marketing math. forecasting and demand measurement market demand measures –potential market: every...
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Marketing Math
Forecasting and Demand Measurement
• Market Demand measures
– Potential market: Every one you could sell to
– Penetrated market: Every one you are selling to (i.e. sales)
Estimating Future Market Demand – Some Methods
• Survey of buyers’ intentions– Purchase probability scale: How likely are you to
purchase…?
• Composite of sales force opinions• Expert opinion• Marketing Research (i.e. BASES)• Past-sales analysis• Econometric Methods• Market-test method
Forecasting Demand
• Chain-ratio method
Forecasting Demand• Bottom-up Method – used when you have
specific “granular” data
Example: What is the total market potential for a new algebra textbook in California high schools?
District # High SchoolsAvg # Algebra
Classes/SchoolAvg
Students/ClassTotal Books
Needed
A 9 3 25 675
B 4 5 17 340
C 5 4 22 440
⁞ ⁞ ⁞ ⁞ ⁞
TOTAL 959 4.3 21.7 89,484
Activity: Estimating Demand• Estimate the Total Market Potential for:
– Annual number of hamburgers consumed in the state of Oregon
– Users of an app that provides real-time traffic data throughout the United States
– The total yearly number of male haircuts in the state of California
– The total number of Gluten-Free food consumers in New York state
– The total demand for baseball bats in the state of Arizona
Customer Lifetime Value
• Customer Lifetime Value (CLV)– The net present value of the stream of future
profits expected over the customer’s lifetime purchases
Why Calculate CLV?
• Shows whether we are actually profiting from customer acquisition and retention in the long run
• Useful tool for comparing multiple “competing” marketing initiatives
• Establishes a maximum acquisition cost baseline (i.e. “not to exceed”)
CLV Formula – Finite Time Horizon
CLV = Σ [GCt * rt] / (1 + i)t – AC
CLV = Customer Lifetime ValueGCt = Gross Contribution from Customer at time t
(revenues – servicing and retention costs)rt = Retention Rate of customer at time t
i = interest or “discount rate”AC = Acquisition Cost
Customer Lifetime Value (finite time horizon)
Acme, Inc. uses a four-year time horizon to calculate Customer Lifetime Values of its customers.
Here are some facts related to Acme's Customer Lifetime Value model:
- It costs $400 (on average) to acquire a customer- Revenues per customer are $1,000 in year 1 and are expected to increase by 10% each year thereafter.- Variable costs to service and retain each customer are $300 in the first year and decrease by 5% each year thereafter.- Acme uses a discount rate of 7% for its CLV calculations.
CLV(finite time horizon) – Acme Inc. Example
See “Excel CLV Tutorial” video
Customer Lifetime Value (finite time horizon)
CLV Formula – Infinite Time Horizon
CLV = [(GC * r) / (1 + i - r)] – AC
CLV = Customer Lifetime ValueGC = Annual Gross Contribution from Customer
(revenues – servicing and retention costs)r = Average Retention Rate of Customer
i = interest or “discount rate”AC = Acquisition Cost
CLV (Infinite Time Horizon) - Example
Acme, Inc. is trying to determine the Lifetime Value of its customers.
Here are some facts related to Acme customers:
- A study of historical sales data reveals that the average customer brings in about $800 of sales revenues each year. - A study of historical cost data reveals that the average cost to service and retain a customer is about $200 per year. - Acme spends about $150 to acquire a new customer, on average.- Acme retains approximately 65% of its customers from one year to the next.- Acme's discount rate is 4%.
CLV = [(GC * r) / (1 + i - r)] – AC
CLV = [(800-200) *(.65)] / (1 + .04 - .65)] – 150CLV = [(600*.65)/ (.39)] – 150
CLV = 1,000 – 150 = $850
CLV “Multiple” – Infinite Time Horizon
MM = r / (1 + i - r) MM = Margin Multipler = Average Retention Rate of Customer
i = interest or “discount rate”
CLV = MM x GC
CLV = Customer Lifetime ValueMM = Margin MultipleGC = Annual Gross Contribution from Customer (revenues – servicing and
retention costs)
CLV “Multiple” (Infinite Time Horizon) - Example
• Calculate the margin multiple for a company that has a 5% discount rate and a 80% retention rate.
MM = r / (1 + i - r) MM = .80 / (1 + .05 - .80) = 3.2
• Calculate the CLV assuming the company’s annual gross contribution per customer is $700.
CLV = MM x GCCLV = 3.2 x $700 = $2,240
Customer Lifetime Value - Multiples
Contribution Analysis / ROMI
• Contribution Analysis• Return on Marketing Investment (ROMI)
• Both used to measure the “worth” of marketing initiatives (i.e. how much they “contribute” to company profits)
• Provides guidance on whether to proceed with (i.e. “greenlight”) the initiative
• Can be calculated prospectively (future projection) or historically (based on actual data)
Contribution Analysis
Contribution = (Incremental Sales Volume) x (Sales Price) x (Contribution Margin %) – Incremental Marketing Initiative Costs
Contribution = ISV x SP x CM% - IMIC
CM% = The % of sales revenue retained as profit after accounting for variable costs.
