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80 Determinants of Non-Farm Enterprise Participation Among Agricultural Households in the Philippines
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Philippine Management Review 2021, Vol. 28, 81-110.
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019:
A Panel Data Regression Approach
University of the Philippines, Cesar E.A. Virata School of Business, Diliman, Quezon City 1101, Philippines
Keywords
1 Introduction
–
body is the Bangko Sentral ng Pilipinas (BSP), which is also the country’s monetary authority. Wellcrafted regulations that enhance banks’ resilie
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 1. GDP Growth (%)
–
various literature’s recommendations
2 The Philippine Bank Groups from 2008 to 2019
that enhanced the transparency and communication of the central bank’s monetary policies and policy
-3-2-1012345678
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
Philippines World East Asia & Pacific
Raniel Jude A. Pamatmat
Figure 2.1. Reverse Repurchase Rates (%)
Figure 2.2. Average Lending Rates (%)
Figure 3. Deposit and Loan Values of the Philippine Banking Sector (Trillions of PhP)
22.5
33.5
44.5
55.5
66.5
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
policy rate response to the GFC
2.03.04.05.06.07.08.09.0
10.0
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
02468
101214
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Trilli
ons
Total Deposits Total Loans, gross
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 1. GDP Growth (%)
–
various literature’s recommendations
2 The Philippine Bank Groups from 2008 to 2019
that enhanced the transparency and communication of the central bank’s monetary policies and policy
-3-2-1012345678
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
Philippines World East Asia & Pacific
Raniel Jude A. Pamatmat
Figure 2.1. Reverse Repurchase Rates (%)
Figure 2.2. Average Lending Rates (%)
Figure 3. Deposit and Loan Values of the Philippine Banking Sector (Trillions of PhP)
22.5
33.5
44.5
55.5
66.5
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
policy rate response to the GFC
2.03.04.05.06.07.08.09.0
10.0
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
02468
101214
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Trilli
ons
Total Deposits Total Loans, gross
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
–
––
tters of credit (“What's the difference? ” n.d.). The
ions (“What’s the difference ” n.d.).
addition to the license to engage in underwriting and other investment house functions (“What's the ” n.
Figure 4.1. Total Assets (Trillions of PhP) Figure 4.2. Total Assets (Trillions of PhP)
0
2
4
6
8
10
12
14
Universal RuralCooperative ThriftCommercial
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Rural Cooperative
Thrift Commercial
Raniel Jude A. Pamatmat
Figure 4.3. Net Profit (Billions of PhP) Figure 4.4. Net Profit (Billions of PhP)
Figure 5.1. Return on Assets (%) Figure 5.2. Return on Equity (%)
-25
0
25
50
75
100
125
150
175
200
Commercial UniversalRural CooperativeThrift
-5
0
5
10
15
20
Commercial RuralCooperative Thrift
-7.5
-5
-2.5
0
2.5
5
7.5
10
12.5
15
17.5
Dec-0
7
Dec-0
8
Dec-0
9
Dec-1
0
Dec-1
1
Dec-1
2
Dec-1
3
Dec-1
4
Dec-1
5
Dec-1
6
Dec-1
7
Dec-1
8
Dec-1
9
Universal RuralCooperative ThriftCommercial
-60
-50
-40
-30
-20
-10
0
10
20
30
Dec-0
7
Dec-0
8
Dec-0
9
Dec-1
0
Dec-1
1
Dec-1
2
Dec-1
3
Dec-1
4
Dec-1
5
Dec-1
6
Dec-1
7
Dec-1
8
Dec-1
9
Universal RuralCooperative ThriftCommercial
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
–
––
tters of credit (“What's the difference? ” n.d.). The
ions (“What’s the difference ” n.d.).
addition to the license to engage in underwriting and other investment house functions (“What's the ” n.
