2021
DOI: 10.1016/j.heliyon.2021.e08548
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The role of public policy in debt level choices among small-scale manufacturing enterprises in Ethiopia: conditional mixed process approach

Abstract: This paper explores the determinants of debt financing choices among small-scale manufacturing enterprises in Ethiopia-with special focus on the role of government policies. The study exploits survey data gathered from 1321 enterprises in the Amhara region of Ethiopia and employs conditional mixed process (CMP) system estimation technique to test the effect of public policy on firm debt levels. The relevant econometric findings confirm that policy activism through the provision of training and related interven… Show more

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Cited by 10 publications
(5 citation statements)
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“…( 4) and ( 5) jointly within Roodman (2011) Conditional (recursive) Mixed Process (CMP) framework. Other previous studies have used the CMP (Makate et al, 2016;Alhassan et al, 2020;Melesse et al, 2021). By allowing for a crossequation connection of the error terms and begin with a seemingly unrelated regression framework, the CMP accounts for selection bias caused by unobserved factors that affect our outcome variables.…”
Section: Methods Of Data Analysismentioning
confidence: 99%
“…( 4) and ( 5) jointly within Roodman (2011) Conditional (recursive) Mixed Process (CMP) framework. Other previous studies have used the CMP (Makate et al, 2016;Alhassan et al, 2020;Melesse et al, 2021). By allowing for a crossequation connection of the error terms and begin with a seemingly unrelated regression framework, the CMP accounts for selection bias caused by unobserved factors that affect our outcome variables.…”
Section: Methods Of Data Analysismentioning
confidence: 99%
“…To check the robustness of results mentioned above, this study employed the conditional mixed process (CMP) model proposed by Roodman [54] to estimate the average treatment effect of pesticide retailers' recommendations on pesticide overuse. The CMP model can also address the potential self-selectivity bias caused by both observed and unobserved factors, thereby allowing us to estimate equation systems for dependent variables of a different nature [55]. More specifically, this study jointly estimated a probit model that explains the dummy variable of whether a farmer would obtain information from pesticide retailers (selection equation) and a probit model for the dummy variable of pesticide overuse (outcome equation).…”
Section: Robustness Checkmentioning
confidence: 99%
“…Different theories discuss the importance of capital structure for companies' performance and growth, among which are the Trade-Off, Pecking Order and Market Timing Theories [ 37 ]. The Trade-Off Theory is related to the balance between the costs and equity to maintain optimal company value [ 37 ] and the benefits gained from external funding [ 38 ]. The trade-off model predicts that firms operating above the optimum leverage have higher expected marginal costs of bankruptcy that exceed the marginal tax benefits of debt.…”
Section: Theoretical Frameworkmentioning
confidence: 99%