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Mauria Finley, CEO and
Founder
@mauriafinley
E-Commerce Math
My Background
Commerce
Community
Content
Mauria Finley @mauriafinley
Key Terms
CAC = Customer Acquisition Cost
CM = Contribution Margin
CLV = Customer Lifetime Value
CLC = Customer Lifetime Contribution
Fully loaded average cost to acquire a new customer
Revenue from customer during his/her tenure
Amount of contribution after all variable costs, excl. CAC
Contribution margin from customer during his/her tenure
Mauria Finley @mauriafinley
Unit Economics in A Good Business
Payback: Recover CAC in contribution < 1 year
Cohorts Improving
ROI Ratio: CLC > 3 X CAC
Can scale acquisition with ROI & payback ratios
Mauria Finley @mauriafinley
Customer Acquisition Cost (CAC)
Big leverage from:
• Organic
• Conversion
Deep analysis:
• Review & rank channels at lowest possible
level
• Watch by cohort
• Beware averages: watch top & bottom buyers
• Do attribution but avoid “double dipping”
Total Marketing $
Total New Acquired
Blended CAC
Mauria Finley @mauriafinley
=
Things to think about:
• Experiment aggressively
• A balanced portfolio might be a barbell
(different sides optimize for different things)
• Set your CAC to ROI ratio and be comfortable
spending to that
• CAC can change from early days to scaling
Contribution Margin (CM)
Cash In = List Price - Discount
(Product COGS)
(Shipping)
(Fulfillment: materials, packing, storage)
(Credit card processing)
(Returns)
(Inventory write-offs)
(Fraud)
(Customer care)
Excludes: 1-time CAC & fixed costs
(merchandising, dev, production, etc.)
-> Product or Gross Margin
-> Contribution Dollars Out
Basically all the variable costs
except CAC. Discounting can go into
CAC or out of CM.
Lots of costs come out of the cash
you take in!
Start with strong product margin
If not, be great at the below the line
operational costs
Generally, you can optimize the
operational costs later unless they
are your unique advantage
Mauria Finley @mauriafinley
Customer Lifetime Value (CLV)
Purchases per Year
X
Average order value
X
Years active
CLV: Total Revenue Dollars
Over Customer’s Lifetime
These are the levers = frequency, size
of purchase, tenure
A key decision is your tenure estimate;
relates to the nature of your service
Even with long tenure, you might want
incentives to pull dollars into the present
CLV is often better than you think (if you
have a good product)
But be wary of overestimating in the
short term (cash implications)
Mauria Finley @mauriafinley
Cash Payback Is Key Decision
One $50 order
$15 contribution
 CPA Threshold = $15
PAYBACK IN 1st ORDER PAYBACK IN 6 MONTHS PAYBACK IN 12 MONTHS
Two $50 orders
$30 contribution
 CPA Threshold = $30
Four $50 orders
$60 contribution
 CPA Threshold = $60
Approach to payback has HUGE implications, particularly for an early stage
startup
More aggressive => higher CPA threshold => faster growth
But also exposes more cash
Might choose to adjust other KPIs to have less payback risk
Assumptions: $50 AOV, 30% CM, purchases 4x per year
Mauria Finley @mauriafinley
Big Levers on Unit Economics
LOWER CAC INCREASE CLV INCREASE CM
Organic / viral
Channels
Conversion
More purchases
Higher AOV (upsell /
cross sell)
Longer active life
Better product margin
Lower costs
Mauria Finley @mauriafinley
You Can’t Know Everything At Once
1st PRODUCT MARKET FIT
SCALE LTV w/ BEST
ASSUMPTIONS
THEN ADD COST
OPTIMIZATION
Can you acquire?
Do they like it?
Can you scale
acquisition
Do they stay / repeat
and buy more?
CAC improvements
Improve COGs
Decrease operational
costs (ship, fulfill, CC)
YOUR UNIQUE VALUE
Vendor terms?
Quick ship?
Producing products?
Mauria Finley @mauriafinley
Remember Cash is King
Marketing is a BIG variable cost
And, headcount & opex add up too!