Figure 4.1. Total Assets (Trillions of PhP) Figure 4.2. Total Assets (Trillions of PhP)
0
2
4
6
8
10
12
14
Universal RuralCooperative ThriftCommercial
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Rural Cooperative
Thrift Commercial
Raniel Jude A. Pamatmat
Figure 4.3. Net Profit (Billions of PhP) Figure 4.4. Net Profit (Billions of PhP)
Figure 5.1. Return on Assets (%) Figure 5.2. Return on Equity (%)
-25
0
25
50
75
100
125
150
175
200
Commercial UniversalRural CooperativeThrift
-5
0
5
10
15
20
Commercial RuralCooperative Thrift
-7.5
-5
-2.5
0
2.5
5
7.5
10
12.5
15
17.5
Dec-0
7
Dec-0
8
Dec-0
9
Dec-1
0
Dec-1
1
Dec-1
2
Dec-1
3
Dec-1
4
Dec-1
5
Dec-1
6
Dec-1
7
Dec-1
8
Dec-1
9
Universal RuralCooperative ThriftCommercial
-60
-50
-40
-30
-20
-10
0
10
20
30
Dec-0
7
Dec-0
8
Dec-0
9
Dec-1
0
Dec-1
1
Dec-1
2
Dec-1
3
Dec-1
4
Dec-1
5
Dec-1
6
Dec-1
7
Dec-1
8
Dec-1
9
Universal RuralCooperative ThriftCommercial
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 6. Loan Loss Reserves to Total Loan Portfolio (%)
Figure 7. Total Capital to Total Assets (%)
02468
1012141618
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Universal Rural Cooperative Thrift Commercial
5
7
9
11
13
15
17
19
21
23
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Universal Rural Cooperative Thrift Commercial
Raniel Jude A. Pamatmat
Figure 8.1. Non-Interest Expense to Total Assets (%)
Figure 8.2. Non-Interest Expense to Total Assets excluding Coop. banks (%)
Source: BSP, n.d.a.; Author’s computation
attributed to an increase in cooperative banks’ administrative costs and incurrence of consolidation
0102030405060708090
100
Dec-0
7De
c-08
Dec-0
9De
c-10
Dec-1
1De
c-12
Dec-1
3De
c-14
Dec-1
5De
c-16
Dec-1
7De
c-18
Dec-1
9
Universal RuralCooperative ThriftCommercial
0
2
4
6
8
10
12
14
16
18
Dec-0
7Oc
t-08
Aug-
09Ju
n-10
Apr-1
1Fe
b-12
Dec-1
2Oc
t-13
Aug-
14Ju
n-15
Apr-1
6Fe
b-17
Dec-1
7Oc
t-18
Aug-
19
Universal Rural
Thrift Commercial
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 6. Loan Loss Reserves to Total Loan Portfolio (%)
Figure 7. Total Capital to Total Assets (%)
02468
1012141618
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Universal Rural Cooperative Thrift Commercial
5
7
9
11
13
15
17
19
21
23
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Universal Rural Cooperative Thrift Commercial
Raniel Jude A. Pamatmat
Figure 8.1. Non-Interest Expense to Total Assets (%)
Figure 8.2. Non-Interest Expense to Total Assets excluding Coop. banks (%)
Source: BSP, n.d.a.; Author’s computation
attributed to an increase in cooperative banks’ administrative costs and incurrence of consolidation
0102030405060708090
100De
c-07
Dec-0
8De
c-09
Dec-1
0De
c-11
Dec-1
2De
c-13
Dec-1
4De
c-15
Dec-1
6De
c-17
Dec-1
8De
c-19
Universal RuralCooperative ThriftCommercial
0
2
4
6
8
10
12
14
16
18
Dec-0
7Oc
t-08
Aug-
09Ju
n-10
Apr-1
1Fe
b-12
Dec-1
2Oc
t-13
Aug-
14Ju
n-15
Apr-1
6Fe
b-17
Dec-1
7Oc
t-18
Aug-
19
Universal Rural
Thrift Commercial
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 9. Cash & Due from Other Banks to Deposits (%)
variety of services (“What's the difference? ” n.d.). However, there were significant periods afte
calls and geocoding, to verify a client’s identity
05
101520253035404550
Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Commercial Universal Rural Cooperative Thrift
Raniel Jude A. Pamatmat
Figure 10. Non-Interest Income to Operating Income (%)
3 Literature Review and Hypotheses Development
0
5
10
15
20
25
30
35
40
45
50
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Universal Rural Cooperative Thrift Commercial
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 9. Cash & Due from Other Banks to Deposits (%)
variety of services (“What's the difference? ” n.d.). However, there were significant periods afte
calls and geocoding, to verify a client’s identity
05
101520253035404550
Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Commercial Universal Rural Cooperative Thrift
Raniel Jude A. Pamatmat
Figure 10. Non-Interest Income to Operating Income (%)
3 Literature Review and Hypotheses Development
0
5
10
15
20
25
30
35
40
45
50
Dec-07 Dec-08 Dec-09 Dec-10 Dec-11 Dec-12 Dec-13 Dec-14 Dec-15 Dec-16 Dec-17 Dec-18 Dec-19
Universal Rural Cooperative Thrift Commercial
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
–
3.1 Internal Factors 3.1.1 Size
H1:
3.1.2 Credit Risk nk’s assets, which generally refer to a bank’s loan portfolio
(Basel Committee on Banking Supervision, 2000). Credit risk is the risk that a bank’s borrowers
bank’s credit policies.
