The Relationship Between Risk Management And Firm Efficiency in the Georgian Manufacturing Industry: A Data Envelopment Analysis Approach

This study explores the relationship between corporate risk management (RM) practices and firm efficiency in the Georgian manufacturing sector—an area where empirical evidence remains scarce. While the theoretical value of RM is widely recognised, its measurable impact on firms' resource use in producing economic outputs has received limited attention, particularly in emerging economies.The research applies a two-stage analytical approach. In the first stage, the researchers assessed the relative efficiency of 105 Georgian manufacturing firms in 2021 using Data Envelopment Analysis (DEA) under both Constant Returns to Scale (CCR) and Variable Returns to Scale (BCC) models, in both input- and output-oriented forms. The researchers tested seven model specifications that incorporated financial indicators, including assets, expenses, equity, debt, and income. A specialised two-stage DEA further separated operational efficiency (transforming resources into sales) from financial efficiency (turning sales into profit).In the second stage, efficiency scores were regressed on comprehensive RM disclosure scores (ranging from 0 to 10) derived from the ISO 31000 and COSO ERM frameworks. The analysis found no statistically significant relationship between RM scores and DEA-based efficiency measures across any of the tested models.The DEA results revealed significant heterogeneity in performance, with a wide dispersion of efficiency scores across the sample. The two-stage DEA indicated that, on average, firms were less efficient at converting sales into net income than at generating sales from initial inputs. Overall, the findings suggest that, within Georgia's manufacturing industry, formal risk management systems—at least as reflected in disclosure quality—do not have a clear or direct link to short-term operational or financial efficiency.

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Publication Details

Journal
Path of Science
Published
2025-12-31
DOI
https://doi.org/10.22178/pos.125-5
Primary Topic
Risk Management in Financial Firms
Type
article
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article

The Relationship Between Risk Management And Firm Efficiency in the Georgian Manufacturing Industry: A Data Envelopment Analysis Approach

Vakhtang Berishvili
Path of Science
Risk Management in Financial Firms
article

The Relationship Between Risk Management And Firm Efficiency in the Georgian Manufacturing Industry: A Data Envelopment Analysis Approach

Vakhtang Berishvili
article en

Abstract

This study explores the relationship between corporate risk management (RM) practices and firm efficiency in the Georgian manufacturing sector—an area where empirical evidence remains scarce. While the theoretical value of RM is widely recognised, its measurable impact on firms' resource use in producing economic outputs has received limited attention, particularly in emerging economies.The research applies a two-stage analytical approach. In the first stage, the researchers assessed the relative efficiency of 105 Georgian manufacturing firms in 2021 using Data Envelopment Analysis (DEA) under both Constant Returns to Scale (CCR) and Variable Returns to Scale (BCC) models, in both input- and output-oriented forms. The researchers tested seven model specifications that incorporated financial indicators, including assets, expenses, equity, debt, and income. A specialised two-stage DEA further separated operational efficiency (transforming resources into sales) from financial efficiency (turning sales into profit).In the second stage, efficiency scores were regressed on comprehensive RM disclosure scores (ranging from 0 to 10) derived from the ISO 31000 and COSO ERM frameworks. The analysis found no statistically significant relationship between RM scores and DEA-based efficiency measures across any of the tested models.The DEA results revealed significant heterogeneity in performance, with a wide dispersion of efficiency scores across the sample. The two-stage DEA indicated that, on average, firms were less efficient at converting sales into net income than at generating sales from initial inputs. Overall, the findings suggest that, within Georgia's manufacturing industry, formal risk management systems—at least as reflected in disclosure quality—do not have a clear or direct link to short-term operational or financial efficiency.

Path of ScienceVol. 11(12)
Caucasus University (GE)
Decent work and economic growth
Openalex Percentile: Top 21%
Risk Management in Financial Firms
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The Relationship Between Risk Management And Firm Efficiency in the Georgian Manufacturing Industry: A Data Envelopment Analysis Approach — Vakhtang Berishvili · Path of Science (2025) | TGRS Research Map | TGRS