understanding co-borrower performance · for lines of credit, the risk distribution is skewed to...

34
Understanding Co-Borrower Performance Charlie Wise Vice President, International Research and Consulting

Upload: others

Post on 14-Aug-2020

4 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

Understanding Co-Borrower Performance

Charlie Wise

Vice President, International Research and Consulting

Page 2: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 2© 2018 Trans Union of Canada, Inc. All Rights Reserved | 2

Notice

IN NO EVENT SHALL ANY STATEMENTS CONTAINED IN THIS DOCUMENT BE DEEMED LEGAL ADVICE OR LEGAL

OPINION. IN ADDITION, NOTHING CONTAINED IN THIS DOCUMENT SHALL BE DEEMED TO CONSTITUTE A

WARRANTY OR OTHER LEGALLY BINDING REPRESENTATION OR STATEMENT ON THE PART OF TRANSUNION,

IMPOSE ANY LEGAL OBLIGATION OR DUTY ON TRANSUNION, OR OTHERWISE BE DEEMED TO REVISE, AMEND,

OR OTHERWISE MODIFY ANY AGREEMENT BETWEEN TRANSUNION AND THE RECIPIENT OF THIS DOCUMENT

(“RECIPIENT”) INCLUDING, IF APPLICABLE, BUT NOT LIMITED TO ANY AGREEMENT UNDER WHICH TRANSUNION

HAS DEVELOPED AND/OR DELIVERED THIS DOCUMENT.

COMPLIANCE WITH ALL LAWS IS SOLELY THE RESPONSIBILITY OF THE RECIPIENT. THE

RECIPIENT IS ADVISED TO CONSULT ITS OWN LEGAL COUNSEL TO DETERMINE ITS

OBLIGATIONS UNDER APPLICABLE LAW.

NO PART OF THIS PUBLICATION MAY BE REPRODUCED OR DISTRIBUTED IN ANY FORM OR BY ANY MEANS,

ELECTRONIC OR OTHERWISE, NOW KNOWN OR HEREAFTER DEVELOPED, INCLUDING, BUT NOT LIMITED TO, THE

INTERNET, WITHOUT THE EXPLICIT PRIOR WRITTEN CONSENT FROM TRANSUNION.

REQUESTS FOR PERMISSION TO REPRODUCE OR DISTRIBUTE ANY PART OF, OR ALL OF, THIS PUBLICATION

SHOULD BE MAILED TO:

LAW DEPARTMENT

TRANS UNION OF CANADA, INC.

3115 HARVESTER ROAD, SUITE 201

BURLINGTON, ON

L7N 3N8

Page 3: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 3© 2018 Trans Union of Canada, Inc. All Rights Reserved | 3

• What is the landscape of joint loans?

• How valuable are joint loans?

• How risky is a joint loan compared to an individual loan?

• What is our recommended best practice for assessing co-borrower risk?

In this session, we’ll review:

Page 4: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

Why care about co-borrower performance?

Page 5: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

Because you care about increasing opportunities while

reducing risk.

Page 6: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 6© 2018 Trans Union of Canada, Inc. All Rights Reserved | 6

• Should you take the lowest credit score?

• How about the highest credit score?

• Maybe it’s better to average the applicants’ credit scores?

Different lenders may evaluate the risk of joint

borrower credit facilities in different ways

TransUnion set out to establish a best practice when

assessing the risk of joint applications

Page 7: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

What is the landscape of joint loans?

Page 8: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 8© 2018 Trans Union of Canada, Inc. All Rights Reserved | 8

The type of borrower will depend on the product,

and each joint situation will have unique circumstances

Mortgage

Co-borrower Contractually

liable

GuarantorLiable only if the primary defaults

Personal loans

Co-borrower Contractually

liable

GuarantorLiable only if the primary defaults

Auto and Line of Credit

Co-borrower Contractually

liable

Credit card

Co-borrower Contractually

liable

Authorized user No joint contractual liability is present

Page 9: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 9© 2018 Trans Union of Canada, Inc. All Rights Reserved | 9

Joint loan originations represent a significant portion

of annual originations to lenders

Source: TransUnion consumer credit database

Annual joint loan originations for key products

# o

f o

rig

ina

tio

ns

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000

1,600,000

2013 2014 2015 2016 2017

Auto Installment Line of Credit Mortgage

Joint loans as a %

of all originations26% 23%24%25% 24%

Page 10: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

How valuable are joint loans?