H2:
Raniel Jude A. Pamatmat
3.1.3 Income Diversification
n the banks’ loan portfolios, interest income from loans is relatively stable,
margins from income sources outside a bank’s regular lending a
H3:
3.1.4 Management Efficiency
––
H4:
3.1.5 Capitalization
Basel 1.5 framework, a simplified version of Basel II that considers the simplicity of these banks’
– Tier 1 capital and Tier 2. Tier 1 capital consists of shareholders’
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
–
3.1 Internal Factors 3.1.1 Size
H1:
3.1.2 Credit Risk nk’s assets, which generally refer to a bank’s loan portfolio
(Basel Committee on Banking Supervision, 2000). Credit risk is the risk that a bank’s borrowers
bank’s credit policies.
H2:
Raniel Jude A. Pamatmat
3.1.3 Income Diversification
n the banks’ loan portfolios, interest income from loans is relatively stable,
margins from income sources outside a bank’s regular lending a
H3:
3.1.4 Management Efficiency
––
H4:
3.1.5 Capitalization
Basel 1.5 framework, a simplified version of Basel II that considers the simplicity of these banks’
– Tier 1 capital and Tier 2. Tier 1 capital consists of shareholders’
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
H5:
3.1.6 Liquidity
financial system’s liquidity risk because it greatly affects the stability and resiliency of the
“expected bankruptcy cost hypothesis”
–
H6:
3.1.7 Interest Spread
significant portion of a bank’s markup.
H7:
3.2 External Factors 3.2.1 Exchange Rate
argued that devaluation of a certain country’s currency would result in increased profitability
Raniel Jude A. Pamatmat
H8:
3.2.2 GDP Growth
H9:
3.2.3 Inflation
H10:
3.2.4 Interest Rate
–
particularly valuation of loan collateral. The lower interest rate affects banks’ provisions for default
ñ
’
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
H5:
3.1.6 Liquidity
financial system’s liquidity risk because it greatly affects the stability and resiliency of the
“expected bankruptcy cost hypothesis”
–
H6:
3.1.7 Interest Spread
significant portion of a bank’s markup.
H7:
3.2 External Factors 3.2.1 Exchange Rate
argued that devaluation of a certain country’s currency would result in increased profitability
Raniel Jude A. Pamatmat
H8:
3.2.2 GDP Growth
H9:
3.2.3 Inflation
H10:
3.2.4 Interest Rate
–
particularly valuation of loan collateral. The lower interest rate affects banks’ provisions for default
ñ
’
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
– the “retail deposits endowment effect” and the “quantity’ effect ” The “retail deposits endowment effect ” they say, is a result of banks pricing deposits
fall significantly below zero, low levels of market rates result in lower interest margins. The “quantity ” they describe, happens when the volume of bank loans and depo
H11:
4 Data and Methodology
–
managers profit off shareholder’s fundsceteris paribus
Table 1. Summary of variables
Variable name Variable Description Hypothesized
relationship with profitability
Dependent Profitability 𝑅𝑅𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖 annualized net profit/average total
assetsi t
𝑅𝑅𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖 annualized net profit/average capital.
