pricing analytics: optimizing sales models

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PRICING ANALYTICS Optimizing Sales Models

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Post on 20-Jun-2015

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DESCRIPTION

Sales and promotional discounts let retailers reach pools of customers that value the same product differently. Modeling the pool of potential buyers, and how it changes over time, lets you optimize how and when sales and discounts are applies. This presentation provides a hands-on demonstration of modeling the pool of potential buyers, and using Excel’s Solver tool to optimize revenue from that shopper pool by manipulating price.

TRANSCRIPT

Page 1: Pricing Analytics: Optimizing Sales Models

PRICING ANALYTICS Optimizing Sales Models

Page 2: Pricing Analytics: Optimizing Sales Models

Sales Rationale • Different shoppers value the same product differently

• Pool of potential buyers changes over time for durable goods

• When pool is mostly people with low valuation of product, charge a lower price (sale) to support total product sales

• When pool is mostly people with high valuation of product, charge higher price to maximize profit

Page 3: Pricing Analytics: Optimizing Sales Models

Example Sales Model • Target’s private-label yoga pants

• Model 18 months of sales

• Shoppers divided into 3 price pools: • $24.99 (MSRP)

• $19.99 (Promotion)

• $14.99 (Sale)

• Pool of 18,000 potential buyers

• Equal number of buyers at each price level

Page 4: Pricing Analytics: Optimizing Sales Models

Example Sales Model • 1,000 new market entrants each month at each price point

• Half of potential buyers actually purchase each month

• Implication: Anyone who values pants at less than the current price is going to potentially purchase them

Page 5: Pricing Analytics: Optimizing Sales Models

Create data table for the 3 price points & their

associated price codes

Page 6: Pricing Analytics: Optimizing Sales Models

Make the table a range named PriceCodes

Page 7: Pricing Analytics: Optimizing Sales Models

Enter trial price codes for each of the 18 months in our model

Page 8: Pricing Analytics: Optimizing Sales Models

Enter price lookup formula: =VLOOKUP(B7,PriceCodes,2)

Accept formula

Page 9: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 10: Pricing Analytics: Optimizing Sales Models

3,000 shoppers will purchase at each price point 3,000 shoppers will purchase at each price point 3,000 shoppers will purchase at each price point

Page 11: Pricing Analytics: Optimizing Sales Models

3,000 shoppers won’t purchase at each price point

3,000 shoppers won’t purchase at each price point

3,000 shoppers won’t purchase at each price point

Page 12: Pricing Analytics: Optimizing Sales Models

Buyers = Previous Nonbuyers + (Previous Buyers – Previous

Sales) + ½ Previous Sales + ½ New Shoppers

Page 13: Pricing Analytics: Optimizing Sales Models

Nonbuyers = ½ Previous Sales + ½ New Shoppers

Page 14: Pricing Analytics: Optimizing Sales Models

Enter formula for MSRP buyers: =E7+(D7-J7)+0.5*J7+0.5*1000

Accept formula

Page 15: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 16: Pricing Analytics: Optimizing Sales Models

Enter formula for MSRP non-buyers: =0.5*1000+0.5*J7

Accept formula

Page 17: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 18: Pricing Analytics: Optimizing Sales Models

Enter formula for promotional buyers: =G7+(F7-K7)+0.5*K7+0.5*1000

Accept formula

Page 19: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 20: Pricing Analytics: Optimizing Sales Models

Enter formula for promotional non-buyers: =0.5*1000+0.5*K7

Accept formula

Page 21: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 22: Pricing Analytics: Optimizing Sales Models

Enter formula for sale buyers: =I7+(H7-L7)+0.5*L7+0.5*1000

Accept formula

Page 23: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 24: Pricing Analytics: Optimizing Sales Models

Enter formula for sale non-buyers: =0.5*1000+0.5*L7

Accept formula

Page 25: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 26: Pricing Analytics: Optimizing Sales Models

Enter cell reference for MSRP unit sales: =D7

Accept reference

Page 27: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 28: Pricing Analytics: Optimizing Sales Models

Enter conditional for promo unit sales: =IF(C7 <= $F$4, F7, 0)

Accept formula

Page 29: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 30: Pricing Analytics: Optimizing Sales Models

Enter conditional for sales unit sales: =IF(C7 = $F$2, H7, 0)

Accept formula

Page 31: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 32: Pricing Analytics: Optimizing Sales Models

Enter formula to calculate monthly revenue: =SUM(J7:L7)*C7

Accept formula

Page 33: Pricing Analytics: Optimizing Sales Models

Select handle at bottom right of formula cell, then drag down

Page 34: Pricing Analytics: Optimizing Sales Models

Enter formula to calculate total revenue: =SUM(M7:M24)

Accept formula

Page 35: Pricing Analytics: Optimizing Sales Models

Launch Excel’s Solver tool

Page 36: Pricing Analytics: Optimizing Sales Models

Maximize

Total Revenue

Monthly Prices

Choose Evolutionary solving method

Page 37: Pricing Analytics: Optimizing Sales Models

Click Add button

Page 38: Pricing Analytics: Optimizing Sales Models

Monthly price codes

Less than/equal to

3

Click OK

Page 39: Pricing Analytics: Optimizing Sales Models

Click Add button

Page 40: Pricing Analytics: Optimizing Sales Models

Monthly price codes

Greater than/equal to

1

Click OK

Page 41: Pricing Analytics: Optimizing Sales Models

Click Add button

Page 42: Pricing Analytics: Optimizing Sales Models

Monthly price codes Must be integers

Click OK

Page 43: Pricing Analytics: Optimizing Sales Models

Click Solve button

Page 44: Pricing Analytics: Optimizing Sales Models

Click OK button

Page 45: Pricing Analytics: Optimizing Sales Models

~ $8.74 million in total sales

Promotional pricing not used in optimal solution

Page 46: Pricing Analytics: Optimizing Sales Models