Digital Twins and Financial ROI: Assessing Tech Investments in Refinery Operations

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Rajesh Kumar Maheshwari

Abstract

The global oil and gas industry is experiencing unprecedented digital transformation, with digital twin technology emerging as a critical catalyst for operational excellence and financial returns. This research presents a comprehensive analysis of digital twin implementation in refinery operations, examining the financial return on investment (ROI) and operational performance implications. Through analysis of 150+ refinery implementations across four operational scales, this study demonstrates that digital twin technology delivers average ROI timelines of 12-36 months, with maintenance cost reductions ranging from 25-55% and operational efficiency improvements of 15-42%. Key findings reveal that mega-scale refineries (500K bpd) achieve the most favorable economics, with payback periods of 1.4 years and net present values exceeding $132 million. The research establishes quantitative frameworks for assessing digital twin investments, providing definitive metrics for technology adoption decisions. Implementation challenges include data integration complexity, cybersecurity concerns, and change management requirements, yet the compelling financial benefits support widespread industry adoption. This analysis provides strategic guidance for refinery operators considering digital twin investments and contributes to the growing body of knowledge on industrial digitalization ROI assessment.

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