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Multiple-Membership Survival Analysis and Its Applications in Organizational Behavior and Management Research

机译：多元隶属生存分析及其在组织行为与管理研究中的应用

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摘要

Multilevel paradigms have permeated organizational research in recent years, greatly advancing our understanding of organizational behavior and management decisions. Despite the advancements made in multilevel modeling, taking into account complex hierarchical structures in data remains challenging. This is particularly the case for models used for predicting the occurrence and timing of events and decisions—often referred to as survival models. In this study, the authors construct a multilevel survival model that takes into account subjects being nested in multiple environments—known as a multiple-membership structure. Through this article, the authors provide a step-by-step guide to building a multiple-membership survival model, illustrating each step with an application on a real-life, large-scale, archival data set. Easy-to-use R code is provided for each model-building step. The article concludes with an illustration of potential applications of the model to answer alternative research questions in the organizational behavior and management fields.
机译：近年来，多级范式渗透了组织研究，大大推进了我们对组织行为和管理决策的理解。尽管具有多级建模的进步，但考虑到数据中的复杂分层结构仍然具有挑战性。尤其是用于预测事件的发生和定时的模型以及决定的模型，通常被称为生存模型。在这项研究中，作者构建了一种多级生存模型，该模型考虑了嵌套在多个环境中的主题，称为多成员资格结构。通过本文，作者提供了构建多员身份生存模型的逐步指南，示出了在实际寿命，大规模档案数据集上的应用程序的每个步骤。为每个模型构建步骤提供易于使用的R代码。本文核准了模型的潜在应用，以回答组织行为和管理领域的替代研究问题。

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  • 来源
    《Organizational Research Methods》 |2021年第2期|412-442|共31页
  • 作者

    Hans Tierens; Nicky Dries; Mike Smet; Luc Sels;

  • 作者单位

    KU Leuven Department of Work and Organisation Studies Antwerp Carolus Campus|KU Leuven Department of Work and Organisation Studies;

    KU Leuven Department of Work and Organisation Studies|BI Norwegian Business School Department of Leadership and Organizational Behaviour;

    KU Leuven Department of Work and Organisation Studies Antwerp Carolus Campus;

    KU Leuven Department of Work and Organisation Studies;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    multilevel; multiple membership; survival analysis; events; early-career turnover;

    机译：多级;多重会员资格;生存分析;事件;早期职业营业额;

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