THE ART & SCIENCE OF PRICING DECISIONS...Promotional Price Elasticity The SCIENCE of Pricing...

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THE ART & SCIENCE OF PRICING DECISIONS a predictive analytics framework for CCMs Brandon Stine, Sequoya Analytics

Transcript of THE ART & SCIENCE OF PRICING DECISIONS...Promotional Price Elasticity The SCIENCE of Pricing...

Page 1: THE ART & SCIENCE OF PRICING DECISIONS...Promotional Price Elasticity The SCIENCE of Pricing Decisions: Sensitivity Analytics Price Thresholds Threshold Price: The specific price point

THE ART & SCIENCE OF PRICING DECISIONSa predictive analytics framework for CCMs

Brandon Stine, Sequoya Analytics

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ART

Scenarios

Objectives

Constraints

Competition

SCIENCE

Self-Elasticity

Cross-Elasticity

Price Quadrants

Price Thresholds

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ART

Scenarios

Objectives

Constraints

Competition

SCIENCE

Self-Elasticity

Cross-Elasticity

Price Quadrants

Price Thresholds

SCENARIO

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The ART of Pricing Decisions: When?

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The ART of Pricing Decisions: When?The ART of Pricing Decisions: When?

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The ART of Pricing Decisions: When?The ART of Pricing Decisions: When?

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The ART of Pricing Decisions: When?The ART of Pricing Decisions: When?

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Internal Factors External Factors

The ART of Pricing Decisions: ConsiderationsThe ART of Pricing Decisions: Considerations

Pricing Decision

Objectives

Constraints

Competition

Sensitivity

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ShareGross Rev

Net Rev

Margin

The ART of Pricing Decisions: Considerations - Objectives

The ART of Pricing Decisions: Considerations - Objectives

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0.5 0.6 0.7 0.8 0.9 1

Avg Event ROI 1.36 1.09 2.55 2.13 1.76 1.18

Avg Event MFR Margin % 15% 11% 32% 35% 32% 35%

Avg Trade Rate % 32% 36% 16% 13% 16% 13%

Avg Unit Lift % 2425% 634% 482% 163% 78% 32%

15% 11%

32% 35% 32% 35%32% 36%

16% 13% 16% 13%0%

500%

1000%

1500%

2000%

2500%

3000%

-

0.50

1.00

1.50

2.00

2.50

3.00

Avg

Eve

nt

RO

I

Promo Price (rounded)

Is there a correlation between Promo Price & ROI?(All products with Regular Price = $1.29)

Promotion Price

$ $ $ $ $ $ .0000000

Max Share & Revenue

Max Margin $

Max Margin %

The ART of Pricing Decisions: Considerations - Objectives

Don’t Forget:

• Marketing Mix Objectives / Strategy

• Non-Pricing Positioning

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Economic Conditions

Affects perception of value; may mute

or exaggerate consumer response

Third Parties

How are resellers and distributors affected?

How might they react?

Legal Constraints

CPGs Don’t Set Price• List Price• EDLC• Incentives

The ART of Pricing Decisions: Considerations - Constraints

The ART of Pricing Decisions: Considerations - Constraints

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The ART of Pricing Decisions: Considerations - Objectives

The ART of Pricing Decisions: Considerations - Constraints

SEGMENTATIONChannel Differentiation

Trade Funds Tiers

Channel DifferentiationTrade Funds Tiers

LIST PRICE

LOGISTICS

PRODUCT

IncentivesFees

ReformulationPackaging (Up / Down)

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How might your competitors react?

The ART of Pricing Decisions: Considerations - Objectives

The ART of Pricing Decisions: Considerations - Competition

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1. How Elastic are we on Regular Price? 2. Who do we interact with?3. How Elastic are our competitors on Reg Price?4. What Price Strategies do our Elasticities suggest? 5. How do we identify the role Price Thresholds play?6. How do we use this information to forecast financial

scenarios and choose an optimal scenario?7. Final considerations

Key Sensitivity Analytics & Demand Forecasting

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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The SCIENCE of Pricing Decisions: Sensitivity Analytics

Key Sensitivity Analytics & Demand Forecasting

What You Need to Get Started:

Full category syndicated data(Week / UPC / Banner)

AssumptionsDates, Retailer, Competitor

Costs (Past, Current, Future)COGS / List / Trade / Etc

Modeling Capabilities

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-1.7-1.2-1.0-0.5

HighlyInelastic

ModeratelyElastic

ElasticInelastic HighlyElastic

Price Elasticity Defined

Price elasticity of demand is used to evaluate and understand the relationship between the change in quantity demanded as it relates

to a change in price.