i tIndependent Internal factors Bank group size 𝐿𝐿𝐿𝐿𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖
i t+
Raniel Jude A. Pamatmat
Variable name Variable Description Hypothesized
relationship with profitability
Credit risk 𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝑖𝑖𝑖𝑖 allowance for credit losses/total loan portfolio, gross
it
−
Liquidity 𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖 cash & due from banks/ total deposits.
as the group’s basis of liquidity.
+
Income diversification
𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖 annualized non-interest income/ annualized operating income
i t
+
Management efficiency
𝑁𝑁𝑁𝑁𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 annualized non-interest expenses/ average total assets
t i.
−
Capitalization 𝐿𝐿𝐶𝐶𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 total capital/total assets
t i
+
Interest spread 𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖t i.
+
External factors Exchange rate 𝐹𝐹𝐹𝐹𝐹𝐹𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖
t
+
GDP growth 𝐺𝐺𝐶𝐶𝐿𝐿𝐺𝐺𝑖𝑖 t
t-1 t
+
Inflation 𝑁𝑁𝑁𝑁𝐹𝐹𝐿𝐿𝑖𝑖 t t
+
Interest rate 𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖 t
t.
−
Table 2. Descriptive statistics of variables used Variable Mean S.D. Min Max 𝐹𝐹𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖 𝐹𝐹𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖 𝐿𝐿𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝑖𝑖𝑖𝑖 𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖 𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖𝑁𝑁𝑁𝑁𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 𝐿𝐿𝐶𝐶𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖
𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖𝐹𝐹𝐹𝐹𝐹𝐹𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖 𝐺𝐺𝐶𝐶𝐿𝐿𝐺𝐺𝑖𝑖𝑁𝑁𝑁𝑁𝐹𝐹𝐿𝐿𝑖𝑖 𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖
+ Values for ROAit, ROEit, LLTPit, CDepit, NIIOIit, NIETAit, TCTAit, int_spreadit, GDPgt, INFLt, and lratet are expressed in percentage (%).
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
– the “retail deposits endowment effect” and the “quantity’ effect ” The “retail deposits endowment effect ” they say, is a result of banks pricing deposits
fall significantly below zero, low levels of market rates result in lower interest margins. The “quantity ” they describe, happens when the volume of bank loans and depo
H11:
4 Data and Methodology
–
managers profit off shareholder’s fundsceteris paribus
Table 1. Summary of variables
Variable name Variable Description Hypothesized
relationship with profitability
Dependent Profitability 𝑅𝑅𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖 annualized net profit/average total
assetsi t
𝑅𝑅𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖 annualized net profit/average capital.
i tIndependent Internal factors Bank group size 𝐿𝐿𝐿𝐿𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖
i t+
Raniel Jude A. Pamatmat
Variable name Variable Description Hypothesized
relationship with profitability
Credit risk 𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝑖𝑖𝑖𝑖 allowance for credit losses/total loan portfolio, gross
it
−
Liquidity 𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖 cash & due from banks/ total deposits.
as the group’s basis of liquidity.
+
Income diversification
𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖 annualized non-interest income/ annualized operating income
i t
+
Management efficiency
𝑁𝑁𝑁𝑁𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 annualized non-interest expenses/ average total assets
t i.
−
Capitalization 𝐿𝐿𝐶𝐶𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 total capital/total assets
t i
+
Interest spread 𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖t i.
+
External factors Exchange rate 𝐹𝐹𝐹𝐹𝐹𝐹𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖
t
+
GDP growth 𝐺𝐺𝐶𝐶𝐿𝐿𝐺𝐺𝑖𝑖 t
t-1 t
+
Inflation 𝑁𝑁𝑁𝑁𝐹𝐹𝐿𝐿𝑖𝑖 t t
+
Interest rate 𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖 t
t.
