Table 5 Technical-organizational... | Emerald Publishing

Table 5

Technical-organizational interdependencies during AI development

Technical requirement	Organizational adaptation	Coordination mechanism	Evidence source
Consistent torque control for reliable model training	PLC parameter adjustment across 5 controllers	Maintenance-Data Science workshops	Workshop notes, PLC logs, 4-month iterative process
Interpretable anomaly outputs	Interface design with SPC chart formats	User co-design sessions	20 interviews, interface iterations
Model validation without labelled defects	Physics-based synthetic defect creation	Domain expert collaboration	Workshop 2, Master axle testing
Threshold selection	Yield estimation and rework capacity analysis	Cross-functional consensus building	Workshop 3, production data

Technical requirement	Organizational adaptation	Coordination mechanism	Evidence source
Consistent torque control for reliable model training	PLC parameter adjustment across 5 controllers	Maintenance-Data Science workshops	Workshop notes, PLC logs, 4-month iterative process
Interpretable anomaly outputs	Interface design with SPC chart formats	User co-design sessions	20 interviews, interface iterations
Model validation without labelled defects	Physics-based synthetic defect creation	Domain expert collaboration	Workshop 2, Master axle testing
Threshold selection	Yield estimation and rework capacity analysis	Cross-functional consensus building	Workshop 3, production data