+ All Categories
Home > Data & Analytics > Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Date post: 20-Jun-2015
Category:
Upload: michael-lamont
View: 504 times
Download: 0 times
Share this document with a friend
Description:
Most techniques used to created demand curves depend on the product’s price elasticity. But what if you don’t have or can’t obtain the price elasticity figures for a particular product? If you can make reasonable estimates of demand for a product at a high, median, and low price point, then you can still construct a reasonable estimate of the demand curve over the range of those prices. This presentation shows how to use Excel’s line fitting and Solver functionality to construct a demand curve without knowing the product’s price elasticity, and determine the optimal price for the product that maximizes profit margin.
Popular Tags:
23
PRICING ANALYTICS Estimating Demand Curves Without Price Elasticity
Transcript
Page 1: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

PRICING ANALYTICS Estimating Demand Curves Without Price Elasticity

Page 2: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Demand Curves Without Elasticity Data • Need to estimate three points on product’s demand curve:

• Lowest price we’d consider charging, and demand at that price

• Highest price we’d consider charging, and demand at that price

• Median price, and demand at that price

Page 3: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Demand Curves Without Elasticity Data • Excel can fit basic quadratic demand equation to our three

price/demand points:

d = a(p)2 + b(p) + c

• d: demand

• p: price

• a, b, and c: auto-calculated for us by Excel to give best fit

Page 4: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Demand Curves Without Elasticity Data • Quadratic curve adjusts to fit all three demand/price points

• Reasonable assumption: curve that fits our three points approximates demand between the points

• Excel’s Solver can be used against demand curve to determine optimal price

Page 5: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Example • We’ve just acquired a new product, and need to evaluate

pricing ASAP

• Could make high/median/low guesses about demand

• Running small experiment instead: • 3 CVS stores around Harvard Square

• Shoppers randomly choose store

• Stores have equivalent sales

• Pricing: $1.50, $2.49, $3.29

• Unit Sales: 93, 72, 18

Page 6: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Enter price/demand data points

Page 7: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Select data points by dragging over them

with mouse

Insert Scatter with only Markers chart

Page 8: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Right-click on any data point

Choose Add Trendline…

Page 9: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Select Polynomial trend type

Order is 2 since we’re fitting quadratic

Display equation on chart

Click Close button

Page 10: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

d = -25.86(p)2 + 81.97(p) + 28.23

a b c

Page 11: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Starting guess for optimal price

Page 12: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Enter demand formula: =25.86*B6^2+81.97*B6+28.23

Page 13: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Enter variable cost of producing one unit

Page 14: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Enter profit formula: =B7*(B6-B8)

Page 15: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Start the Solver tool

Page 16: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Maximize

Profit

By changing Price

Page 17: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Add constraint

Page 18: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Optimum price

Greater than/equal to

Minimum price

Click OK

Page 19: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Add constraint

Page 20: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Optimum price

Less than/equal to

Maximum price

Click OK

Page 21: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Click Solve button

Page 22: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Optimum price: $2.47

Page 23: Pricing Analytics: Estimating Demand Curves Without Price Elasticity

Recommended