Observed Signal · May 10, 2023 · Analysis · Source: CMSWire · Impact: 2/5 · Sentiment: Positive
AI and Predictive Analytics Optimize Ecommerce Pricing and Sales
Ecommerce companies are increasingly leveraging AI and predictive analytics to optimize inventory pricing and sales strategies. The article gathers insights from experts at KPMG, Blue Yonder, and Forrester, emphasizing the need for robust data ecosystems, machine learning to identify demand drivers, and continuous model monitoring and updating. Key strategies include head-core-tail pricing, hyperlocal demand analysis, and micro-testing to avoid overfitting. Experts stress data quality and governance as critical for accurate predictions, and caution against overtrusting models without ongoing validation. The piece provides practical recommendations for implementation, including assembling diverse data sources, using exogenous data, and regularly comparing actuals to forecasts.
Provides insights into AI-driven pricing and sales optimization for ecommerce, relevant to MarTech but not a major industry event.
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Key Takeaways & Evidence Grounding
- AI and predictive analytics are used for demand forecasting, inventory management, and pricing in ecommerce.
- KPMG's Bill Nowacki recommends assembling a robust data ecosystem and using machine learning to determine demand drivers.
- Blue Yonder's Darren Saumur says AI enables head-core-tail pricing strategies and helps optimize inventory placement.
- Forrester's Biswajeet Mahapatra stresses data governance and regular model updates for accuracy.
- Overfitting models is a risk, so experts advise micro-testing and comparing actuals to forecasts.
Connected Companies & Entities
2 Entities mapped“Bill Nowacki, KPMG managing director of data and analytics, explained a variety of sources are often used to inform forecasting, purchasing,...”
“Forrester principal analyst Biswajeet Mahapatra explained the key to maintaining accuracy of any model is the quality of data....”
Related Market Signals & Shifts
Recent verified developments and strategic activity across this market segment.
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