Goals in Family Business
by
Manley, Scott C.
,
Williams, Ralph I.
,
Matthews, Lucy M.
in
Business and Management
,
Business Ethics
,
Education
2020
To study how religiosity affects family business goals, we merge literatures on goal setting, temporal orientation, and family business to argue that family business goals can be distinguished into short-term and long-term orientations and propose that religiosity affects both orientations, but to varying degrees. Drawing on a sample of private U.S. family businesses and applying partial least squares structural equations modeling, we find tentative support that religiosity has a stronger positive effect on long-term goal orientation than on short-term goal orientation. We discuss implications for theory development and future research involving religiosity and family business goals.
Journal Article
Modernizing Reference Genome Assemblies
by
Cunningham, Fiona
,
Trani, Lee
,
Mardis, Elaine R.
in
Biology
,
Biomedical research
,
Databases, Genetic
2011
[...]we have developed a system to track individual regions that are under review. The primary assembly unit contains sequences for the non-redundant haploid assembly; this includes the scaffolds that make up the chromosome sequence as well as unplaced and unlocalized scaffolds that are thought to represent novel sequence (not shown in this picture).\\n Additionally, we wish to engage the research and clinical communities to identify regions that require targeted effort and to incorporate information from groups performing detailed work on specific loci.
Journal Article
Myelin water imaging reflects clinical variability in multiple sclerosis
by
Johansen-Berg, Heidi
,
Leite, M. Isabel
,
Matthews, Lucy
in
Adult
,
Biomarkers - analysis
,
Brain
2012
Whilst MRI is routinely used for the assessment and diagnosis of multiple sclerosis, there is poor correspondence between clinical disability in primary progressive multiple sclerosis (PPMS) patients and conventional MRI markers of disease activity (e.g., number of enhancing lesions). As PPMS patients show diffuse and global myelin loss, the aim of this study was to evaluate the efficacy of whole-brain myelin water fraction (MWF) imaging in PPMS. Specifically, we sought to use full-brain analysis techniques to: 1) determine the reproducibility of MWF estimates in PPMS brain; 2) compare MWF values in PPMS brain to healthy controls; and 3) establish the relationship between MWF and clinical disability, regionally and globally throughout the brain. Seventeen PPMS patients and seventeen age-matched controls were imaged using a whole-brain multi-component relaxation imaging technique to measure MWF. Analysis of MWF reduction was performed on three spatial levels: 1) histogram; 2) white matter skeleton; and 3) voxel-wise at the single-subject level. From histogram analysis, PPMS patients had significantly reduced global normal appearing white matter MWF (6%, p=0.04) compared to controls. Focal lesions showed lower MWF values than white matter in controls (61%, p<0.001) and patients (59%, p<0.001). Along the white matter skeleton, MWF was diffusely reduced throughout the PPMS brain, with significant correlations between reduced MWF and increased clinical disability (more severe symptoms), as measured by the Expanded Disability Status Scale, within the corpus callosum and frontal, temporal, parietal and occipital white matter. Correlations with the more specific mental and sensory functional system scores were localized to clinically eloquent locations: reduced MWF was significantly associated with increased mental scores in anterior regions (i.e., frontal lobes and genu of the corpus callosum), and increased sensory scores in more posterior regions closer to the sensory cortex. Individual patient MWF maps were also compared to a normative population atlas, which highlighted areas of statistical difference between the individual patient and the population mean. A significant correlation was found between the volume of significantly reduced MWF and clinical disability (p=0.008, R=0.58).
Our results show that clinical disability is reflected in particular regions of cerebral white matter that are consistent between subjects, and illustrates a method to examine tissue alteration throughout the brain of individual patients. These results strongly support the use of MWF imaging to evaluate disease activity in PPMS.
► We assess whole-brain myelin water fraction (MWF) imaging in primary progressive MS. ► Decreased MWF values are found throughout white matter compared to controls. ► MWF decreases correlate with disability scores in clinically relevant regions. ► Individual patient MWF maps are compared to a normative atlas, highlighting changes.
Journal Article
MRI in Leber's hereditary optic neuropathy: the relationship to multiple sclerosis
2015
Background Leber's hereditary optic neuropathy (LHON) and a multiple sclerosis (MS)-like illness appear to coexist 50 times more frequently than would be expected by chance. This association of LHON and MS (LMS) raises an important question about whether there could be a common pathophysiological mechanism involving mitochondrial dysfunction. Objective The primary aim was to define MRI features of LMS and LHON, and to assess the proportions of individuals displaying features typical of MS. Secondarily, we investigated the effect of gender on the risk of developing white matter lesions in the context of LHON. Methods A blinded standardised review of conventional brain MRIs of 30 patients with MS, 31 patients with LHON and 11 patients with LMS was conducted by three independent experts in the field. MS-like MRI features were assessed. Results All patients with LMS and 26% of patients with LHON had white matter lesions. Of these, all patients with LMS and 25% with LHON were found to have an MRI appearance typical of MS. Female patients with LHON had a significantly greater risk of having white matter lesions consistent with MS compared with male patients (relative risk 8.3). Conclusions A blinded review of conventional brain MRIs shows that patients with LMS have a scan appearance indistinguishable from MS. Mitochondrial dysfunction could be a common pathophysiological pathway in the formation of white matter lesions. There appears to be a strong female influence on the radiological appearance as well as clinical development of MS in patients with LHON.
Journal Article