Which retail analytics approach has proven most effective for predicting purchasing patterns during Diwali, the Indian Festival of Lights?

In today's globalized marketplace, retailers are increasingly using data analytics to understand how cultural traditions impact shopping behaviors. Seasonal festivals, religious observances, and cultural celebrations create distinct purchasing patterns that savvy retailers can leverage. This poll tests your knowledge about how modern retail analytics intersects with cultural shopping traditions around the world.

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Time-series forecasting models that incorporate 3-5 years of historical festival sales data and cultural calendar variations
Standard year-over-year comparison analytics that treat Diwali as a fixed calendar event like Christmas
Social media sentiment analysis focusing exclusively on hashtag trends during the week before the festival
Geographic clustering models that prioritize urban centers over rural communities for Diwali promotions