Search results for "Multilevel model"

Regional Inequalities in Consumption Patterns: A Multilevel Approach to the Case of Italy

2007

Summary The main aim of this paper is to evaluate the disparities in the Italian regions on the demand side. In more detail, an attempt will be made to find if the consumption behaviour of Italian households is different in the regions. With this in mind, Istat's 2000 Italian Family Budget data set was analysed. The data in question, which were collected through a two-stage sample over Italy's 20 regions, contains information regarding the expenses of approximately 23,000 households. In this analysis, both households and regions are considered as units: households are nested in the regions so that the basic data structure is hierarchical. In order to take this hierarchical structure into ac…

Model comparison and selection for stationary space–time models

2007

An intensive simulation study to compare the spatio-temporal prediction performances among various space-time models is presented. The models having separable spatio-temporal covariance functions and nonseparable ones, under various scenarios, are also considered. The computational performance among the various selected models are compared. The issue of how to select an appropriate space-time model by accounting for the tradeoff between goodness-of-fit and model complexity is addressed. Performances of the two commonly used model-selection criteria, Akaike information criterion and Bayesian information criterion are examined. Furthermore, a practical application based on the statistical ana…

Structural multilevel models for longitudinal mediation analysis: a definition variable approach

2022

Mediation analysis is used to assess the direct effect of an exposure on an outcome, and the indirect effect transmitted by a third intermediate variable. Longitudinal data are the most suited to address mediation, since they allow mediational effects to manifest over time. There exist several approaches to deal with longitudinal mediation analysis, and one of the most widely spread, especially in social and behavioural sciences, consists of using multilevel models. However, when applied to mediational settings, these models present some limitations that can be overcome moving to a structural perspective. In this paper we propose a new formalisation of multilevel models within a structural …

Building up adjusted indicators of students' evaluation of university courses using generalized item response models

2012

This article advances a proposal for building up adjusted composite indicators of the quality of university courses from students’ assessments. The flexible framework of Generalized Item Response Models is adopted here for controlling the sources of heterogeneity in the data structure that make evaluations across courses not directly comparable. Specifically, it allows us to: jointly model students’ ratings to the set of items which define the quality of university courses; explicitly consider the dimensionality of the items composing the evaluation form; evaluate and remove the effect of potential confounding factors which may affect students’ evaluation; model the intra-cluster variabilit…

The double-edge sword effect of interorganizational trust on involvement in interorganizational networks: The mediator role of affective commitment

2020

Abstract Some organizations collaborate with other partner organizations to reach common goals, establishing interorganizational networks. The governance of the network is often enacted by an interorganizational governing team composed of the directors or top managers of the partner firms. This team plans, manages, and supervises the advancement of the network’s common goals. The success of the network depends, to a large extent, on the involvement of the members of the governing team. In this study, we tested a multilevel model of the antecedents of the involvement of governing team members in the management activities of interorganizational networks. We examined whether the relationship b…

2021

Employees in female-dominated sectors are exposed to high workloads, emotional job demands, and role ambiguity, and often have insufficient resources to deal with these demands. This imbalance causes strain, threatening employees’ work ability. The aim of this study was to examine whether resource-providing leadership at the workplace level buffers against the negative repercussions of these job demands on work ability. Employees (N = 2383) from 290 work groups across three countries (Germany, Finland, and Sweden) in female-dominated sectors were asked to complete questionnaires in this study. Employees rated their immediate supervisor’s resource-providing leadership and also self-reported …

Empowering team leadership and safety performance in nuclear power plants: A multilevel approach

2013

Abstract Despite the large body of work on team leadership, hardly any literature has dealt with team leadership in safety performance settings. The goal of the present study is to analyze how team leader behaviors influence team members’ safety performance in nuclear power plants. For this purpose, an empowering leadership approach was assessed. We consider a multilevel model in which safety performance is divided into three types of behaviors. The sample was composed of 479 workers in 54 groups from two Spanish nuclear power plants. The results suggested that leaders’ empowering behaviors generated higher safety compliance behaviors and higher safety participation behaviors by team member…

Current Issues on Group Psychotherapy Research: An Overview

2014

Recent efforts to improve group psychotherapy have focused on codifying both evidence-based treatments and therapeutic relationships. This chapter reviews the numerous advances in empirical research on group psychotherapy and highlights therapeutic practices ensuing from the evidence. The authors synthesize some of the most crucial development in group psychotherapy research, such as the effectiveness of group treatments, the mechanisms of change of group therapies, the components of group relationship, and issues regarding methodological problems associated with the analysis of group data.

Time perspective and Facebook addiction: The moderating role of neuroticism

2021

The present paper verified the hypothesis that neuroticism moderates the relationship between past-negative or present-fatalistic time perspectives and Facebook addiction. A sample of 248 Facebook users (Female: 66%, mean age: 21.5 years) filled the Zimbardo Time Perspective Inventor and the Facebook Addiction Italian Questionnaire. Two hierarchical regression analyses tested a moderator model in which time perspectives have been defined as independent variables, Facebook addiction as dependent variables, and neuroticism as moderator. Gender and age were introduced in the model as covariates. Results show that past-negative significantly predicts Facebook addiction through the moderation ef…

Satisfaction with the clinical practice among nursing students using regression models and qualitative comparative analysis

2020

Abstract Background Clinical practice is considered fundamental in nursing studies for the effective education of nurses and students' satisfaction. Both the clinical environment and the clinical educator are key factors in students´ satisfaction. Objectives To analyze the influence of the socio-demographic variables of clinical educators and nursing students on satisfaction with the clinical practice. Design This was an observational, cross-sectional study. Settings A clinical practice course at a private university in Valencia, Spain. Participants The study included 527 nursing students enrolled on the clinical practice, supervised by 187 clinical educators. Methods Two statistical method…