Exploring the relative impact of R&D and operational efficiency on performance: A sequential regression-neural network approach.

•A combined OLSMR-BPNN is a promising paradigm for explorative analysis.•R&D and efficiency are significant factors for manufacturing firms.•R&D and efficiency are even more influential for the above-average performers.•Tech. innovation and operational excellence are crucial performance drivers.