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Develop a market leading investment strategy by targeting consumers by the amount of interest they pay and their credit card spend
Jason Dietrich Experian
Mike McGinley Experian
#vision2014
2 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
The state of card portfolios
Revenue proxies – targeting spend and yield
Building a profitable portfolio – redefining strategy
Finding the right product to capture spend and yield
Agenda
3 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
Response rates remain low
► < 50 basis points
To improve cost, more lenders want to acquire accounts via:
► Point of sale
► Web
► Digital marketing
Direct mail volumes are declining YOY
Mail volumes and response rates
Can you use direct
mail campaigns to build
profitable campaigns?
4 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
The keys to profitability
Credit card portfolios generate revenue from three sources:
1. Fees
► Late fees
► Over-limit fees
► Annual fees
2. Interest income
► Revenue from annual percentage rate on balances
3. Interchange
► Approximately 1.5% revenue from every purchase
Can you target
these behaviors?
5 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
Card lenders need to improve profitability
Inactives 30%
Low spending
transactors 20%
Low rate revolvers
20%
High spend 15%
Revolvers 15%
20%–30% of consumers
generate most of a
portfolio’s profit – build a
portfolio that has more
of these consumers
70% of the portfolio
is a drag on the P&L
A typical credit card portfolio
6 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
How do lenders try to improve profitability today?
SPEND and REVOLVE are concentrated within a small population
The attempt … The issue …
Not all low risk consumers revolve
Additional risk added to the portfolio
Lower risk score cutoffs to find revolvers
No way to know if balance is from spend or how quickly consumer will pay it off
Targets too many consumers already revolving at 0% APR or very low rates
Target consumers with balances with BT incentives and offers
Activation and bonuses are only effective if spend persists or balances are revolved
Offers go to low spending transactors
Offer rewards incentives to get people to use cards (points for gas/ groceries, etc…)
Many consumers have no “off us” spend or yield
Small line increases are not useful for higher spending segments
Increase lines on inactives with acceptable credit risk
40% of consumers who make more than $75,000 per year spend less than $5,000 on cards annually
Income models correlate to risk
Target based on wealth / income to find high spenders
7 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
Revenue proxies aggregate past spend and revolve behavior
Experian TAPSSM is a special
algorithm that uses longitudinal credit
data to proxy the last 12 months of
spend on credit and charge cards
Key fields used:
► Total annual plastic spend
► Wallet share
► Payment rate
Over 60 validations
► R2 exceeds 0.80
Experian TAPSSM
Total annual plastic spend (Visa, MC, AMEX, DFS)
EIRC for RevolvingSM is a yield
algorithm that uses longitudinal credit
data to proxy the last six months of
interest on credit cards
Key fields used:
► Average effective APR (%)
► Average interest ($)
► Average daily balance
► Average revolving balance
Over 30 validations
► R2 exceeds 0.90
EIRC for RevolvingSM
Estimated interest rate calculator for revolving credit
cards (Visa, MC, AMEX, DFS)
8 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
4%
34%
$10,779
13%
33%
$3,219
83%
33%
$504
4% of U.S. bankcard holders account for a third of total spend, at almost $11,000 per
month per consumer … but most spend offers target low spending populations
Spend is highly concentrated…
U.S. Population
% of total U.S. card spend
Average monthly spend
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Targeting higher spend segments allows you to target fewer consumers but more interchange
$129,348
$38,629
$6,050
$0
$20,000
$40,000
$60,000
$80,000
$100,000
$120,000
$140,000
High ($65k+/year) Medium ($25-$65k/year) Low (<$25k/year)
Spend
Average spend is significantly higher in medium ($39K) and high spend ($129K) segments
than low spend ($6K); investments should be significantly higher for high spend segments
10 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
3%
33%
$5,978
8%
34%
$2,310
89%
33%
$202
Yield is also concentrated amongst a small segment of the population
U.S. Population
% of total U.S. card spend
Average monthly spend
A third of the total yield opportunity is with just 3% of U.S. cardholders; they generate
nearly $6K in average annual yield/consumer, but lenders target mostly other consumers
11 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
As with spend, using tools designed to find high-yield populations can bring significant benefit
$5,978
$2,310
$202
$0
$1,000
$2,000
$3,000
$4,000
$5,000
$6,000
$7,000
High ($3.75k+/year) Medium ($1.5k-$3.75k/year)
Low (<$1.5k/year)
The average yield is significantly higher in medium ($2.3K) and high yield ($6K) segments
than low yield ($200); investments should be significantly higher for high yield segments
12 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
Spend opportunity is correlated with credit risk …
0%
5%
10%
15%
20%
25%
30%
35%
40%
45%
501-600 601-700 701-800 801-900 901-990
Low spend (<$25k/year, 100%=$659B)
Medium spend ($25k-65k/year, 100%=$653B)
High spend ($65k+/year, 100%=$653B)
VantageScore®
VantageScore® is a registered trademark of VantageScore Solutions, LLC.
13 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
… however, it is inefficient to target spend by risk alone
A marketing campaign attempting to capture the spend market mails
VantageScore® 750+ prospects. This would result in:
4.5 million of the 5.1 million high-spenders mailed (88% of the high spenders!)