−
Table 2. Descriptive statistics of variables used Variable Mean S.D. Min Max 𝐹𝐹𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖 𝐹𝐹𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖 𝐿𝐿𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝐿𝑖𝑖𝑖𝑖 𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖 𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑁𝑖𝑖𝑖𝑖𝑁𝑁𝑁𝑁𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖 𝐿𝐿𝐶𝐶𝐿𝐿𝑁𝑁𝑖𝑖𝑖𝑖
𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖𝐹𝐹𝐹𝐹𝐹𝐹𝑁𝑁𝐿𝐿𝑁𝑁𝑖𝑖 𝐺𝐺𝐶𝐶𝐿𝐿𝐺𝐺𝑖𝑖𝑁𝑁𝑁𝑁𝐹𝐹𝐿𝐿𝑖𝑖 𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖
+ Values for ROAit, ROEit, LLTPit, CDepit, NIIOIit, NIETAit, TCTAit, int_spreadit, GDPgt, INFLt, and lratet are expressed in percentage (%).
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
𝑃𝑃𝑖𝑖𝑖𝑖 = 𝛿𝛿0 + 𝛼𝛼′(𝐼𝐼𝑖𝑖𝑖𝑖) + 𝛽𝛽′(𝐸𝐸𝑖𝑖) + 𝜀𝜀𝑖𝑖𝑖𝑖𝑃𝑃𝑖𝑖𝑖𝑖 i t, 𝛿𝛿0 𝐼𝐼𝑖𝑖𝑖𝑖
i t, 𝐸𝐸𝑖𝑖 t, 𝛼𝛼′ 𝛽𝛽′
𝜀𝜀𝑖𝑖𝑖𝑖–
𝑅𝑅𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖 = 𝛿𝛿0 + 𝛼𝛼1(𝐿𝐿𝐿𝐿𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖) + 𝛼𝛼2(𝐿𝐿𝐿𝐿𝐿𝐿𝑃𝑃𝑖𝑖𝑖𝑖) + 𝛼𝛼3(𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐼𝐼𝑅𝑅𝐼𝐼𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐸𝐸𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖)+ 𝛼𝛼5(𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖) + 𝛽𝛽1(𝐹𝐹𝐹𝐹𝑅𝑅𝑅𝑅𝐿𝐿𝐸𝐸𝑖𝑖) + 𝛽𝛽2(𝐺𝐺𝐶𝐶𝑃𝑃𝐺𝐺𝑖𝑖) + 𝛽𝛽3(𝐼𝐼𝐿𝐿𝐹𝐹𝐿𝐿𝑖𝑖)+ 𝛽𝛽4(𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖) + 𝜀𝜀𝑖𝑖𝑖𝑖
𝑅𝑅𝑅𝑅𝐸𝐸𝑖𝑖𝑖𝑖 = 𝛿𝛿0 + 𝛼𝛼1(𝐿𝐿𝐿𝐿𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖) + 𝛼𝛼2(𝐿𝐿𝐿𝐿𝐿𝐿𝑃𝑃𝑖𝑖𝑖𝑖) + 𝛼𝛼3(𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐼𝐼𝑅𝑅𝐼𝐼𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐸𝐸𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖)+ 𝛼𝛼5(𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖) + 𝛽𝛽1(𝐹𝐹𝐹𝐹𝑅𝑅𝑅𝑅𝐿𝐿𝐸𝐸𝑖𝑖) + 𝛽𝛽2(𝐺𝐺𝐶𝐶𝑃𝑃𝐺𝐺𝑖𝑖) + 𝛽𝛽3(𝐼𝐼𝐿𝐿𝐹𝐹𝐿𝐿𝑖𝑖)+ 𝛽𝛽4(𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖) + 𝜀𝜀𝑖𝑖𝑖𝑖
5 Results
Table 3. Correlation matrix for independent variables 𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝒊𝒊𝒊𝒊 𝑳𝑳𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝒊𝒊𝒊𝒊 𝑳𝑳𝑵𝑵𝑵𝑵𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝑳𝑳𝑪𝑪𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝒊𝒊𝒊𝒊𝒊𝒊_𝒔𝒔𝑪𝑪𝒔𝒔𝑪𝑪𝒔𝒔𝒔𝒔𝒊𝒊𝒊𝒊𝒊𝒊 𝑭𝑭𝑭𝑭𝑭𝑭𝑳𝑳𝑳𝑳𝑵𝑵𝒊𝒊𝒊𝒊 𝑮𝑮𝑪𝑪𝑳𝑳𝑮𝑮𝒊𝒊𝒊𝒊 𝑵𝑵𝑳𝑳𝑭𝑭𝑳𝑳𝒊𝒊𝒊𝒊 𝒍𝒍𝒔𝒔𝒔𝒔𝒊𝒊𝑪𝑪𝒊𝒊𝒊𝒊
𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 1.00
𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 -0.77 1.00 𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝒊𝒊𝒊𝒊 -0.37 0.44 1.00
𝑳𝑳𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝒊𝒊𝒊𝒊 -0.06 -0.03 0.25 1.00
𝑳𝑳𝑵𝑵𝑵𝑵𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 -0.56 0.51 0.21 -0.10 1.00 𝑳𝑳𝑪𝑪𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 -0.58 0.64 0.62 -0.15 0.31 1.00
𝒊𝒊𝒊𝒊𝒊𝒊_𝒔𝒔𝑪𝑪𝒔𝒔𝑪𝑪𝒔𝒔𝒔𝒔𝒊𝒊𝒊𝒊𝒊𝒊 -0.62 0.58 0.24 -0.40 0.42 0.65 1.00
𝑭𝑭𝑭𝑭𝑭𝑭𝑳𝑳𝑳𝑳𝑵𝑵𝒊𝒊 0.09 0.02 -0.09 -0.38 -0.10 0.16 -0.02 1.00 𝑮𝑮𝑪𝑪𝑳𝑳𝑮𝑮𝒊𝒊 0.00 -0.01 0.05 0.00 -0.01 -0.03 0.03 0.01 1.00
𝑵𝑵𝑳𝑳𝑭𝑭𝑳𝑳𝒊𝒊 -0.06 -0.13 -0.32 0.12 0.01 -0.19 0.03 0.04 0.01 1.00
𝒍𝒍𝒔𝒔𝒔𝒔𝒊𝒊𝑪𝑪𝒊𝒊 -0.07 -0.20 -0.41 0.16 -0.09 -0.22 0.04 0.08 -0.05 0.63 1.00
Raniel Jude A. Pamatmat
Table 4. Multivariate regression results Model 1 – Dependent variable: ROA
Variables Coefficient S.E. t-stat p>|t|
constant Internal factors
LNTA LLTP CDep NIIOI NIETA TCTA
int_spread External
FXRATE GDPg INFL lrate
Model 2 – Dependent variable: ROE Variables Coefficient S.E. t-stat p>|t|
constant Internal
LNTA LLTP CDep NIIOI NIETA TCTA
int_spread External
FXRATE GDPg INFL lrate
5.1 Effects of Internal Factors on Profitability
–
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
𝑃𝑃𝑖𝑖𝑖𝑖 = 𝛿𝛿0 + 𝛼𝛼′(𝐼𝐼𝑖𝑖𝑖𝑖) + 𝛽𝛽′(𝐸𝐸𝑖𝑖) + 𝜀𝜀𝑖𝑖𝑖𝑖𝑃𝑃𝑖𝑖𝑖𝑖 i t, 𝛿𝛿0 𝐼𝐼𝑖𝑖𝑖𝑖
i t, 𝐸𝐸𝑖𝑖 t, 𝛼𝛼′ 𝛽𝛽′
𝜀𝜀𝑖𝑖𝑖𝑖–
𝑅𝑅𝑅𝑅𝑅𝑅𝑖𝑖𝑖𝑖 = 𝛿𝛿0 + 𝛼𝛼1(𝐿𝐿𝐿𝐿𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖) + 𝛼𝛼2(𝐿𝐿𝐿𝐿𝐿𝐿𝑃𝑃𝑖𝑖𝑖𝑖) + 𝛼𝛼3(𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐼𝐼𝑅𝑅𝐼𝐼𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐸𝐸𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖)+ 𝛼𝛼5(𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖) + 𝛽𝛽1(𝐹𝐹𝐹𝐹𝑅𝑅𝑅𝑅𝐿𝐿𝐸𝐸𝑖𝑖) + 𝛽𝛽2(𝐺𝐺𝐶𝐶𝑃𝑃𝐺𝐺𝑖𝑖) + 𝛽𝛽3(𝐼𝐼𝐿𝐿𝐹𝐹𝐿𝐿𝑖𝑖)+ 𝛽𝛽4(𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖) + 𝜀𝜀𝑖𝑖𝑖𝑖
𝑅𝑅𝑅𝑅𝐸𝐸𝑖𝑖𝑖𝑖 = 𝛿𝛿0 + 𝛼𝛼1(𝐿𝐿𝐿𝐿𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖) + 𝛼𝛼2(𝐿𝐿𝐿𝐿𝐿𝐿𝑃𝑃𝑖𝑖𝑖𝑖) + 𝛼𝛼3(𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝐶𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐼𝐼𝑅𝑅𝐼𝐼𝑖𝑖𝑖𝑖) + 𝛼𝛼4(𝐿𝐿𝐼𝐼𝐸𝐸𝐿𝐿𝑅𝑅𝑖𝑖𝑖𝑖)+ 𝛼𝛼5(𝑖𝑖𝑖𝑖𝑖𝑖_𝑠𝑠𝐶𝐶𝑠𝑠𝐶𝐶𝑠𝑠𝑠𝑠𝑖𝑖𝑖𝑖) + 𝛽𝛽1(𝐹𝐹𝐹𝐹𝑅𝑅𝑅𝑅𝐿𝐿𝐸𝐸𝑖𝑖) + 𝛽𝛽2(𝐺𝐺𝐶𝐶𝑃𝑃𝐺𝐺𝑖𝑖) + 𝛽𝛽3(𝐼𝐼𝐿𝐿𝐹𝐹𝐿𝐿𝑖𝑖)+ 𝛽𝛽4(𝑙𝑙𝑠𝑠𝑠𝑠𝑖𝑖𝐶𝐶𝑖𝑖) + 𝜀𝜀𝑖𝑖𝑖𝑖
5 Results