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Price Elasticity: How to interpret

Suppose we take a 10% price increase……

+10%

Elasticity of -1.0The price increase of 10% results in a 10% loss in sales (-1.0 elasticity means a 1% increase in price resulted in a 1% decrease in sales)

Price Increase

Impact on Sales

-10%

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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-1.7-1.2-1.0-0.5

HighlyInelastic

ModeratelyElastic

ElasticInelastic HighlyElastic

Price Elasticity – Decisions?

Price Increase + Low Elasticity = Negative Units and Positive Dollars

Price Decrease + Low Elasticity = Positive Units and Negative Dollars

Price Increase + High Elasticity = Negative Units and Negative Dollars

Price Decrease + High Elasticity = Positive Units and Positive Dollars

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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How Do I Compare My Elasticities by PPG?

-0.4-0.5

-0.6-0.7

-0.8-0.9

-1-1.1

-1.2-1.3

-1.4-1.5

-1.6-1.7

-1.8

-2.5

-2

-1.5

-1

-0.5

0PPG 1 PPG 2 PPG 3 PPG 4 PPG 5 PPG 6 PPG 7 PPG 8 PPG 9 PPG 10 PPG 11 PPG 12 PPG 13 PPG 14 PPG 15

Mildly Elastic

Highly Elastic

Significant quantity drops

with price increase.

Percent drop in quantity

sold won’t outpace

percent price increase.

Percent drop in quantity

sold will slightly outpace

percent price increase.

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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“Self” elasticity is the

measure of what happens to

Item X’s volume when Item

X’s price changes.

“External Cross” elasticity indicates the

amount of volume going to external or

out-of-portfolio competitors due to a

price increase on Item X.

“Internal Cross” elasticity indicates

the amount of volume going to

internal, in-portfolio competitors due

to a price increase on Item X.

-1.3

-0.4-0.2

-0.4 -0.5

-1.5

-1

-0.5

0

Item X total everyday price elasticity -2.8

Internal

Cross / Gap

Inte

rnal

Bra

nd

C

Bra

nd

B

Bra

nd

A

+ External Cross / Gap +

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Re

gula

r P

rice

Ela

stic

ity

Promotional Price Elasticity

High Everyday Price Elasticity: Consumers are sensitive to regular price changesLow Everyday Price Elasticity: Consumers are not as sensitive to regular price changesHigh Promo Price Elasticity: Consumers are sensitive to promotion prices/discountsLow Promo Price Elasticity: Consumers are not as sensitive to promotion prices/discounts

-3.5

-3

-2.5

-2

-1.5

-1

-0.5

0

-3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5

Pricing Strategy

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Pricing Strategy

-3.5

-3

-2.5

-2

-1.5

-1

-0.5

0

-3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5

Bubble size denotes volume

Strategy: Hi-NoHigher Regular Price

& No discounting

Strategy: EDLPEveryday Low Price

Strategy: Hi-Lo Higher Regular Price &

Frequent Discounting

Strategy: OptionsHi-Lo or EDLP

Re

gula

r P

rice

Ela

stic

ity

Promotional Price Elasticity

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Price Thresholds

Threshold Price: The specific price point beyond which sales change

• In addition to everyday price elasticities, price thresholds can be used to understand

additional unit sales loss

Sale

s V

olu

me

Price

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Scenario: Is there a way to increase manufacturer revenue by optimizing price?

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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We are supporting a major manufacturer that competes in the craft bottled water segment. We are going to evaluate their product: cH2Onvoluted, a non-GMO, organic, 12oz bottle – at one of their largest customers.

Background

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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-0.7

-1.6

-2.5

-3 -2.5 -2 -1.5 -1 -0.5 0

8 fl oz.

10 fl oz.

12 fl oz.

Regular Price Elasticity

What is my Regular Price Elasticity?

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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How Elastic are my products on Regular Price?

-0.5

-1.0

-2.0

-0.1

-0.5

-0.3

-0.1

-0.1

-0.2

-3.0 -2.5 -2.0 -1.5 -1.0 -0.5 0.0

8 fl oz.

10 fl oz.

12 fl oz.

Own To Internal Competitors To external competitors

-1.2 CATEGORY

LowModerateHigh

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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What products do I interact with?

Size External Competitors Elast. Internal Competitors Elast.

