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Sophie Koch is a Senior Research Associate at MRC covering Manufacturing and Construction, with a focus on industrial automation, building materials, smart factories, and infrastructure investment cycles. She brings a systems-level perspective that helps clients gauge how capital spending and productivity trends flow through the built environment.