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Cost of Manual Work — Athletics and Sporting Goods
See what repetitive manual work is costing Athletics and Sporting Goods teams each year — where pre-season buys are placed 9-12 months before the selling window — when the season actually arrives, the demand signal is wrong on a third of the assortment and markdowns are baked in.
What this means for Athletics and Sporting Goods
- Pre-season buys are placed 9-12 months before the selling window — when the season actually arrives, the demand signal is wrong on a third of the assortment and markdowns are baked in.
- Wholesale, DTC, and team/club channels run on separate plans and frequently undercut each other on price and inventory allocation.
- Returns rates on technical apparel and footwear are 25-35% online, and the cost-to-process is silently destroying e-commerce contribution margin.
Where it pays to act
- Pre-season demand forecasting that blends athlete-marketing calendar, weather, and search/social signal — sharper than the buying-team gut check.
- Returns reduction AI on footwear and technical apparel — fit prediction, AI-powered size recommendation, and PDP improvements at the SKU-attribute level.
Adjust the inputs to match your Athletics and Sporting Goods team.
What manual work costs you
Annual cost
₹6.6 L
People-weeks / year
33
Recoverable via automation
₹4.62 L
Payback
7.8 mo
What this means
Athletics and Sporting Goods teams lose 33 people-weeks a year to this work — about ₹6.6 L. Automating the routine ~70% recovers ₹4.62 L a year.
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Cost of manual work — summary
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