Page 11: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 11© 2018 Trans Union of Canada, Inc. All Rights Reserved | 11

Over half of mortgage originations are from

joint borrowers

Source: TransUnion consumer credit database

Distribution of mortgage originations by borrower type

43% 41% 41% 41% 40%

57% 59% 59% 59% 60%

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

2013 2014 2015 2016 2017

Ori

gin

ati

on

dis

trib

uti

on

Individual Joint borrower

Page 12: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 12© 2018 Trans Union of Canada, Inc. All Rights Reserved | 12

Origination amounts for joint loans continue to climb

Source: TransUnion consumer credit database

Average mortgage origination amount by borrower type

$-

$50

$100

$150

$200

$250

$300

2013 2014 2015 2016 2017

Avera

ge o

rig

inati

on

am

ou

nt

($K

) 12%

9%

Individual Joint borrower

Page 13: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 13© 2018 Trans Union of Canada, Inc. All Rights Reserved | 13

Joint mortgages are valuable; total market value is on

average 60% higher compared to individual loans

Source: TransUnion consumer credit database

Total market value of mortgages at origination by borrower type

Mark

et

valu

e (

$B

)

$

$20

$40

$60

$80

$100

$120

$140

$160

$180

2013 2014 2015 2016 2017

Individual Joint borrower

Page 14: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 14© 2018 Trans Union of Canada, Inc. All Rights Reserved | 14

The distribution of auto originations across borrower

types is relatively stable

Source: TransUnion consumer credit database

Distribution of auto originations by borrower type

Ori

gin

ati

on

dis

trib

uti

on

82% 84% 83% 83% 84%

18% 16% 17% 17% 16%

0%

20%

40%

60%

80%

100%

2013 2014 2015 2016 2017

Individual Joint borrower

Page 15: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 15© 2018 Trans Union of Canada, Inc. All Rights Reserved | 15

Similar to mortgage, joint auto accounts are bigger

Source: TransUnion consumer credit database

Average auto origination amount by borrower type

$0

$5

$10

$15

$20

$25

$30

$35

2013 2014 2015 2016 2017

Ave

rag

e o

rig

ina

tio

n a

mo

un

t ($

K)

8%12%

Individual Joint borrower

Page 16: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 16© 2018 Trans Union of Canada, Inc. All Rights Reserved | 16

Like other products, the co-borrower distribution of

line of credit originations has been stable

Source: TransUnion consumer credit database

Distribution of line of credit originations by borrower type

70% 69% 70% 71% 71%

30% 31% 30% 29% 29%

0%

20%

40%

60%

80%

100%

2013 2014 2015 2016 2017

Ori

gin

ati

on

dis

trib

uti

on

Individual Joint borrower

Page 17: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 17© 2018 Trans Union of Canada, Inc. All Rights Reserved | 17

Further proving joint borrower value, the gap in

origination amounts is significantly larger

Average origination amount of lines of credit

$-

$20

$40

$60

$80

$100

$120

2013 2014 2015 2016 2017

Avera

ge o

rig

inati

on

am

ou

nt

($K

)

Individual Joint borrower

147%

225%

Source: TransUnion consumer credit database

Page 18: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 18© 2018 Trans Union of Canada, Inc. All Rights Reserved | 18

• The landscape of joint lending has been growing and represents

significant opportunity for lenders

• There is clear potential economic value to joint loans compared to

individual loans

• Incorrect assessment of joint borrowers can lead to incorrect pricing

or missed opportunity

In summary:

Page 19: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

Comparing joint borrower risk

Which is riskier, an individual or a joint application?

