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Page 1: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+Improved Price Optimization Model

from

Page 2: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

Copyright © 2000 Renaissance Research & Consulting, Inc.All Rights Reserved

Page 3: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

WHAT IS VPlus+?

• A model for determining the best price for a good or service

• Based on Van Westendorp model

• Modified to improve administration and interpretation

Page 4: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The Van Westendorp Model

• Respondent is given a series of discrete price levels (e.g., $200, $300…)

• Asked to identify four price points with respect to the product or service in question

Page 5: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The Van Westendorp Questions

1. At what price is the product too cheap, so that you would question its quality?

2. At what price would you consider it so cheap that you wouldn’t hesitate to buy it?

3. At what price would you think it expensive, but would still consider it?

4. At what price would you think it too expensive to consider?

Page 6: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The Van Westendorp Model

• Cumulative distributions of the price points for the four questions are graphed

• Where the lines cross yield crucial prices:– The Indifference Price is the price at which the same number think

it’s a bargain as think it’s expensive– The Optimal Price is the price at which the same number think it’s

too cheap as think it’s too expensive (i.e., minimizes rejection)– The Lower Bound is the price at which the same number think it’s

too cheap as think it’s expensive– The Upper Bound is the price at which the same number think it’s

too expensive as think it’s a bargain

Page 7: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The Van Westendorp Model

0%

10%

20%

30%

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100%

$10 $20 $30 $40 $50 $60 $70 $80 $90 $100 $110 $120 $130 $140

Price

Too Expensive Not A Bargain Not Expensive Too Cheap

IndifferencePrice

Optimal Price

LowerBound

Upper Bound

Page 8: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The Van Westendorp Model Has Two Principal Difficulties

• The “Expensive” question is ambiguous – people have difficulty responding– Results in inconsistent answers and ties– Distorts the resulting curves

• The model’s intersection points do not take the price itself into account– No measurement of “expected value” for a

given price

Page 9: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+ modifies the Van Westendorp model to overcome

these difficulties

Page 10: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+ assumes that a consumer’s decision space is

divided into ranges that depend on price

Price

REJECTToo Cheap

ACCEPTBargain

CONSIDER Expensive

REJECTToo Expensive

Page 11: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+ measures these ranges by asking three questions:

1. What is the highest price at which the product/service is too cheap: you would question its quality?

2. What is the highest price at which the product/service is a bargain: you would buy it without thinking about it?

3. What is the lowest price at which the product/service is too expensive: you would not even consider buying it?

Page 12: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

Methodology

• Questions asked in order

• Respondent not allowed to use the same or lower price than the one used in a previous question

• Four cumulative distribution curves plotted– Three questions plus inverse of “Bargain”

Page 13: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

Results

• Yields four Van Westendorp points, with one difference:– Indifference Price is the intersection of

“Bargain” and “Not Bargain” – that is, the price at which half the sample thinks the product is a bargain

Page 14: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+ Results

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10 20 30 40 50 60 70 80 90 100 110 120 130 140

Price

Too Exp Not Barg Bargain Too Cheap

Upper Bound

Indiff erence

Price

Optimal Price

Lower

Bound

Page 15: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+ Results

• In addition, VPlus+measures the expected value at each price point– Minimum Expected Value is the product of the

price and the percent accepting the item at that price

– Maximum Expected Value is the product of the price and the percent accepting or considering the item at that price

Page 16: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+ Expected Value Plot

$0

$5

$10

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$25

$30

10 20 30 40 50 60 70 80 90 100 110 120 130 140

Pr ice

Min EV Max EV

Page 17: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

Results

• The “Value Limits” of price are the prices that maximize Minimum and Maximum Expected Value– Lower Limit maximizes Expected Value from

Acceptors only– Upper Limit maximizes Expected Value assuming that

all Considerers convert– Minimum No-Risk Conversion Rate is the percentage

of Considerers that would have to convert for the Upper Limit price to produce the Lower Limit Expected Value

• Indicator of feasibility of Upper Limit

Page 18: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The VPlus+ Model

• Model is calculated in two versions– Discrete– Continuous

• Each version has advantages and disadvantages

Page 19: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The VPlus+ Model

• Discrete Model– Plotted directly from actual price points

– Intermediate prices interpolated

– Advantage:• Accurately reports irregularities in the response curve

(thresholds, discontinuities, etc.)

– Disadvantages:• Interpolation open to question

• No theoretical framework for prediction

• Cannot test group differences statistically

Page 20: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The VPlus+ Model

• Continuous Model– Curve calculated mathematically from price points

– Intermediate points predicted functionally

– Advantages:• Easier to generalize from

• Theoretical basis for interpolation

• Framework for testing subgroup differences statistically

– Disadvantage:• Smoothes out bumps in the price curve – ignores irregularities

and thresholds

Page 21: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

The VPlus+ Model

• Because neither version is clearly the best in all circumstances, both are calculated, and the results compared– If the Discrete Model shows few irregularities

(or they don’t reflect real variation), then the Continuous Model is used

Page 22: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

Discrete vs. Continuous Results

0%

10%

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90%

100%

10 20 30 40 50 60 70 80 90 100 110 120 130 140

Price

Too Exp Not Barg Bargain Too Cheap

Too Exp Not Barg Bargain Too Cheap

Note: Solid lines are discrete model, dashed lines are continuous model

Page 23: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

VPlus+ Deliverable

• In Excel spreadsheet form – Complete statistics for each model on separate

pages, including optimum points– Chart of demand curves– Chart of Expected Value

Page 24: VPlus+ Improved Price Optimization Model from. Copyright © 2000 Renaissance Research & Consulting, Inc. All Rights Reserved

For more information on VPlus+

• Call Paul Gurwitz at 212-319-1833

• E-mail us at [email protected]