8 fl oz. Gluten-Free Water 8 fl oz. -0.1 cH2Onvoluted lite 8 fl oz. -0.1

10 fl oz. Gluten-Free Water 10 fl oz. -0.1 cH2Onvoluted lite 10 fl oz. -0.5

12 fl oz. Gluten-Free Water 12 fl oz. -0.2 cH2Onvoluted lite 12 fl oz. -0.1

Homemade Water 12 fl oz. -0.2

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Competitive Landscape

Other Brands

Own Brands

-2.0

-1.5

-1.0 -1.0-1.3

-0.9-0.7 -0.7

-0.5 -0.5

-0.3

-0.4

-0.5

-0.1 -0.2

-0.1 -0.2

-0.2

-0.1

-0.3

-0.3

-0.1 -0.1

-3.0

-2.5

-2.0

-1.5

-1.0

-0.5

0.0

Le Suds 12fl oz.

Sudzy 10 floz.

Le Suds 10fl oz.

Popup 12 floz

Sudzy 8 floz.

Purest 12 floz.

Chiller 10 floz

Sudzy 12 floz.

Le Suds 8 floz.

Popup 8 floz

Own To Internal Competitors To external competitors

LowModerateHigh

cH2Onvoluted 12 oz

cH2Onvoluted 8 oz

cH2Onvoluted lite 10 oz

cH2Onvoluted lite 12 oz

cH2Onvoluted lite 8 oz

Home-made 8 oz

Gluten Free 12 oz

Gluten Free 10 oz

Gluten Free 8 oz

cH2Onvoluted 10 oz

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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-3.5

-3

-2.5

-2

-1.5

-1

-0.5

0

-3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5

Bubble size denotes volume

Strategy: Hi-NoHigher Regular Price

& No discounting

Strategy: EDLPEveryday Low Price

Strategy: Hi-Lo Higher Regular Price &

Frequent Discounting

Strategy: OptionsHi-Lo or EDLP

Re

gula

r P

rice

Ela

stic

ity

Promotional Price ElasticityOther Brands

cH2Onvoluted

Pricing Strategy

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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-15%

-5%

5%

15%

25%

-9% -8% -7% -6% -5% -4% -3% -2% 0% 1% 2% 3% 4% 5% 6% 7% 8% 9%

% C

han

ge B

ase

Vo

lum

e

% Change in Price

% Chg Base Volume % Chg Base Revenue

Evaluating the Impact and Identifying Price Thresholds

How do I know what is optimal?

% Chg Base Margin

% Chg Base Volume % Chg Base Revenue

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Price and Promo Strategy(Scenarios)

Current Scenario

Scenario 1 -2% Price Change

Scenario 2-2% Price Change

Scenario 3 -5% Price Change

Scenario 4 -5% Price Change

Scenario 5 -8% Price Change

Scenario 6 -8% Price Change

Regular Price $3.55 $3.48 $3.48 $3.37 $3.37 $3.27 $3.27

Promo Price $3.10 $3.10 $3.10 $3.10 $3.10 $3.10 $3.10

CompetitiveResponse

N/ADoes not

followFollows

Does not follow

FollowsDoes not

followFollows

The SCIENCE of Pricing Decisions: Sensitivity Analytics

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Recommendation

Current Scenario

Scenario 1 -2% Price Change

Scenario 2-2% Price Change

Scenario 3 -5% Price Change

Scenario 4 -5% Price Change

Scenario 5 -8% Price Change

Scenario 6 -8% Price Change

MFR Volume 345,510 362,785 369,333 383,881 387,763 394,454 396,854

MFRRevenue

$1.23M $1.3M $1.31M $1.41M $1.45M $1.5M $1.54M

CompetitiveResponse

N/ADoes not

followFollows

Does not follow

FollowsDoes not

followFollows

Margin $615 $650 $655 $705 $725 $750 $770

The SCIENCE of Pricing Decisions: Sensitivity Analytics

Diminishing Returns

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Next Steps – Combining Art with Science

Build promo plan - discount depth and promo price may change- may hit / not hit old promo price thresholds

Check constraints - can optimal scenario be implemented? -- are assumptions realist?

Check competition - how will price gaps change?- are assumptions realistic?

Consider marketing mix - does optimal scenario fit strategy?

Consider economic conditions – any variables not present in analysis?

If executed, measure success - did consumer respond as forecasted?- did demand change due to regular price?- was financial growth positive?

The ART & SCIENCE of Pricing Decisions: Execution

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[email protected]

THANKS!