Inventory can kill you
Might balance payback & cash upfront over ROI
Be paranoid about buying mistakes (too much, wrong stuff)
Try for negative cash conversion (pay after you’re paid)
Mauria Finley @mauriafinley
Great Resources
Bessemer’s Top 10 Laws of E-Commerce:
http://www.bvp.com/sites/default/files/bessemer_top_10_laws_ecommerce_oct2010.pdf
Saar Gur: http://www.slideshare.net/saarsaar/why-most-startups-fail-at-acquiring-new-customers-and-
how-you-can-succeed
Jeremy Liew’s blog: http://lsvp.com/2012/06/15/how-to-estimate-lifetime-value-for-an-
ecommerce-business-sample-cohort-analysis/
Zulily’s S-1: http://www.sec.gov/Archives/edgar/data/1478484/000119312513393718/d552850ds1.htm
Mauria Finley @mauriafinley
Questions
Mauria Finley @mauriafinley

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"E-Commerce Metrics & Quantitative Marketing," Citrus Lane >> Mauria Finley [COMMERCISM 2014]

  • 1. Mauria Finley, CEO and Founder @mauriafinley E-Commerce Math
  • 3. Key Terms CAC = Customer Acquisition Cost CM = Contribution Margin CLV = Customer Lifetime Value CLC = Customer Lifetime Contribution Fully loaded average cost to acquire a new customer Revenue from customer during his/her tenure Amount of contribution after all variable costs, excl. CAC Contribution margin from customer during his/her tenure Mauria Finley @mauriafinley
  • 4. Unit Economics in A Good Business Payback: Recover CAC in contribution < 1 year Cohorts Improving ROI Ratio: CLC > 3 X CAC Can scale acquisition with ROI & payback ratios Mauria Finley @mauriafinley
  • 5. Customer Acquisition Cost (CAC) Big leverage from: • Organic • Conversion Deep analysis: • Review & rank channels at lowest possible level • Watch by cohort • Beware averages: watch top & bottom buyers • Do attribution but avoid “double dipping” Total Marketing $ Total New Acquired Blended CAC Mauria Finley @mauriafinley = Things to think about: • Experiment aggressively • A balanced portfolio might be a barbell (different sides optimize for different things) • Set your CAC to ROI ratio and be comfortable spending to that • CAC can change from early days to scaling
  • 6. Contribution Margin (CM) Cash In = List Price - Discount (Product COGS) (Shipping) (Fulfillment: materials, packing, storage) (Credit card processing) (Returns) (Inventory write-offs) (Fraud) (Customer care) Excludes: 1-time CAC & fixed costs (merchandising, dev, production, etc.) -> Product or Gross Margin -> Contribution Dollars Out Basically all the variable costs except CAC. Discounting can go into CAC or out of CM. Lots of costs come out of the cash you take in! Start with strong product margin If not, be great at the below the line operational costs Generally, you can optimize the operational costs later unless they are your unique advantage Mauria Finley @mauriafinley
  • 7. Customer Lifetime Value (CLV) Purchases per Year X Average order value X Years active CLV: Total Revenue Dollars Over Customer’s Lifetime These are the levers = frequency, size of purchase, tenure A key decision is your tenure estimate; relates to the nature of your service Even with long tenure, you might want incentives to pull dollars into the present CLV is often better than you think (if you have a good product) But be wary of overestimating in the short term (cash implications) Mauria Finley @mauriafinley
  • 8. Cash Payback Is Key Decision One $50 order $15 contribution  CPA Threshold = $15 PAYBACK IN 1st ORDER PAYBACK IN 6 MONTHS PAYBACK IN 12 MONTHS Two $50 orders $30 contribution  CPA Threshold = $30 Four $50 orders $60 contribution  CPA Threshold = $60 Approach to payback has HUGE implications, particularly for an early stage startup More aggressive => higher CPA threshold => faster growth But also exposes more cash Might choose to adjust other KPIs to have less payback risk Assumptions: $50 AOV, 30% CM, purchases 4x per year Mauria Finley @mauriafinley
  • 9. Big Levers on Unit Economics LOWER CAC INCREASE CLV INCREASE CM Organic / viral Channels Conversion More purchases Higher AOV (upsell / cross sell) Longer active life Better product margin Lower costs Mauria Finley @mauriafinley
  • 10. You Can’t Know Everything At Once 1st PRODUCT MARKET FIT SCALE LTV w/ BEST ASSUMPTIONS THEN ADD COST OPTIMIZATION Can you acquire? Do they like it? Can you scale acquisition Do they stay / repeat and buy more? CAC improvements Improve COGs Decrease operational costs (ship, fulfill, CC) YOUR UNIQUE VALUE Vendor terms? Quick ship? Producing products? Mauria Finley @mauriafinley
  • 11. Remember Cash is King Marketing is a BIG variable cost And, headcount & opex add up too! Inventory can kill you Might balance payback & cash upfront over ROI Be paranoid about buying mistakes (too much, wrong stuff) Try for negative cash conversion (pay after you’re paid) Mauria Finley @mauriafinley
  • 12. Great Resources Bessemer’s Top 10 Laws of E-Commerce: http://www.bvp.com/sites/default/files/bessemer_top_10_laws_ecommerce_oct2010.pdf Saar Gur: http://www.slideshare.net/saarsaar/why-most-startups-fail-at-acquiring-new-customers-and- how-you-can-succeed Jeremy Liew’s blog: http://lsvp.com/2012/06/15/how-to-estimate-lifetime-value-for-an- ecommerce-business-sample-cohort-analysis/ Zulily’s S-1: http://www.sec.gov/Archives/edgar/data/1478484/000119312513393718/d552850ds1.htm Mauria Finley @mauriafinley