Predictive, data-driven product family design

Mathematics

• Data-driven 67%
• Design 36%
• Architecture 29%
• Family 15%
• Customers 13%
• Market 13%
• Exponential Smoothing 10%
• K-means Clustering 9%
• Algorithm Design 9%
• Prediction Interval 8%
• State-space Model 7%
• Profit 7%
• Innovation 6%
• Trade-offs 6%
• Trends 6%
• Paradigm 6%
• Clustering 6%
• Deviation 5%
• Time series 5%
• Requirements 5%
• Prediction 5%
• Transform 4%
• Costs 4%

Engineering & Materials Science

• Specifications 7%
• Profitability 5%
• Time series 5%
• Decision making 4%
• Engineers 4%
• Set theory 3%
• Uncertainty 3%
• Industry 2%
• Costs 2%