Incremental means “additional”, traceable to the initiative
Contribution Analysis - ExampleContribution = (Incremental Sales Volume) x (Sales Price) x (Contribution Margin
%) – Incremental Marketing Initiative Costs
Contribution = ISV x SP x CM% - IMIC
Starbucks launches a social media campaign to promote its new (mythical) “Le Mix” line of coffee-tea mixture beverages. Starbucks expects the campaign to generate 750,000 units in incremental sales in its first year at a campaign cost of $1 million. Sales price per beverage is $3.75 and the contribution margin % for the drink is 60%.
Determine the annual contribution expected from the Le Mix social media campaign.
Contribution = ISV x SP x CM% - IMIC = 750,000 x $3.75 x 60% - $1,000,000 = $687,500
Return on Marketing Investment
ROMI % = (Contribution / Incremental Marketing Initiative Costs) x 100%
ROMI % = [(Incremental Sales Volume) x (Sales Price) x (Contribution Margin %) – Incremental Marketing Initiative Costs] / (Incremental Marketing Initiative Costs)] x 100%
ROMI % = [(ISV x SP x CM% - IMIC) / (IMIC) ] x 100%
ROMI % = [(Contribution) / (IMIC) ] x 100%
Return on Marketing Investment - Example
ROMI % = (Contribution / Incremental Marketing Initiative Costs) x 100%
ROMI % = [(Incremental Sales Volume) x (Sales Price) x (Contribution Margin %) – Incremental Marketing Initiative Costs] / (Incremental Marketing Initiative Costs)] x 100%
Starbucks launches a social media campaign to promote its new (mythical) “Le Mix” line of coffee-tea mixture beverages. Starbucks expects the campaign to generate 750,000 units in incremental sales in its first year at a campaign cost of $1 million. Sales price per beverage is $3.75 and the contribution margin % for the drink is 60%.
Determine Starbuck’s ROMI % for the Le Mix social media campaign.
Contribution = ISV x SP x CM% - IMIC = 750,000 x $3.75 x 60% - $1,000,000 = $687,500
ROMI % = [ Contribution / IMIC ] x 100% = $687,500 / $1,000,000 = 69% (rounded)
Cannibalization Considerations
Cannibalization Considerations
• Cannibalization: When a company’s new products depress or “steal” the sales of its older products
• Many Contribution and ROMI calculations neglect to account for cannibalization
• Revised formulas to account for cannibalization are typically more accurate depictions of future reality
Contribution Analysis – with Cannibalization Factor
Contribution = [(Incremental Sales Volume) x (Sales Price) x (Contribution Margin %) – (Incremental Marketing Initiative Costs)] – [(Cannibalized Sales Volume) x (Cannibalized Sales Price) x (Cannibalized Contribution Margin %)] + (Decrease in Marketing Initiative Costs for Cannibalized Brand(s))
Contribution = [(ISV x SP x CM%) – IMIC] – [(CSV x CSP x CCM%)] + ∆CMIC
CM% = The % of sales revenue retained as profit after accounting for variable costs.
Incremental means “additional”, traceable to the initiative
Contribution Analysis - ExampleContribution = [(Incremental Sales Volume) x (Sales Price) x (Contribution Margin %) –
Incremental Marketing Initiative Costs] – [(Cannibalized Sales Volume) x (Cannibalized Sales Price) x (Cannibalized Contribution Margin %)] + Decrease in Marketing Initiative Costs for Cannibalized Brand(s)
Contribution = [(ISV x SP x CM%) – IMIC] – [(CSV x CSP x CCM%)] + ∆CMIC
Starbucks launches a social media campaign to promote its new (mythical) “Le Mix” line of coffee-tea mixture beverages. Starbucks expects the campaign to generate 750,000 units in incremental sales in its first year at a campaign cost of $1 million. Sales price per beverage is $3.75 and the contribution margin % for the drink is 60%. The Le Mix launch is expected to cannibalize 500,000 units of tea beverages currently being sold at a price of $3.50 and having a contribution margin % of 55%. Marketing initiative costs for the cannibalized tea products are expected to drop by approximately $400,000.
Determine the annual contribution expected from the Le Mix social media campaign after accounting for cannibalization of tea products.
Contribution = [(ISV x SP x CM%) – IMIC] – [(CSV x CSP x CCM%)] + ∆CMIC = [(750,000 x $3.75 x 60%) - $1,000,000] – [(500,000 x $3.50 x 55%)] + $400,000 = $125,000
(is this high enough contribution to justify the campaign/launch?)