"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

May 12, 2021

A Machine Learning Approach to Optimize Prices During Clearance Sales at MANGO | MANGO

Key Notes
Data, decision making


Online + Offline business
Data Driven Optimization
Good base and start creating insights


Optimal discount for sales season

Well informed decisions for optimal price
Recent purchase
Predict sales for each week
Price vs Forecast for each week
 


Price vs forecast of sales
Matrix with price for week vs sales forecast
Profit for each particular case


Stock movement vs left over stock


 A/B Testing measure impact
Difference of difference method A/B testing


Lessons Learnt


Try to use tool that gives understandable results
Get job done
Able to explain assumptions
Connect with stakeholders



Approach problem from different perspectives



Keep Thinking!!!

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