Transcript CLV
Business Intelligence/
Decision Models
Lifetime Value
Firm Worth
The selling price of a firm is based on discounted
future profits.
Future profits are generated by customers and
by customer acquisition
The firm equity aggregated from individual
customer equity (customer value)
How Lifetime Value is used
for acquisition and retention
We need to know the value (the equity) of our
customers, for sales targeting and retention
efforts
We need to discriminate among customers to
acquire and retain the best
More specifically, how much money should be
spent on
Acquisitions
Retention
What is lifetime value?
Net present value of the profit to be realized
on the average new customer during a given
number of years.
To compute it, you must be able to track
customers from year to year.
Customer Lifetime Value
n
CLV = [NPV
Σi=1(Pri X Inci)] – AC0
where Pr is the survival probability for period i
Pr X Inc. is the expected income for period I
n is the number of time periods
NPV is the net present value
AC is the acquisition cost
LTV
Spreadsheet
Life tables (SPSS)
Simple CLV Spreadsheet
Customers
Retention Rate
Orders per Year
Avg Order Size
Total Revenue
Acquisition Year
100,000
60%
1.8
$90
$16,200,000
Second Year
Third Year
60,000
70%
2.5
$95
$14,250,000
42,000
80%
3
$100
$12,600,000
Costs %
Cost of Sales
70%
$11,340,000
65%
$9,262,500
65%
$8,190,000
Unit Acquisition Cost
Unit Marketing Cost
Marketing Costs
Total Costs
$35
$20
$5,500,000
$16,840,000
$0
$20
$1,200,000
$10,462,500
$0
$20
$840,000
$9,030,000
-$640,000
(1+.16)0
1
-$640,000
-$640,000
-$6
$3,787,500
(1+.16)1
1.16
$3,265,086
$2,625,086
$26
$3,570,000
(1+.16)2
1.35
$2,644,444
$5,269,531
$53
Gross Profit
Discount Factor
Discount Factor
Net Present Value
Cumulative NPV Profit
Customer LTV
Discount Factor = (1 + (.08 x 2))2 or D = (1.16)2 = 1.35.
http://www.dbmarketing.com/articles/Art251a.htm
How much to invest in
retention? During Year 2
Pr. of cancelling = 30%
Replacement Cost: $35.00 * 30% = $10.50
Gross profit if surviving: $3,787,500/60,000 = $63.13
Opportunity Cost if cancelled: $63.13 x 30% = $18.94
Total Expected Cost: $18.94 + $10.50 = $29.44
If 100% sure to salvage, investment < $29.44
If only 10% probability of salvage, investment < $2.94
NPV
$1 @ 10% = $1.10 (after 1 yr)
$1.10 @ 10% = $1.21 (after 2 yrs)
$1 x (1.10)3 = $1.33 (after 3 yrs)
FV = PV x (1 + r) n
PV = FV/(1 + r) n
Discount Rate
First year (0): (1+.06)0
=
1.0
Second year : (1+.06)1
= 1.060
Third year : (1+.06)2
= 1.124
_________________________________
PV = FV in p0
$100/1
= $100
PV = FV in p1
$100/1.06 = $94
PV = FV in p2
$100/1.124 = $89
NPV over all three years
=$283
Excel for discounting factor
Discount Rate = (1 + r)^n
Discount Rate = POWER((1+r),n)
Simple CLV Spreadsheet
Customers
Retention Rate
Orders per Year
Avg Order Size
Total Revenue
Acquisition Year
100,000
60%
1.8
$90
$16,200,000
Second Year
Third Year
60,000
70%
2.5
$95
$14,250,000
42,000
80%
3
$100
$12,600,000
Costs %
Cost of Sales
70%
$11,340,000
65%
$9,262,500
65%
$8,190,000
Unit Acquisition Cost
Unit Marketing Cost
Marketing Costs
Total Costs
$35
$20
$5,500,000
$16,840,000
$0
$20
$1,200,000
$10,462,500
$0
$20
$840,000
$9,030,000
-$640,000
(1+.16)0
1
-$640,000
-$640,000
-$6
$3,787,500
(1+.16)1
1.16
$3,265,086
$2,625,086
$26
$3,570,000
(1+.16)2
1.35
$2,644,444
$5,269,531
$53
Gross Profit
Discount Factor
Discount Factor
Net Present Value
Cumulative NPV Profit
Customer LTV
Discount Factor = (1 + (.08 x 2))2 or D = (1.16)2 = 1.35.
http://www.dbmarketing.com/articles/Art251a.htm
Simple CLV Spreadsheet
Starting Parametres
Period
Year
Acquisitions
Retention
Oders per year
Avg Oder Size
Margin
Accquisition Cost
Marketing Cost
Annual Discount Rate
0
1
2
1
2
3
100,000
60%
1.8
$90
70%
$35
$20
16%
70%
2.5
$95
65%
80%
3
$100
65%
$20
16%
$20
16%
Getting Starting Values
Calculate tenure or LOF
Calculate Recency
Recode Recency if <> X into 0 or 1
Calculate annual spending by Tenure
(Current Dte – Dte Lst Purchase)
Define Status (Active/Lapsed)
(Dte Lst Purchase – Dte Frst Purchase)
Average annual spending or
Average orders X Average order size
Cost per acquisition
Total acquisition cost / Acquired numbers
Life Tables
Run Life Tables
By Tenure chunks (Months or Years)
By Status (Terminal Event)
By Customer Segment
Run compare means
DV Average Order, Average Spending
IV Tenure chunks (Months or Years)
Tutorial
This week
Program a CLV Worksheet (See Excel sheet)
Next week
Use SPSS to Estimate CLV
a)
b)
c)
Use Survival/Life table to estimate cumulative survival
rate by time period and customer segment
Use Compare Means to estimate annual purchases
Transfer data into your CLV spreadsheet