Page 20: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 20© 2018 Trans Union of Canada, Inc. All Rights Reserved | 20

We studied 6.9 MM consumers who opened an

auto, mortgage, personal loan or LOC in 2015

t + 24 months

Metrics measured at t:

Joint vs. individual

Joint application type

Consumer score(s)

Product type

t

Product origination

Metrics measured at t+24:

Delinquency rates of

originated products

Page 21: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 21© 2018 Trans Union of Canada, Inc. All Rights Reserved | 21

For auto loans, co-borrowers tend to have slightly

higher risk compared to other borrower types

Auto originations by risk tier

14% 17%

22%26%

14%

14%

15%

14%

35%28%

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Individual Co-borrower

% o

f to

tal

ori

gin

ati

on

s

CreditVision risk score: Subprime = 300-639; Near prime = 640-719; Prime = 720-759;

Prime plus = 760-799; Super prime = 800+

29%

Source: TransUnion consumer credit database

Page 22: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 22© 2018 Trans Union of Canada, Inc. All Rights Reserved | 22

For lines of credit, the risk distribution is skewed

to lower risk for joint loans

Line of credit origination by risk tier

CreditVision risk score: Subprime = 300-639; Near prime = 640-719; Prime = 720-759;

Prime plus = 760-799; Super prime = 800+

2% 2%

21% 16%

23%

17%

22%

20%

32%45%

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Individual Co-borrower

% o

f to

tal

ori

gin

ati

on

s

Source: TransUnion consumer credit database

Page 23: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 23© 2018 Trans Union of Canada, Inc. All Rights Reserved | 23

3% 3%

20% 17%

19%17%

20%20%

36%43%

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Individual Co-borrower

% o

f to

tal

ori

gin

ati

on

s

CreditVision risk score: Subprime = 300-639; Near prime = 640-719; Prime = 720-759;

Prime plus = 760-799; Super prime = 800+

Mortgage origination by risk tier

21%

21%

Similar to lines of credit, the risk distribution of

mortgages is skewed to lower risk for joint loans

Source: TransUnion consumer credit database

Page 24: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 24© 2018 Trans Union of Canada, Inc. All Rights Reserved | 24

Joint performance cannot be predicted based upon

individual behavior alone

Subprime delinquency rate within 24 months – 60 or more days past due

Auto Line of Credit Mortgage

Deli

nq

uen

cy r

ate

0%

2%

4%

6%

8%

10%

12%

14%

16%

18%

CreditVision risk score: Subprime = 300-639Source: TransUnion consumer credit database

Page 25: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 25© 2018 Trans Union of Canada, Inc. All Rights Reserved | 25

Even super prime consumers do not behave as expected

Super prime delinquency rate within 24 months – 60 or more days past due

Deli

nq

uen

cy r

ate

CreditVision risk score: Super prime = 800+

Auto Line of Credit Mortgage

0.0%

0.1%

0.2%

0.3%

0.4%

0.5%

0.6%

Source: TransUnion consumer credit database

Page 26: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

Co-borrower lending best practices

How should co-borrower risk be assessed?

Page 27: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 27© 2018 Trans Union of Canada, Inc. All Rights Reserved | 27

We studied 6.9 million consumers who opened an

auto, installment line of credit or mortgage in 2015

t + 24 months

Metrics measured at t:

Joint vs. individual

Joint application type

Consumer score(s)

Product type

t

Product origination

Metrics measured at t+24:

Delinquency rates of

originated products

Delinquency mapping

Joint delinquency was

mapped to equivalent

individual observed

delinquency

Page 28: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 28© 2018 Trans Union of Canada, Inc. All Rights Reserved | 28

500-530 531-560 561–590 591–639 640–670 671–700 701–719 720–759 760–799 800+

800+

760–799

720–759

701–719

671–700

640–670

591–639

561–590

531-560

500-530

We developed a co-borrower score equivalency

matrix for auto loans

Lowest co-borrower score

Hig

hest

co

-bo

rro

wer

sco

re

Source: TransUnion consumer credit databaseCreditVision risk score: Subprime = 300-639; Near prime = 640-719; Prime = 720-759;

Prime plus = 760-799; Super prime = 800+

Page 29: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 29© 2018 Trans Union of Canada, Inc. All Rights Reserved | 29

500-530 531-560 561–590 591–639 640–670 671–700 701–719 720–759 760–799 800+

800+

760–799

720–759

701–719

671–700

640–670

591–639

561–590

531-560

500-530

Case one: What will the auto co-borrower

scorecard predict for two near prime borrowers?

