Determining the Relative Importance of Predictors in Logistic Regression: An Extension of Relative Weight Analysis

2009 ◽  
Vol 13 (4) ◽  
pp. 767-781 ◽  
Author(s):  
Scott Tonidandel ◽  
James M. LeBreton
Keyword(s):  
Logistic Regression ◽  
Relative Weight ◽  
Relative Importance ◽  
Weight Analysis ◽  
Relative Weight Analysis

Differential Importance of Performance Dimensions: A Relative Weight Analysis

2012 ◽  
Author(s):  
Vanessa M. Lammers ◽  
Deborah Lee ◽  
Jenna C. Cox ◽  
Kathleen Frye ◽  
Jeffrey R. Labrador ◽  
...  
Keyword(s):  
Relative Weight ◽  
Weight Analysis ◽  
Performance Dimensions ◽  
Relative Weight Analysis

Burnout, depressive symptoms, job demands and satisfaction with life: discriminant validity and explained variance

2016 ◽  
Vol 47 (1) ◽  
pp. 46-59 ◽  
Author(s):  
Cara Thuynsma ◽  
Leon T de Beer
Keyword(s):  
Depressive Symptoms ◽  
Discriminant Validity ◽  
Satisfaction With Life ◽  
Relative Weight ◽  
Job Demands ◽  
Health Concern ◽  
Unique Contribution ◽  
Convenience Sample ◽  
Weight Analysis ◽  
Relative Weight Analysis

Burnout is considered an occupational health concern. The burnout–depression overlap is an important area of research as the foundations of burnout and its diagnostic value have come under increasing scrutiny, calling for burnout to not be classified as an independent disorder but rather as a subtype of depression. Furthermore, as burnout is defined as a work-specific syndrome, workplace factors have been argued to be the major indicators of burnout. Recent research however, calls this into question. This study seeks to establish the overlap between burnout and depressive symptoms and to determine if burnout is in fact a multi-domain phenomenon. A cross-sectional research design was used, a convenience sample of educators from the Gauteng province of South Africa was collected ( N = 399). Confirmatory factor analysis was applied in a structural equation modelling framework. Discriminant validity analysis was conducted by investigating the average variance extracted and the shared variance between constructs. Finally, relative weight analysis was conducted to ascertain the unique contribution explained by the work-specific and general life domain factors. Results showed that burnout could be distinguished from depressive symptoms. Job demands, depressive symptoms, and satisfaction with life all explained significant amounts of variance in the burnout construct. Relative weight analysis revealed that emotional load and depressive symptoms explained equal amounts of variance in burnout, but that the aggregated work-specific factors explained the most variance in burnout. This study indicates that burnout is a multi-domain phenomenon and not isolated to the domain of work. Further research is needed in this regard.

Factors Affecting NPAs in Indian Banking Sector

Paradigm ◽  
2021 ◽  
Vol 25 (2) ◽  
pp. 181-193
Author(s):  
Nitya Garg
Keyword(s):  
Regression Model ◽  
Multiple Regression ◽  
Banking Sector ◽  
Relative Weight ◽  
Multiple Regression Model ◽  
Factors Affecting ◽  
Weight Analysis ◽  
Specific Factors ◽  
Relative Weight Analysis ◽  
Bank Specific Factors

Banking sector is the backbone of any economy, so it is necessary to focus on its performance which is largely affected by its non-performing assets (NPAs). In the year 2018–2019, NPA of scheduled banks was Rs 355,076 Crore which is 3.7% of net advances. The purpose of this study is to identify the determinants based on analysis from previous literatures, and majorly macroeconomic and bank specific factors which are affecting NPAs using the relative weight analysis and to frame a model to predict future NPAs using multiple regression model using SPSS. The study also attempts to focus on actions and remedies that banks should make to control future NPAs. Findings of the study will act as a scaffolding for financial analysts and policymakers to prevent the conversion of its performing assets into NPAs and also help in proper management of banks and also in the recovery of economy.