However … 82 million low and medium spenders would be included
95% of the mail file would be low and medium spenders – highly inefficient
U.S. population
VantageScore® Low spend (<$25k) Medium spend
($25k–$65k) High spend (>$65k)
501–750 41.9M 1.8M .6M
750–990 56.8M 14.8M 4.5M
14 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
Yield potential and risk – related, but less so than spend
0%
5%
10%
15%
20%
25%
30%
35%
40%
45%
501-600 601-700 701-800 801-900 901-990
Low EIRC (<$1.5k/year, 100%=$25B)
Medium EIRC ($1.5k-3.75k/year, 100%=$25B)
High EIRC ($3.75k+/year, 100%=$25B)
VantageScore®
Yield opportunity is significant
in high VantageScore®
segments:
$25 billion (of the total
of $75 billion) of yield
is with cardholders with
VantageScore® greater
than 800
Another $27 billion is in
VantageScore® between
700–800
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Targeting yield opportunity by risk score alone creates higher risk and is inefficient
An issuer seeks to target interest revenue by
lowering score cut off to 651 VantageScore®…
They could use only the score cut:
108 million consumers:
$70B in yield
39 million with VantageScore®
< 800
or
They could use EIRC and score
11.9 million consumers:
Target $44B in yield
7.5M with VantageScore®
< 800
U.S. population
Low yield Medium yield High yield
VantageScore® Consumers Interest Consumers Interest Consumers Interest
501–650 20.9M $3.3B 1.2M $1.1B .4M $3.2B
651–800 32.1M $10.6B 5.3M $14B 2.3M $15.3B
801–990 64.0M $16.7B 3.3M $8.3B 1.0M $6.0B
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Developing the right
products to capture
spend and yield
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Spend levels show clear product alignment: no-preset-spend-limit products rank highest
$-
$2,000
$4,000
$6,000
$8,000
$10,000
$12,000
$14,000
$16,000
Year-1 average spend
Card spend in months 7–18
FS – best in class FS – other Credit card
NPSL accounts capture
substantially more spend
than regular credit cards
Best in class NPSL
accounts capture $3,000
in spend in year 1 and
almost 2x the spend of
other NPSL accounts in
months 7–18
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Yield is similar across multiple products
$-
$75.00
$150.00
$225.00
$300.00
Average 2-year yield
Flex Spend (NPSL)
Bankcard, prime (VS 700+)
Bankcard, near-prime (VS<700)
NPSL accounts capture
similar yield to prime and
near prime bankcard
NPSL is capturing spend
and yield at high levels
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Targeting spend at acquisition will result in a high spending portfolio
$0.00
$5,000.00
$10,000.00
$15,000.00
$20,000.00
Flex spend(NPSL)
Bankcard, prime(VS 700+)
Bankcard, near-prime(VS<700)
Fir
st
year
avera
ge m
on
thly
sp
en
d
Account type
$0–$25k $25k–$65k >$65kPrior year spend
Regardless of product type, actual post-book spend
aligns with pre-booking Experian TAPSSM spend estimate
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Targeting consumers who historically pay high interest will result in a profitable portfolio
$-
$100
$200
$300
$400
$500
$600
Flex Spend (NPSL) Bankcard, prime (VS 700+) Bankcard, near-prime(VS<700)
Cu
mu
lati
ve 1
8 m
on
th y
ield
$0 - $1500 $1501-$3750 > $3750Prior year yield
Again, post-book yield aligns strongly with
pre-book EIRCSM estimate, across products
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Redefining product
offers to capture
spend and yield
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>$70k >$50k >$30k >$15k None
Response Approval
Creating the right offer for capturing spend and yield – a case study
High spend product:
Vellum envelope,
upscale creative
50% annual bonus
200,000 points
borrowing capability
High line / NPSL
16.99% APR
High spending consumers respond to offers that appeal to them; success
rates increase with Experian TAPSSM contrary to traditional experience
23 © 2014 Experian Information Solutions, Inc. All rights reserved. Experian Public.
“ABC Bank” case study data: The impact of line assignment
$0
$100
$200
$300
$400
$500
<$5k $5k–$10k $10k–$25k $25k–$50k $50k–$100k > $100k
Acco
un
t valu
e
Annual spend
Interest Fees Interchange
Where credit limits
were > $20k – optimized
profit for high spenders
Profit contribution and VantageScore® by spend bin 807 796 789 774 785 762
Low spending customers can be less profitable generating only interest and fee income
Higher spending segments generate both interchange and interest income
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Spend offer
High bonus in line with spend (transactors)
Higher bonus for spenders with back end revolve
No promo rates
Reasonable rates (low – mid teens)
Upscale creative showcasing rewards
Revolve offer
No BT fees (fees are charged now because don’t know who will revolve)
0% for 12-15 month intro with reasonable go to rate (%11.99)
► Higher rates create adverse select
► High “go to” rates is a disincentive for revolvers at average rates – even with intro period
Creating the right offer
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$50,000 annual spend
customer:
100% pay rate
(pure transactor)
High credit line needed
Meaningful rewards
Not sensitive to APR
Generates $850 in
Interchange annually
$5,000 spend but $19,000
in average balance:
10k average balances
10% pay rate
Very sensitive to APR
Average line strategy
captures enough
revolving balance to
offset risk
Given low spend
Rewards caps are not
necessary (disclosing
caps reduces response)
Total net interest
To
tal n
et
inte
rch
an
ge
Transactor offers
Level of incentives
Revolver offers
Spend and yield are natural differentiators in prescreen targeting
A new framework for product targeting at the consumer level – plot every
consumer on the below chart to determine incentives and investment strategy
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