Multiple Regression

Siegel, Andrew F.; Wagner, Michael R.

doi:10.1016/b978-0-12-820025-4.00012-9

Cited by 21 publications

(5 citation statements)

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“…To eliminate the undesired impact of extreme values on the analysis results, all continuous variables are under winsorization at 1%. Figure 1a presents an overview of the collected sample from the standpoint of firm size (SIZE), where this study employs the natural logarithm of total assets to assess firm size, in line with the previous literature [30,35]. Figure 1b demonstrates the level of financial performance (ROE) of the sample firms, which serves as a useful indicator to gauge the earnings efficiency of firms utilizing their capital.…”

Section: Sample and Datamentioning

confidence: 80%

More Green, Better Funding? Exploring the Dynamics between Corporate Bank Loans and Trade Credit

Du,

Li,

et al. 2023

Sustainability

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As a critical aspect of corporate financing strategies, high-quality trade credit has been acknowledged as a favorable indicator for external stakeholders. Given the increasing prominence of sustainable development, it is worthwhile to explore whether an advanced environmental management system facilitates the attainment of financing for business operations. Therefore, to respond to this question, this study utilizes panel data spanning from 2012 to 2021, comprising Chinese listed firms in four energy and environment-related sectors, with the environmental dimension score of the CSI ESG scoring system employed for categorizing the sample into high and low environmental governance groups. The results reconcile the conflicting studies and find an inverted U-shaped effect between trade credit and corporate bank loans with lower levels of environmental governance. Within the domain characterized by higher environmental governance, the two are substituted for each other. In addition, this study introduces the Shapely decomposition method for the first time to quantify the contribution of trade credit to corporate bank loans. Drawing from these findings, we proposed practical advice to firms, financial institutions, and the government on how to choose between bank loans and trade credit against the background of sustainable development.

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Section: Sample and Datamentioning

confidence: 80%

More Green, Better Funding? Exploring the Dynamics between Corporate Bank Loans and Trade Credit

Du,

Li,

et al. 2023

Sustainability

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“…There were no significant differences between respondents and nonrespondents on parent age, sex, ethnicity, education level, or income. To allow for more direct comparisons between regression coefficients, all study variables were standardized before analyses (Siegel & Wagner, 2022) by subtracting the mean of the original variable from the raw value and then dividing it by the standard deviation of the original variable (i.e., z -score standardization). Because each scale is measured in different units, it is not possible to make direct comparisons between unstandardized regression coefficients in a model (Siegel & Wagner, 2022).…”

Section: Methodsmentioning

confidence: 99%

“…To allow for more direct comparisons between regression coefficients, all study variables were standardized before analyses (Siegel & Wagner, 2022) by subtracting the mean of the original variable from the raw value and then dividing it by the standard deviation of the original variable (i.e., z -score standardization). Because each scale is measured in different units, it is not possible to make direct comparisons between unstandardized regression coefficients in a model (Siegel & Wagner, 2022). Standardizing the variables before conducting a linear regression will address this problem by expressing the coefficients in terms of standard deviation.…”

Section: Methodsmentioning

confidence: 99%

Adoptive parents’ racial colorblindness and adopted Korean adolescents’ experiences of discrimination.

Simon,

Sumontha,

Blankenau

et al. 2024

Cultural Diversity & Ethnic Minority Psychology

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“…Sex and motion (average frame‐wise displacement) were included as covariates in all analyses. Standardized beta coefficients were generated for reporting, as these provide an interpretable and generalizable measure of effect size, reflecting the number of standard deviations of the predictor variable associated with one standard deviation of change in the outcome variable (Siegel & Wagner, 2022).…”

Section: Methodsmentioning

confidence: 99%

Test–retest reliability and predictive utility of a macroscale principal functional connectivity gradient

Knodt,

Elliott,

Whitman

et al. 2023

Human Brain Mapping

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Mapping individual differences in brain function has been hampered by poor reliability as well as limited interpretability. Leveraging patterns of brain‐wide functional connectivity (FC) offers some promise in this endeavor. In particular, a macroscale principal FC gradient that recapitulates a hierarchical organization spanning molecular, cellular, and circuit level features along a sensory‐to‐association cortical axis has emerged as both a parsimonious and interpretable measure of individual differences in behavior. However, the measurement reliabilities of this FC gradient have not been fully evaluated. Here, we assess the reliabilities of both global and regional principal FC gradient measures using test–retest data from the young adult Human Connectome Project (HCP‐YA) and the Dunedin Study. Analyses revealed that the reliabilities of principal FC gradient measures were (1) consistently higher than those for traditional edge‐wise FC measures, (2) higher for FC measures derived from general FC (GFC) in comparison with resting‐state FC, and (3) higher for longer scan lengths. We additionally examined the relative utility of these principal FC gradient measures in predicting cognition and aging in both datasets as well as the HCP‐aging dataset. These analyses revealed that regional FC gradient measures and global gradient range were significantly associated with aging in all three datasets, and moderately associated with cognition in the HCP‐YA and Dunedin Study datasets, reflecting contractions and expansions of the cortical hierarchy, respectively. Collectively, these results demonstrate that measures of the principal FC gradient, especially derived using GFC, effectively capture a reliable feature of the human brain subject to interpretable and biologically meaningful individual variation, offering some advantages over traditional edge‐wise FC measures in the search for brain–behavior associations.

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Multiple Regression

Cited by 21 publications

References 0 publications

More Green, Better Funding? Exploring the Dynamics between Corporate Bank Loans and Trade Credit

More Green, Better Funding? Exploring the Dynamics between Corporate Bank Loans and Trade Credit

Adoptive parents’ racial colorblindness and adopted Korean adolescents’ experiences of discrimination.

Test–retest reliability and predictive utility of a macroscale principal functional connectivity gradient

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