scholarly journals THE ANALYSTS OF RELIGIOSITY AND EMOTIONAL INTELLIGENCE TOWARDS ATTITUDE IN EDUCATION DURING COVID-19 PANDEMIC

2021 ◽  
Vol 6 (42) ◽  
pp. 238-247
Author(s):  
Mohd Nazrul Azizi ◽  
Zahari Ishak ◽  
Firdaus Hilmi
Keyword(s):  
Undergraduate Students ◽  
Relative Weight ◽  
Holistic Approach ◽  
Spiritual Needs ◽  
Social And Emotional ◽  
Diverse Backgrounds ◽  
Weight Analysis ◽  
Context Data ◽  
To Receive ◽  
Relative Weight Analysis

The holistic approach to education – that addresses students’ learning, social and emotional, and spiritual needs – is crucial, especially in times of crisis. University closures related to the current COVID-19 pandemic mean that students from diverse backgrounds who are more at risk of increased vulnerability are less likely to receive the support and extra services they need, and the gap between students that experience additional barriers and that do not might widen. The current study investigates the influence of religiosity and Emotional Intelligent on the attitude towards leadership in education during pandemic covid-19 in the Malaysian context. Data were collected from undergraduate students who constitute future leaders. Results from the regression analysis particularly the relative weight analysis revealed that leadership practices demonstrated significant incremental variance with attitude towards leadership beyond self-leadership. The implications of the findings for research and practice are discussed.

scholarly journals Transmitting sport values: The importance of parental involvement in children’s sport activity

2017 ◽  
Vol 13 (1) ◽  
pp. 75-92 ◽  
Author(s):  
Francesca Danioni ◽  
Daniela Barni ◽  
Rosa Rosnati
Keyword(s):  
Parental Involvement ◽  
Sport Activity ◽  
Relative Weight ◽  
Team Sports ◽  
Parental Socialization ◽  
Parents And Children ◽  
Analysis Strategy ◽  
Weight Analysis ◽  
The Relationship ◽  
Relative Weight Analysis

The transmission of positive values between parents and children is generally considered to be the hallmark of successful socialization. As this issue has been widely discussed but surprisingly little researched - especially with reference to core sport values - in this study we aimed to: 1) analyze adolescent athletes’ acceptance of the sport values their parents want to transmit to them (i.e., parental socialization values) and 2) examine the relationship between parental involvement in children’s sportive activity and adolescents’ acceptance of their parents’ socialization values. One hundred and seventy-two Italian adolescents (48.3% male, 51.7% female) who regularly practice team sports were asked to fill out a questionnaire which included the Youth Sport Values Questionnaire – 2 and the Parental Involvement in Sport Questionnaire. The dyadic correlations revealed that young athletes are in general willing to accept their parents’ socialization values in regards to sport. Moreover, from the relative weight analysis (a relatively new data analysis strategy), it emerged that parental involvement characterized by praise and understanding is the most important predictor of adolescents’ willingness to accept their parents’ sport values. Implications of these results and further expansion of the study are discussed.

Relative Weight Analysis of the Western Aphasia Battery

Aphasiology ◽  
2020 ◽  
pp. 1-12
Author(s):  
Charles Ellis ◽  
Richard K. Peach ◽  
Kathrin Rothermich
Keyword(s):  
Relative Weight ◽  
Weight Analysis ◽  
Relative Weight Analysis

Do Attachment Styles and Family Functioning Predict Adolescents’ Problematic Internet Use? A Relative Weight Analysis

2019 ◽  
Vol 28 (5) ◽  
pp. 1263-1271 ◽  
Author(s):  
Marco Cacioppo ◽  
Daniela Barni ◽  
Cinzia Correale ◽  
Sonia Mangialavori ◽  
Francesca Danioni ◽  
...  
Keyword(s):  
Family Functioning ◽  
Attachment Styles ◽  
Internet Use ◽  
Relative Weight ◽  
Problematic Internet Use ◽  
Weight Analysis ◽  
Relative Weight Analysis
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