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Bonobos (Apparel)
bit-Tech • Vol 8 • No 1
Demand Prediction and Apparel Production Management Using AI-Based Decision Tree
2025
The apparel industry faces significant challenges in demand forecasting due to market volatility, rapid changes in fashion trends, and diverse consumer behavior, especially within e-commerce environments. Traditional forecasting methods such as linear regress…
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Bonobos (Apparel)

American apparel company

Bonobos is an e-commerce-driven apparel company that designs and sells menswear including men's suits, trousers, denim, shirts, shorts, swimwear, outerwear, and accessories. The company was founded by Stanford Business School students Andy Dunn and Brian Spaly, and launched as an online retailer in 2007.

In 2012, Bonobos diversified to incorporate physical retail locations with the launch of their "Guideshop" locations and through a partnership with Nordstrom.

In April 2023, Express and management firm WHP Global agreed to acquire Bonobos from Walmart for $75 million. The deal was completed on May 25, 2023.

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bit-Tech • Vol 8 • No 1
Demand Prediction and Apparel Production Management Using AI-Based Decision Tree
2025
The apparel industry faces significant challenges in demand forecasting due to market volatility, rapid changes in fashion trends, and diverse consumer behavior, especially within e-commerce environments. Traditional forecasting methods such as linear regression and time series models often fall short in addressing the complex dynamics of the modern fashion market. This study presents a novel integration of demand forecasting and size recommendation into a unified AI-based system utilizing the Decision Tree algori…
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