Table 3. Correlation matrix for independent variables 𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝒊𝒊𝒊𝒊 𝑳𝑳𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝒊𝒊𝒊𝒊 𝑳𝑳𝑵𝑵𝑵𝑵𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝑳𝑳𝑪𝑪𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 𝒊𝒊𝒊𝒊𝒊𝒊_𝒔𝒔𝑪𝑪𝒔𝒔𝑪𝑪𝒔𝒔𝒔𝒔𝒊𝒊𝒊𝒊𝒊𝒊 𝑭𝑭𝑭𝑭𝑭𝑭𝑳𝑳𝑳𝑳𝑵𝑵𝒊𝒊𝒊𝒊 𝑮𝑮𝑪𝑪𝑳𝑳𝑮𝑮𝒊𝒊𝒊𝒊 𝑵𝑵𝑳𝑳𝑭𝑭𝑳𝑳𝒊𝒊𝒊𝒊 𝒍𝒍𝒔𝒔𝒔𝒔𝒊𝒊𝑪𝑪𝒊𝒊𝒊𝒊
𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 1.00
𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 -0.77 1.00 𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝑪𝒊𝒊𝒊𝒊 -0.37 0.44 1.00
𝑳𝑳𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝑵𝒊𝒊𝒊𝒊 -0.06 -0.03 0.25 1.00
𝑳𝑳𝑵𝑵𝑵𝑵𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 -0.56 0.51 0.21 -0.10 1.00 𝑳𝑳𝑪𝑪𝑳𝑳𝑳𝑳𝒊𝒊𝒊𝒊 -0.58 0.64 0.62 -0.15 0.31 1.00
𝒊𝒊𝒊𝒊𝒊𝒊_𝒔𝒔𝑪𝑪𝒔𝒔𝑪𝑪𝒔𝒔𝒔𝒔𝒊𝒊𝒊𝒊𝒊𝒊 -0.62 0.58 0.24 -0.40 0.42 0.65 1.00
𝑭𝑭𝑭𝑭𝑭𝑭𝑳𝑳𝑳𝑳𝑵𝑵𝒊𝒊 0.09 0.02 -0.09 -0.38 -0.10 0.16 -0.02 1.00 𝑮𝑮𝑪𝑪𝑳𝑳𝑮𝑮𝒊𝒊 0.00 -0.01 0.05 0.00 -0.01 -0.03 0.03 0.01 1.00
𝑵𝑵𝑳𝑳𝑭𝑭𝑳𝑳𝒊𝒊 -0.06 -0.13 -0.32 0.12 0.01 -0.19 0.03 0.04 0.01 1.00
𝒍𝒍𝒔𝒔𝒔𝒔𝒊𝒊𝑪𝑪𝒊𝒊 -0.07 -0.20 -0.41 0.16 -0.09 -0.22 0.04 0.08 -0.05 0.63 1.00
Raniel Jude A. Pamatmat
Table 4. Multivariate regression results Model 1 – Dependent variable: ROA
Variables Coefficient S.E. t-stat p>|t|
constant Internal factors
LNTA LLTP CDep NIIOI NIETA TCTA
int_spread External
FXRATE GDPg INFL lrate
Model 2 – Dependent variable: ROE Variables Coefficient S.E. t-stat p>|t|
constant Internal
LNTA LLTP CDep NIIOI NIETA TCTA
int_spread External
FXRATE GDPg INFL lrate
5.1 Effects of Internal Factors on Profitability
–
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
An assessment of the bank groups’ interest spread provides more evidence of the exis– –
of the banks’ client base. Universal and commercial banks deal with much larger companies, which
Figure 11. Range of Interest Spread of the Bank Groups from 2008 to 2019
3.37 3.23
9.56
6.705.13
0
2
4
6
8
10
12
14
16
18
20
Commercial Universal Rural Cooperative Thrift
Perce
ntage
(%)
Mean Interest Spread
*Interest Spread = Earning Asset Yield - Funding Cost
Raniel Jude A. Pamatmat
–
–
5.2 Effects of External Factors on Profitability
It is important to understand these results in the context of the Philippines’ current account. For
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
