Predictive Analytics

SwaritYadav 198 views 20 slides Nov 29, 2018
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About This Presentation

Predictive Marketing Analytics


Slide Content

ZAP Subscribe Swarit Yadav

Business Objective Increase the Revenue Increase the operational efficiency

Create model for dynamic pricing for App Create model for converting casual customers to registered Fleet Management Research Objective

Total Bikes- 100% Fleet-10000 Owned Bikes- 20% Operational Cost- $0.20/hour Leased Bikes- 80% Operational Cost- $0.10/hour Price Casual- $1/Hour Casual-Owned Bikes- $0.80/Hours Margin Casual-Leased Bikes- $0.90/Hours Margin Company Data

Company Data Registered - $0.5/Hour Registered-Owned Bikes- $0.30/Hours Margin Registered-Leased Bikes- $0.40/Hours Margin Operational Cost(At full Capacity) Owned fleet- 2000 * 0.2 = $400/hour (Fixed) Leased Fleet- 8000 * 0.1= $800/hour (Variable) Total- $1200/hour

Dynamic Pricing Project Predicting the demand on a particular day of week and predicting demand on hourly basis. Keeping in effect of weather conditions on that day

Deliverables Managing the fleet percentage Discount dropping event management to increase conversion of casual to registered Increased profitability by dynamic pricing for the App

Revenue Implications If the Leased fleet is reduced by 60% permanently Owned fleet- 2000 * 0.2 = $400/hour (Fixed) Leased Fleet- 4800 * 0.1= $480/hour (Variable) $11520/Day $345,600/Month $4.1 Million

Revenue Implications 4 Probability Casual-Owned Bikes- $0.80/Hours Margin Casual-Leased Bikes- $0.90/Hours Margin Registered -Owned Bikes- $0.30/Hours Margin Registered-Leased Bikes- $0.40/Hours Margin

Dynamic Pricing and Cross supplementing Demand vs. Fleet Price Users Owned( OC $0.2) Profit Leased(OC $0.10) Profit Casual $1 200 $40 $160 $20 $180 Registered $0.5 800 $160 $240 $80 $320 Matrix 1 : Unsorted Allocation(Currently used) Matrix 2 : Casual(Owned)+Registered(Leased)=$420/hour Matrix 3 : Casual(Leased)+Registered(Owned)=$480/hour

Thank You! Presented by- Shruti Tryambak Swarit Yadav Kajal Chauhan