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What is Bootstrapping

Chapter 21
Handbook of Research on Managerial Thinking in Global Business Economics
This is a statistical technique which allows assigning measures of accuracy (defined in terms of bias, variance, confidence intervals, prediction error, or some other such measure) to sample estimates. This technique allows estimation of the sampling distribution of almost any statistic using random sampling methods.
Published in Chapter:
Thriving at Work as a Psychological Mechanism to Enhance Employee Capability of Innovative Voice
Ömer Erdem Koçak (Istanbul Medipol University, Turkey)
Copyright: © 2019 |Pages: 21
DOI: 10.4018/978-1-5225-7180-3.ch021
Abstract
The aim of this chapter is to shed light on the mechanism under the relationship between innovative voice and its predictors of person-job fit and supervisor support. Thriving at work, a personal experience, is proposed as a mediator between predictors and outcome variable. To test the hypothesis, data was collected from 467 white-collar employees from several industries employing both convenience and snowball sampling methods. According to the results of structural equation modelling and bootstrapping method for mediation tests, the findings are as follows: Thriving at work fully mediates the relationship between demand-ability fit, but it only partially mediates the effect of supervisor support. Further, multigroup analysis showed that both pathways were mediated by thriving at work for both gender groups. This study showed that thriving at work fuels employees' innovativeness which is nurtured by relationship quality, task focus, exploration, and other key resources.
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Chapter 7
Effect of Artificial Intelligence Awareness on Job Performance with Employee Experience as a Mediating Variable
A statistical technique that allows multiple simulated samples to be drawn from a data set.
Published in Chapter: Effect of Artificial Intelligence Awareness on Job Performance with Employee Experience as a Mediating Variable; From: Reskilling the Workforce for Technological Advancement
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Chapter 7
US Medical Expense Analysis Through Frequency and Severity Bootstrapping and Regression Model
A resampling method used to estimate statistics on a population by sampling a dataset with replacement. The process resamples a single dataset to create many simulated samples.
Published in Chapter: US Medical Expense Analysis Through Frequency and Severity Bootstrapping and Regression Model; From: Biomedical and Business Applications Using Artificial Neural Networks and Machine Learning
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Chapter 159
Learning From Imbalanced Data
A statistical method generates artificial samples from the original training samples.
Published in Chapter: Learning From Imbalanced Data; From: Encyclopedia of Information Science and Technology, Fourth Edition
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Chapter 3
Senior Entrepreneurship and Family Business Vitality in Saudi Arabia
Highly creative approaches to obtaining resources without raising money or equity from traditional sources.
Published in Chapter: Senior Entrepreneurship and Family Business Vitality in Saudi Arabia; From: Senior Entrepreneurship and Aging in Modern Business
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Chapter 71
Developmental Robotics
Designates the process of starting with a minimal set of functions and building increasingly more functionality in a step by step manner on top of structures already present in the system.
Published in Chapter: Developmental Robotics; From: Encyclopedia of Artificial Intelligence
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Chapter 73
Efficient High Dimensional Data Classification
It is a statistical method that generates artificial samples from the original training samples.
Published in Chapter: Efficient High Dimensional Data Classification; From: Encyclopedia of Business Analytics and Optimization
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Chapter 14
Columbia Gadget Works
To get out of a condition using existing resources.
Published in Chapter: Columbia Gadget Works; From: American Perspectives on Learning Communities and Opportunities in the Maker Movement
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