An assessment of the bank groups’ interest spread provides more evidence of the exis– –
of the banks’ client base. Universal and commercial banks deal with much larger companies, which
Figure 11. Range of Interest Spread of the Bank Groups from 2008 to 2019
3.37 3.23
9.56
6.705.13
0
2
4
6
8
10
12
14
16
18
20
Commercial Universal Rural Cooperative Thrift
Perce
ntage
(%)
Mean Interest Spread
*Interest Spread = Earning Asset Yield - Funding Cost
Raniel Jude A. Pamatmat
–
–
5.2 Effects of External Factors on Profitability
It is important to understand these results in the context of the Philippines’ current account. For
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 12. Balance of Payments, Philippines
re GDP growth and inflation are increasing, the central bank’s main policy
Kohlscheen et al. (2018) argue that credit demand growth wins the “horse race” over GDP growth in
6 Conclusion
–
–
––
-10
-5
0
5
10
15
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
Billio
ns of
Cur
rent
USD
Raniel Jude A. Pamatmat
– –
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
Figure 12. Balance of Payments, Philippines
re GDP growth and inflation are increasing, the central bank’s main policy
Kohlscheen et al. (2018) argue that credit demand growth wins the “horse race” over GDP growth in
6 Conclusion
–
–
––
-10
-5
0
5
10
15
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
Billio
ns of
Cur
rent
USD
Raniel Jude A. Pamatmat
– –
Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
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Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
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Journal of International Financial Markets, Institutions & Money, 18
Frequently asked questions on the Basel III implementing guidelines.
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Financial inclusion in the Philippines.
Banking statistics - Banking selected performance indicators
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Determinants of Bank Group Profitability in the Philippines from 2008 to 2019: A Panel Data Regression Approach
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GDP growth (annual %) - Philippines
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