Journal Design Engineering Masthead
African Structural Engineering | 11 November 2020

A Quasi-Experimental Evaluation of Operational Risk Reduction in Ghanaian Manufacturing Systems

K, w, a, m, e, A, s, a, r, e, ,, K, o, f, i, M, e, n, s, a, h, -, B, o, n, s, u, ,, A, m, a, O, w, u, s, u, -, A, n, s, a, h
Quasi-Experimental DesignOperational RiskManufacturing SafetyGhanaian Industry
A quasi-experimental design with a difference-in-differences model quantified causal treatment effects.
The integrated risk control programme yielded a statistically significant 34% reduction in risk events.
Study provides a methodological framework for evaluating engineering interventions in real-world settings.
Findings support the adoption of evidence-based risk protocols in manufacturing systems.

Abstract

{ "background": "Operational risk in manufacturing systems within developing economies is a critical yet under-researched area, with a paucity of robust methodological frameworks for evaluating engineering interventions in real-world settings.", "purpose and objectives": "This study aimed to develop and apply a quasi-experimental design to quantitatively evaluate the efficacy of a structured engineering risk control programme in reducing operational incidents within manufacturing plants.", "methodology": "A pre-test/post-test control group design was implemented across four matched manufacturing facilities. The intervention comprised a systematic hazard identification and operability study combined with procedural safeguards. Operational risk was quantified via a composite metric of safety incidents and process deviations. The treatment effect was estimated using a difference-in-differences model: $Y{it} = \\beta0 + \\beta1 \\text{Treat}i + \\beta2 \\text{Post}t + \\beta3 (\\text{Treat}i \\times \\text{Post}t) + \\epsilon{it}$, with inference based on cluster-robust standard errors.", "findings": "The intervention led to a statistically significant reduction in the composite risk metric. The estimated treatment effect, $\\beta_3$, was -0.41 (95% CI: -0.68 to -0.14), corresponding to a 34% reduction in recorded risk events relative to control plants.", "conclusion": "The quasi-experimental design provided a rigorous, field-based method for causal inference, demonstrating that the integrated engineering risk control programme substantially mitigated operational risks in the studied context.", "recommendations": "Manufacturing enterprises should adopt structured, evidence-based risk assessment protocols. Further research should validate this methodological framework across other industrial sectors and geographical regions.", "key words": "operational risk, quasi-experimental design, manufacturing systems, difference-in-differences, safety engineering, industrial engineering", "contribution statement": "This paper provides a novel application of a quasi-experimental methodology for causal evaluation of engineering safety interventions