Determinants of Bank Group Profitability 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 Ǥ ȗ University of the Philippines, Cesar E.A. Virata School of Business, Diliman, Quezon City 1101, Philippines Ǥ ǡ ǡ ǡ ǡ ʹͲͲͺ ʹͲͳͻǤ ȋȌ ȋȌ Ǥ ǡ ȋǦȌǡ ȋǦȌǡ ȋΪȌǡ ȋΪȌǡ ȋΪȌ Ǥ ǡ ȋΪȌ ȋǦȌ Ǥ Ǥ Keywordsǣ ǡ ǡ ǡ 1 Introduction Ǥ Ǧ ǡ Ǥ – Ǥ Ǧ Ǥ ǡ Ǥ Ǥ Ǥ Ǥ ǡ Ǥ ǡ ǡ Ǥ ǡ Ǥ ǡ body is the Bangko Sentral ng Pilipinas (BSP), which is also the country’s monetary authority. WellǦ crafted regulations that enhance banks’ resilie ǡ ǡ Ǥ ȋǤǤǤȌǡ ȋȌ ʹͲͲͺ ʹͲͳͻ ǡ ʹͲͲͻǡ ͳǤ ǡ Ǥ ȗ ǣ ǤǤ

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80 Determinants of Non-Farm Enterprise Participation Among Agricultural Households in the Philippines

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Retrieved from http://www.worldbank.org/en/results/2013/04/10/philippines-autonomous-region-in-muslim-mindanao-social-fund-project

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

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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

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Universal RuralCooperative ThriftCommercial

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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 (%)

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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

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14

Universal RuralCooperative ThriftCommercial

0

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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

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125

150

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200

Commercial UniversalRural CooperativeThrift

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Commercial RuralCooperative Thrift

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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 (%)

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Universal Rural Cooperative Thrift Commercial

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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

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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

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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

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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

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Raniel Jude A. Pamatmat

Figure 10. Non-Interest Income to Operating Income (%)

3 Literature Review and Hypotheses Development

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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

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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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Does monetary policy affect bank risk-taking?

Journal of International Financial Markets, Institutions & Money, 18

Frequently asked questions on the Basel III implementing guidelines.

Consolidation program for rural banks implementing guidelines - Circular letter no. CL-2017-069.

Financial inclusion in the Philippines.

Banking statistics - Banking selected performance indicators

Statistics - External accounts Philippine Peso per US Dollar - Daily.

Financial system accounts Selected domestic interest rates

Statistics - Prices, inflation rates 2012 = 100

Financial system accounts, Number of financial institutions

Structural changes in banking after the crisis.

Principles for the management of credit risk.

Emerging Markets Finance and Trade, 55

Frontiers in Finance and Economics, 5

Journal of Money, Credit and Banking, 27

Banks and Bank Systems, 14

The impact of liquidity on bank profitability.

International Finance, 20

Journal of Banking & Finance, 13

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Journal of Political Economy, 107(2)

Philippine Management Review, 26

Businessmirror.com.ph.

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The World Bank Economic Review, 13

The determinants of commercial bank profitability in Sub-Saharan Africa

The bank credit analysis handbook: A guide for analysts, bankers and investors

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Basic econometricsInvestopedia.com.

Southern Economic Journal, 44

Determinants of bank profitability in emerging markets.

Determinants of profitability of domestic UK commercial banks: panel evidence from the period 1995-2002

Banks and Bank Systems, 12

Bworldonline.com.

Spoudai, 53

Journal of Financial Reporting and Accounting, 14

Journal of International Financial Markets, Institutions & Money, 31

Journal of Banking and Finance, 16

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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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International Journal of Finance and Accounting, 7

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Research Journal of Finance and Accounting, 6Journal of Retail Banking, 14

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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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Research Journal of Finance and Accounting, 6Journal of Retail Banking, 14

Petria, N., Capraru, B., & Ihnatov, I. (2015). Determinants of banks’ profitability: Evidence from Procedia Economics and Finance, 20(2015),

Data series, quartelry national accounts (Q1 1998 - Q4 2019)

Corpgov.law.harvard.edu.

Journal of Economics and Business, 49

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Research Journal of Finance and Accounting, 5

Investopedia.com.

International Journal of Economics, Commerce and Management, 3

International Business & Economics Reseacrh Journal, 3

Asian Academy of Management Journal of Accounting and Finance, 4

Journal of Economic Studies, 39

Raniel Jude A. Pamatmat

Current account balance, Philippines

GDP growth (annual %) - Philippines

AsianBanks.net.

Journal of Banking & Finance, 22