Longitudinal data analysis: Applications of random coefficient modeling to leadership research

RE Ployhart, BC Holtz, PD Bliese - The leadership quarterly, 2002 - Elsevier
Understanding how leaders develop, adapt, and perform over time is central to many
theories of leadership. However, for a variety of conceptual and methodological reasons …

Determining causal relationships in leadership research using Machine Learning: The powerful synergy of experiments and data science

A Lee, I Inceoglu, O Hauser, M Greene - The Leadership Quarterly, 2022 - Elsevier
Abstract Machine Learning (ML) techniques offer exciting new avenues for leadership
research. In this paper we discuss how ML techniques can be used to inform predictive and …

Hierarchical linear modeling as an example for measuring change over time in a leadership development evaluation context

WA Gentry, JW Martineau - The leadership quarterly, 2010 - Elsevier
One of the difficulties in evaluating leadership development is measuring whether and how
people change over the time period of the leadership development initiative. Even when …

Introduction to the special issue: Longitudinal studies of leadership development

RE Riggio, MD Mumford - The Leadership Quarterly, 2011 - Elsevier
This introduction provides an overview of The Leadership Quarterly special issue on
Longitudinal Studies of Leadership Development. The purposes of the special issue were to …

[PDF][PDF] Methodological and theoretical considerations in survey research

TL Friedrich, CL Byrne, MD Mumford - The Leadership Quarterly, 2009 - academia.edu
As one of the prominent outlets for leadership research, The Leadership Quarterly serves as
a window into the shifts taking place across the field. One such shift represented in the …

Multilevel random coefficient modeling in organizational research: Examples using SAS and S-PLUS.

PD Bliese - 2002 - psycnet.apa.org
Addresses the use of multilevel random coefficient (MRC) models in the analysis of nested
data in organizational research. The author discusses the logic behind and the assumptions …

Research methods in the study of leadership

A Bryman - 2011 - torrossa.com
In this chapter, I intend to review and comment upon the range of research methods that are
employed by leadership researchers. This will require a consideration of broader issues …

Problems with detecting moderators in leadership research using moderated multiple regression

JR Villa, JP Howell, PW Dorfman, DL Daniel - The Leadership Quarterly, 2003 - Elsevier
A number of recent leadership studies have questioned whether situational variables are
important moderators of leadership effectiveness. Pessimistic conclusions from these …

Leadership process models: A review and synthesis

T Fischer, J Dietz, J Antonakis - Journal of Management, 2017 - journals.sagepub.com
In organizational research, studying “processes” is important for uncovering and
understanding the underlying causal mechanisms in a predictor-mediator-outcome logic …

Causality and endogeneity: Problems and solutions

J Antonakis, S Bendahan, P Jacquart… - The Oxford handbook …, 2014 - books.google.com
Unfortunately, most researchers in leadership studies (and management in general) ignore
one key design and estimation problem rendering parameter estimates uninterpretable …