Price Optimization Flashcards
What are the approaches to pricing?
- Cost-based pricing
2. Market-based Pricing
What is cost-based pricing?
- Production costs determine price
- Price = Cost + Margin
- Useful if in high volume context
What is Market-based Pricing?
- Customer value determines price
- Price ~ Incremental value to customer
- Useful for many categories
The 3 Market Based techniques for price optimization
- Market Demand model
- Logit Model
- Gabor-Granger model
Necessary data for Market Demand Model
- Aggregate sales
2. Marginal (unit) Cost
What’s the technique for market demand model?
- Estimate a demand curve
- use a linear reression
- compute price via standard formula
What does the gabor grander model provide?
purchase likelihood = gabor granger model
Data necessary for gabor granger model
- Survey Data (likelihood of purchase and individual purchase data)
- Marginal Cost
First Degree of price discrimination
Charge maximum price of WTP
2nd degree of price discrimination
Multiple products/prices and one customer segment
3rd degree of price discrimination
multiple customer segments and their associated products/prices
What is informational basis?
The different types of signaling of what the WTP can be
Complete - informational basis
individual level information, which facilitates first degree price discrimination
Direct
utilize customers’ observable characteristics to set different prices like gender, age, etc.
Indirect
develop systems that consumers self-identify through their behavior like coupons