Lowest co-borrower score: 690

Hig

he

st

co

-bo

rro

we

r s

co

re:

71

0

Source: TransUnion consumer credit database

CreditVision risk score: Subprime = 300-639; Near prime = 640-719; Prime = 720-759;

Prime plus = 760-799; Super prime = 800+

Observed bad rate for joint = 1.2%

Mapped equivalent score = 730

Prime

Page 30: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 30© 2018 Trans Union of Canada, Inc. All Rights Reserved | 30

Scenario 1

Decision and price using highest

score

Joint highest score = 710

Expected bad rate at individual

score = 1.8%

Risk consumers walking from deal

How might this co-borrower situation typically be

handled?

Scenario 2

Decision and price using lowest

score

Joint lowest score = 690

Expected bad rate at individual

score = 2.9%

Might not make risk cut-off

Scenario 3

Decision and price using average

score

Joint average score = 700

Expected bad rate at individual

score = 2.3%

Incorrect loan amount

Source: TransUnion consumer credit database

Page 31: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 31© 2018 Trans Union of Canada, Inc. All Rights Reserved | 31

500-530 531-560 561–590 591–639 640–670 671–700 701–719 720–759 760–799 800+

800+

760–799

720–759

701–719

671–700

640–670

591–639

561–590

531-560

500-530

Case two: What will the auto co-borrower

scorecard predict for a subprime and a prime?

Lowest co-borrower score: 590

Hig

he

st

co

-bo

rro

we

r s

co

re:

73

0

Source: TransUnion consumer credit database

CreditVision risk score: Subprime = 300-639; Near prime = 640-719; Prime = 720-759;

Prime plus = 760-799; Super prime = 800+

Observed bad rate for joint = 1.6%

Mapped equivalent score = 715

Near

Prime

Page 32: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 32© 2018 Trans Union of Canada, Inc. All Rights Reserved | 32

Scenario 1

Decision and price using highest

score

Joint highest score = 730

Expected bad rate at individual

score = 1.2%

Pricing might be off for relative risk

How might this co-borrower situation typically be

handled?

Source: TransUnion consumer credit database

Scenario 2

Decision and price using lowest

score

Joint lowest score = 590

Expected bad rate at individual

score = 18.5%

Consumers miss risk cut-off

Scenario 3

Decision and price using average

score

Joint average score = 660

Expected bad rate at individual

score = 5.7%

Incorrect loan amount

Page 33: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 33© 2018 Trans Union of Canada, Inc. All Rights Reserved | 33

We performed the same exercise for mortgages with

similar results

Lowest co-borrower score

Hig

hest

co

-bo

rro

wer

sco

re

Source: TransUnion consumer credit databaseCreditVision risk score: Subprime = 300-639; Near prime = 640-719; Prime = 720-759;

Prime plus = 760-799; Super prime = 800+

500-530 531-560 561–590 591–639 640–670 671–700 701–719 720–759 760–799 800+

800+

760–799

720–759

701–719

671–700

640–670

591–639

561–590

531-560

500-530

Page 34: Understanding Co-Borrower Performance · For lines of credit, the risk distribution is skewed to lower risk for joint loans Line of credit origination by risk tier CreditVision risk

| 34© 2018 Trans Union of Canada, Inc. All Rights Reserved | 34

• To maximize opportunity and minimize risk, co-borrowers should not be

averaged – their joint performance should be benchmarked against

individual borrower performance

• TransUnion’s recommended best practice differs based upon product

type, and of course will differ across individual portfolios

• The market for joint borrowers is large and provides significant dollar

value to lenders

• TransUnion’s recommended best practice provides a quantitatively

sound and consistent method to capture the joint loan opportunity

In conclusion: