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Copyright©2018BBAnalytics
Copyright © 2018 BB Analytics
BankingBook Analytics:
Value-enhancement at Canadian mid-sized
banks
Sept. 2018
Copyright©2018BBAnalytics
Contents
Executive Summary1
3
Current State Analysis
4 Proposal 2
Proposal 1
2
2
Copyright©2018BBAnalytics
Contents
Executive Summary1
3
Current State Analysis
4 Proposal 2
Proposal 1
2
3
Copyright©2018BBAnalytics
Executive summary
Value enhancement at Canadian mid-sized FIs
o Proposal 1: IRB migration:
§ Banks that migrate to IRB do well and create capital at a rapid rate
o Proposal 2: Pricing discipline improvement:
§ Re-aligning performance metric with IFRS 9 model’s output (Expected
Credit Loss) for loan pricing
• BankingBook Analytics (BBA) can assist with design and development of
both initiatives. In the following sections, we provide summary details on
motivation for developing value drivers
• BankingBook Analytics is a Toronto-based predictive analytics firm that develops
risk and capital management applications, integrated decision-making systems
and process automation
4
Small-mid sized Canadian banks are disadvantaged by disproportionately
higher risk weight of the assets that they carry, resulting in much slower rate
of capital accretion
• All other things being equal, higher risk-weighted assets, as applied under
the Standardized Approach of Basel II, require require higher capital
attribution - perpetuating the size advantage for ‘Big 6’ banks
• So what can the small- mid sized FIs do to overcome this challenge
Copyright©2018BBAnalytics
Contents
Executive Summary1
3
Current State Analysis
4 Proposal 2
Proposal 1
2
5
Copyright©2018BBAnalytics
Asset distribution for “non-captive” Canadian banks
Top-6 Canadian banks control 95.6% of aggregate market
assets*, while remaining 4.4% is managed by 18 banks
6
• Total assets under management at top-6 Canadian banks are approx. $4.7Tn, representing 95.6%
of the aggregate banking assets
o Assets managed by the remaining 18 banks are at c. $207.7 Bn
0
1
2
3
4
5
6
7
$35M-
100M
$100M-
400M
$400M-
800M
$800M-
1.7B
$1.7B-6B
$6B-18B
$18B-51B
$51B-144B
$144B-
490B
$490B-
1.2T
• CIBC
• BMO
• BNS
• TD
• RBC
• National
Bank
• Equitable Bank
• Home Trust
• Vancity Community
Investment Bank
• Canadian Western Bank
• Laurentian Bank of Canada
• B2B Bank
• Concentra Bank
• Meridian Bank
• VersaBank
• HomEquity Bank
• CS Alterna Bank
• UNI Financial
Cooperation
• General Bank
• Industrial And Commercial
Bank of China
• KEB Hana Bank Canada
• First Nations
Bank of
Canada
• Street
Capital
• DirectCash
Bank
#ofbanks
$35MM $51Bn $52Bn $1.2TN
‘Big 6’ banks18 banks
*includes overseas assets also
Copyright©2018BBAnalytics
Disparity in capital accretion
Is higher regulatory capital at small to mid-sized banks preventing
the growth of new organic capital
7
9%
4.40%
7.50%
6.20%
9.45%
12.50%
7.98%
0 1 2 3 4 5
VersaBank ~
RBC ~
TD ~
CIBC ~
National ~
Capital consumption zone* Capital creation zone
Laurentian ~
CWB ~
CET1 in %
(estimates)
Size of bubble = Risk Weighted Assets (in C$M)
Copyright©2018BBAnalytics
This size disparity is further exacerbated by lower lower returns
on risk-adjusted basis
8
Banks Risk-adjusted return on capital
National 25.66%
TD 18.72%
Scotia 18.24%
RBC 18.23%
BMO 14.49%
CIBC 13.13%
CWB 15.40%
Laurentian 9.03%
VersaBank 4.55%
Average
risk-
adjusted
return:
18.1%
Average
risk-
adjusted
return: 9.6%
Domestic Systemically
Important banks
Non-DSIBs
Copyright©2018BBAnalytics
Small to mid-sized banks also exhibit wide disparity in pricing
for similar levels of risk
9
Pricing of Term Loans
Loans booked Oct-Dec 17
• Possible explanations for such variability
is:
o Client/transaction characteristics
o Data/parameter issues
• Several possible approaches can be
applied to improve pricing
o Re-alignment of performance
metrics
o Increased understanding of
transaction and relationship value
o Inclusion of internal and external
benchmarks in pricing tools
o Optimised trade-off with
probability of attrition
o Approval processes for pricing
below certain floors
Margin
(GrossmarginlessCoF)
0.0%
0.5%
1.0%
1.5%
2.0%
2.5%
3.0%
3.5%
0.0% 0.0% 0.1% 1.0% 10.0%
ECL = PD x LGD (log scale)
RoRWA ~ 3%2
RoRWA = ~1%2
Case study Current state of pricing at mid-
sized FIs
BBA’s proprietary research
• In most cases the primary driver is simply poor pricing discipline and
choice of performance metric
Copyright©2018BBAnalytics
Contents
Executive Summary1
3
Current State Analysis
4 Proposal 2
Proposal 1
2
10
Copyright©2018BBAnalytics
Proposal 1: IRB migration
IRB approval is a long and drawn out process and requires extensive
resources
11
• Kicks off when an institution
submits an initial self-assessment
(Gap Analysis) against the
applicable IRB minimum
requirements
• This phase involves various
activities that are the ‘ground-
clearing’ work
• Phase 1 is organized in two parts:
o Part 1A: Institution initial
self-assessment (Gap
Analysis) and associated
project planning
o Part 1B: Institution
proposed rollout plan for
IRB implementation
Phase 1: Monitoring
of implementation
efforts
Phase 2: Formal
application and
preparation for
‘meaningful’ parallel
reporting
Phase 3:
‘Meaningful’ parallel
reporting and
completion of OSFI
review for approval
Phase 5: Monitoring
of ongoing
compliance
Phase 4: Approval
for Pillar 1 credit risk
capital purposes
• To prepare for IRB implementation, an institution is required to
conduct Gap Analysis:
o Particular emphasis on those requirements set out in the
Rating System Design and Operations sections of the
minimum requirements (i.e., Sections 5.8.3 and 5.8.4 of
the CAR Guideline A-1)
o CAR Guideline
• The number of rating systems employed and their respective
applications
• The measures of materiality assumed, including a measure of
“Qualifying Assets” , a list of waivers and exemptions
OSFI approval process
Copyright©2018BBAnalytics
Case study: IRB lets banks create capital at a higher rate
12
Size of bubble = portfolio size (in C$M)
Risk adjusted capital (in %)
Portfolio 2
Portfolio 1
Pre-IRB Post-IRB
Portfolio 2
Portfolio 1
Capital consumption
zone
Capital
creation
zone
Capital
consumption
zone
Capital creation zone
• Capital consumption or creation is a function of Return/Economic Capital
o Standardized Approach requires approx. 3x risk weighted assignment vs. IRB
• Value greater than 1 represents market expectation of growth and vice-versa
*Assumption: 10-year Government of Canada bond used as risk-free rate, beta sourced from Yahoo Finance, and
expected market return estimated by average ROE of Canadian banks from 2016 annual reports
Risk adjusted capital (in %)
Copyright©2018BBAnalytics
Ceteris paribus, substantial size of the prize awaits when banks
implement IRB models
FIRBCapitalRatio ReductioninRWA StandardizedCAR
BBA research
Example capital savings
Comments
§ Globally, the introduction of the Basel 2 FIRB
has led to an increase in the Tier 1 ratio of
~4%
§ This creates a buffer over the minimum
required capital of the actual Tier 1 ratio
o 4% of capital implies increased lending
opportunity, e.g., approx.12.5x of
available capital
o Improved margins due to increased
solvency, lowering the cost of
borrowing
How do we translate
capital savings and its
optimal utilization into the
share price growth?
7%
4%
11%
13
Copyright©2018BBAnalytics
Contents
Executive Summary1
3
Current State Analysis
4 Proposal 2
Proposal 1
2
14
Copyright©2018BBAnalytics
Proposal 2: Improved pricing discipline by applying Expected
Credit Loss metric
15
Standalone Excel
model
Automation IFRS 9 Application
• Production
environment in
Excel is not
designed for
frequent and heavy
data processing
• Prone to
operational risk and
errors
• Significant FTE
involvement –
maker/checker
• Lacks database
connectivity
• Online production
environment is
stable and
customized
• Cuts down FTE
times by 2/3rd and
creates savings
Current state
• Application in
loan pricing,
provides
competitive
advantage
• Pricing model
more accurate
providing multi-
year view of
returns
BBA’s assistance theme
Copyright©2018BBAnalytics
Re-aligning pricing with ECL metric would increase the pricing
visibility, resulting eventually into higher value-add
16
-125
-100
-75
-50
-25
0
25
50
75
15030
RWA 20,000
Economic capital 360
Annual revenue 120
Possible
actions
Cumulative value creation
C$MM
Number of corporate customers
200
• Prioritise/penetrate
• Defend against poaching
10050
Value adding
• Cross-sell higher margin products
• Reduce Marketing time where low
potential for value growth
RWA 30,000
Economic capital 620
Annual revenue 110
Value neutral
• Reprice/restructure/release if no
potential for improvement
• Subsidise explicitly/emerging
relationships with high revenue
potential
RWA 30,000
Economic capital 960
Annual revenue 80
Value destroying
Value destroying
Value adding
Value neutral
Case study
Copyright©2018BBAnalytics
Application of IFRS 9 ECL in pricing would help fine tune
strategic pricing
BBA’s IFRS 9 application helps clients improve pricing disciplineStrategicobjective“profitability”
Strategic objective “growth”
Overall strategy:
Profitability (quality) is more important
than volume
Profit strategy:
Achieve high margins
Overall strategy:
Healthy, profitable growth
Profit strategy:
Optimise overall client profitability
Overall strategy:
Growth, growth
Profit strategy:
Volume at all costs
Prerequisite: Differentiation criteria
in brand and products
Prerequisite: Sophisticated
analysis capabilities, relationship
Management and tools
Prerequisite: Low cost/cost optimised
production processes
Profit rate reference
Risk costs
Highest
achieved profit
Market rate of
return
bps
“Minimum”
break-even
Hurdle rate
Target corridor
Best peer
return
Overall strategy:
Conservative growth
Profit strategy:
Focus on quality, ‘ability to say no’
Prerequisite: Credit factory, Low
cost production
17
Copyright©2018BBAnalytics
Copyright © 2018 BB Analytics
To schedule a demo of our IFRS 9 automation engine,
schedule your appointment now!
BB Analytics
Leading on Solutions | Leading on Impact
The Exchange Tower, 130 King Street West, Suite 1800 Toronto, Ontario M5X 1E3
Canada
+1-905-499-3618 contact@bankingbookanalytics.com Bankingbookanalytics.com

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Value enhancement at Canadian mid-sized FIs

  • 1. Copyright©2018BBAnalytics Copyright © 2018 BB Analytics BankingBook Analytics: Value-enhancement at Canadian mid-sized banks Sept. 2018
  • 4. Copyright©2018BBAnalytics Executive summary Value enhancement at Canadian mid-sized FIs o Proposal 1: IRB migration: § Banks that migrate to IRB do well and create capital at a rapid rate o Proposal 2: Pricing discipline improvement: § Re-aligning performance metric with IFRS 9 model’s output (Expected Credit Loss) for loan pricing • BankingBook Analytics (BBA) can assist with design and development of both initiatives. In the following sections, we provide summary details on motivation for developing value drivers • BankingBook Analytics is a Toronto-based predictive analytics firm that develops risk and capital management applications, integrated decision-making systems and process automation 4 Small-mid sized Canadian banks are disadvantaged by disproportionately higher risk weight of the assets that they carry, resulting in much slower rate of capital accretion • All other things being equal, higher risk-weighted assets, as applied under the Standardized Approach of Basel II, require require higher capital attribution - perpetuating the size advantage for ‘Big 6’ banks • So what can the small- mid sized FIs do to overcome this challenge
  • 6. Copyright©2018BBAnalytics Asset distribution for “non-captive” Canadian banks Top-6 Canadian banks control 95.6% of aggregate market assets*, while remaining 4.4% is managed by 18 banks 6 • Total assets under management at top-6 Canadian banks are approx. $4.7Tn, representing 95.6% of the aggregate banking assets o Assets managed by the remaining 18 banks are at c. $207.7 Bn 0 1 2 3 4 5 6 7 $35M- 100M $100M- 400M $400M- 800M $800M- 1.7B $1.7B-6B $6B-18B $18B-51B $51B-144B $144B- 490B $490B- 1.2T • CIBC • BMO • BNS • TD • RBC • National Bank • Equitable Bank • Home Trust • Vancity Community Investment Bank • Canadian Western Bank • Laurentian Bank of Canada • B2B Bank • Concentra Bank • Meridian Bank • VersaBank • HomEquity Bank • CS Alterna Bank • UNI Financial Cooperation • General Bank • Industrial And Commercial Bank of China • KEB Hana Bank Canada • First Nations Bank of Canada • Street Capital • DirectCash Bank #ofbanks $35MM $51Bn $52Bn $1.2TN ‘Big 6’ banks18 banks *includes overseas assets also
  • 7. Copyright©2018BBAnalytics Disparity in capital accretion Is higher regulatory capital at small to mid-sized banks preventing the growth of new organic capital 7 9% 4.40% 7.50% 6.20% 9.45% 12.50% 7.98% 0 1 2 3 4 5 VersaBank ~ RBC ~ TD ~ CIBC ~ National ~ Capital consumption zone* Capital creation zone Laurentian ~ CWB ~ CET1 in % (estimates) Size of bubble = Risk Weighted Assets (in C$M)
  • 8. Copyright©2018BBAnalytics This size disparity is further exacerbated by lower lower returns on risk-adjusted basis 8 Banks Risk-adjusted return on capital National 25.66% TD 18.72% Scotia 18.24% RBC 18.23% BMO 14.49% CIBC 13.13% CWB 15.40% Laurentian 9.03% VersaBank 4.55% Average risk- adjusted return: 18.1% Average risk- adjusted return: 9.6% Domestic Systemically Important banks Non-DSIBs
  • 9. Copyright©2018BBAnalytics Small to mid-sized banks also exhibit wide disparity in pricing for similar levels of risk 9 Pricing of Term Loans Loans booked Oct-Dec 17 • Possible explanations for such variability is: o Client/transaction characteristics o Data/parameter issues • Several possible approaches can be applied to improve pricing o Re-alignment of performance metrics o Increased understanding of transaction and relationship value o Inclusion of internal and external benchmarks in pricing tools o Optimised trade-off with probability of attrition o Approval processes for pricing below certain floors Margin (GrossmarginlessCoF) 0.0% 0.5% 1.0% 1.5% 2.0% 2.5% 3.0% 3.5% 0.0% 0.0% 0.1% 1.0% 10.0% ECL = PD x LGD (log scale) RoRWA ~ 3%2 RoRWA = ~1%2 Case study Current state of pricing at mid- sized FIs BBA’s proprietary research • In most cases the primary driver is simply poor pricing discipline and choice of performance metric
  • 11. Copyright©2018BBAnalytics Proposal 1: IRB migration IRB approval is a long and drawn out process and requires extensive resources 11 • Kicks off when an institution submits an initial self-assessment (Gap Analysis) against the applicable IRB minimum requirements • This phase involves various activities that are the ‘ground- clearing’ work • Phase 1 is organized in two parts: o Part 1A: Institution initial self-assessment (Gap Analysis) and associated project planning o Part 1B: Institution proposed rollout plan for IRB implementation Phase 1: Monitoring of implementation efforts Phase 2: Formal application and preparation for ‘meaningful’ parallel reporting Phase 3: ‘Meaningful’ parallel reporting and completion of OSFI review for approval Phase 5: Monitoring of ongoing compliance Phase 4: Approval for Pillar 1 credit risk capital purposes • To prepare for IRB implementation, an institution is required to conduct Gap Analysis: o Particular emphasis on those requirements set out in the Rating System Design and Operations sections of the minimum requirements (i.e., Sections 5.8.3 and 5.8.4 of the CAR Guideline A-1) o CAR Guideline • The number of rating systems employed and their respective applications • The measures of materiality assumed, including a measure of “Qualifying Assets” , a list of waivers and exemptions OSFI approval process
  • 12. Copyright©2018BBAnalytics Case study: IRB lets banks create capital at a higher rate 12 Size of bubble = portfolio size (in C$M) Risk adjusted capital (in %) Portfolio 2 Portfolio 1 Pre-IRB Post-IRB Portfolio 2 Portfolio 1 Capital consumption zone Capital creation zone Capital consumption zone Capital creation zone • Capital consumption or creation is a function of Return/Economic Capital o Standardized Approach requires approx. 3x risk weighted assignment vs. IRB • Value greater than 1 represents market expectation of growth and vice-versa *Assumption: 10-year Government of Canada bond used as risk-free rate, beta sourced from Yahoo Finance, and expected market return estimated by average ROE of Canadian banks from 2016 annual reports Risk adjusted capital (in %)
  • 13. Copyright©2018BBAnalytics Ceteris paribus, substantial size of the prize awaits when banks implement IRB models FIRBCapitalRatio ReductioninRWA StandardizedCAR BBA research Example capital savings Comments § Globally, the introduction of the Basel 2 FIRB has led to an increase in the Tier 1 ratio of ~4% § This creates a buffer over the minimum required capital of the actual Tier 1 ratio o 4% of capital implies increased lending opportunity, e.g., approx.12.5x of available capital o Improved margins due to increased solvency, lowering the cost of borrowing How do we translate capital savings and its optimal utilization into the share price growth? 7% 4% 11% 13
  • 15. Copyright©2018BBAnalytics Proposal 2: Improved pricing discipline by applying Expected Credit Loss metric 15 Standalone Excel model Automation IFRS 9 Application • Production environment in Excel is not designed for frequent and heavy data processing • Prone to operational risk and errors • Significant FTE involvement – maker/checker • Lacks database connectivity • Online production environment is stable and customized • Cuts down FTE times by 2/3rd and creates savings Current state • Application in loan pricing, provides competitive advantage • Pricing model more accurate providing multi- year view of returns BBA’s assistance theme
  • 16. Copyright©2018BBAnalytics Re-aligning pricing with ECL metric would increase the pricing visibility, resulting eventually into higher value-add 16 -125 -100 -75 -50 -25 0 25 50 75 15030 RWA 20,000 Economic capital 360 Annual revenue 120 Possible actions Cumulative value creation C$MM Number of corporate customers 200 • Prioritise/penetrate • Defend against poaching 10050 Value adding • Cross-sell higher margin products • Reduce Marketing time where low potential for value growth RWA 30,000 Economic capital 620 Annual revenue 110 Value neutral • Reprice/restructure/release if no potential for improvement • Subsidise explicitly/emerging relationships with high revenue potential RWA 30,000 Economic capital 960 Annual revenue 80 Value destroying Value destroying Value adding Value neutral Case study
  • 17. Copyright©2018BBAnalytics Application of IFRS 9 ECL in pricing would help fine tune strategic pricing BBA’s IFRS 9 application helps clients improve pricing disciplineStrategicobjective“profitability” Strategic objective “growth” Overall strategy: Profitability (quality) is more important than volume Profit strategy: Achieve high margins Overall strategy: Healthy, profitable growth Profit strategy: Optimise overall client profitability Overall strategy: Growth, growth Profit strategy: Volume at all costs Prerequisite: Differentiation criteria in brand and products Prerequisite: Sophisticated analysis capabilities, relationship Management and tools Prerequisite: Low cost/cost optimised production processes Profit rate reference Risk costs Highest achieved profit Market rate of return bps “Minimum” break-even Hurdle rate Target corridor Best peer return Overall strategy: Conservative growth Profit strategy: Focus on quality, ‘ability to say no’ Prerequisite: Credit factory, Low cost production 17
  • 18. Copyright©2018BBAnalytics Copyright © 2018 BB Analytics To schedule a demo of our IFRS 9 automation engine, schedule your appointment now! BB Analytics Leading on Solutions | Leading on Impact The Exchange Tower, 130 King Street West, Suite 1800 Toronto, Ontario M5X 1E3 Canada +1-905-499-3618 contact@bankingbookanalytics.com Bankingbookanalytics.com