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Competition and banking 
industry regulation in Malawi: to 
whom it may concern 
Ben Kaluwa and Gowokani Chirwa 
Department of Economics 
Chancellor College
The Issues 
• Market concentration can facilitate collusive 
monopolistic pricing 
• For the banking industry this can mean high lending 
rates and low savings deposit rates 
• High lending rates and low deposit rates hurt the low-income, 
MSMEs and low-return but important 
activities like agriculture and manufacturing 
• Can there be a consumer protection perspective?
Objective 
• Investigate whether there has been collusive pricing in 
the banking industry in Malawi 
• If there has been collusive pricing conduct, the extent 
to which this can be attributable to market structure or 
other factors
Methodologies: Based on Structure-conduct- 
performance framework 
a) Preliminary data analyses of: 
• Concentration ratios and market shares trends 
• Maximum lending rates and savings deposit rates 
behaviour and trends 
b)Econometric 
• Bank-specific, industry-specific and macroeconomic 
determinants of interest business (lending and deposits) 
• Use six bank panel-largest two, two middle-ranking and 
two among smallest, with monthly observations from 
January 2005 to March 2014
Data sources 
• Individual commercial banks, Reserve Bank of Malawi 
and National Statistical Office
Findings 1: Market structure:two-bank 
dominance, declining concentration 
Largest 2 
Year Deposits Loans HHI(D)** HHI(L)** 
2001 75 72 0.301 0.286 
2002 74 71 0.301 0.277 
2003 66 68 0.251 0.258 
2004 61 62 0.228 0.234 
63 51 0.245 0.205 
2005 
2006 62 55 0.237 0.214 
2007 58 52 0.218 0.19 
2008 56 48 0.2 0.172 
2009 66 60 0.297 0.267 
2010 59 53 0.273 0.245 
2011 53 51 0.223 0.213 
2012 55 51 0.223 0.208 
2013 56 48 0.222 0.193 
Note:* average of NBM and Standard 
** Hirschman-Herfindhal Index (HHI) of concentration for 
deposits (d) and loans (l).
Findings 2: Asymmetric Conduct a) 
lending rate collusion 2005-2011 
50.00 
45.00 
40.00 
35.00 
30.00 
25.00 
20.00 
15.00 
10.00 
5.00 
0.00 
y2005 y2006 y2007 y2008 y2009 y2010 y2011 y2012 y2013 
NBM 
STD
Findings 2: Conduct b) competitive 
savings deposit rates 
16 
14 
12 
10 
8 
6 
4 
2 
0 
Year 2005 2006 2007 2008 2009 2010 2011 2012 2013 Jan-14 Feb-14 Mar-14 2014Q1 
Largest 
Middle 
Small
Findings 3: Performance c) spreads 
positively influenced by bank rate with 
duality, higher for largest and lower for 
middle and small 
0.00 
5.00 
10.00 
15.00 
20.00 
25.00 
30.00 
35.00 
40.00 
45.00 
Jan-05 
May-05 
Sep-05 
Jan-06 
May-06 
Sep-06 
Jan-07 
May-07 
Sep-07 
Jan-08 
May-08 
Sep-08 
Jan-09 
May-09 
Sep-09 
Jan-10 
May-10 
Sep-10 
Jan-11 
May-11 
Sep-11 
Jan-12 
May-12 
Sep-12 
Jan-13 
May-13 
Sep-13 
Jan-14 
NBM 
STD 
NBSFMB 
NEDINDE 
Bank rate
Econometric model 
it j          
t it 
m 
m 
t m 
i 
n 
n 
it n 
i 
j 
j 
i 
1 1 1 
1
Behavioural assumption 
For profitability and risk mitigation performance banks 
are motivated by “margins” which reflect management 
quality and efficiency while spreads will capture 
differences in sources and direction of tension between 
downstream (lending) and upstream (deposit) pricing.
Econometric model cont 
• it= alternatively the Lerner index as a margin =(Maximum 
lending rate-MLR less Savings Deposit Rate)/MLR and 
nominal Spreads 
• Xj 
it= vector of bank specific factors including risk response 
capability and capacity 
• Xn 
it= vector of industry- specific factors such as monetary 
policy and regulation (bank rate, liquidity and capital 
adequacy) market structure and conduct including 
monopolistic competition, 
• Xm 
it= vector of economy wide (systemic/macroeconomic) 
factors such as the business cycle in Malawi reflected in the 
inflation rate and foreign exchange reserves
Econometric model specification 
Dependent variables= Dependent Lerner, Spreads 
variables= Lerner, Spreads 
Determinants Determinants Detail I Detail I Detail Detail II II Variable 
Bank-specific Bank-Market specific power Market power Size Size depshare 
Management Management quality quality Efficiency Efficiency incstaffcost 
Credit risk Credit risk Govt/pvt Govt/lending pvt lending Tb/tassets 
tassets 
Standards Standards Ownership Ownership foreignown 
(Standards) (Standards) govtshr 
Liquidity risk Liquidity risk (Standards) (Standards) capadqcy 
Monopolistic Monopolistic competition competition Outreach Outreach staff 
Diversification Diversification of prods of prods prodmix 
Industry Industry Market structure Market structure Industry Industry concentration concentration hhi 
Industry Industry Regulation/policy Regulation/policy Directives Directives fxtrans 
branches 
Monetary policy br 
Monetary policy Macroeconomic External sector reserves 
Macroeconomic External sector Inflation inflation 
Inflation
Econometric model estimation 
• To take account of a censored (limited) dependent 
variable (the Lerner index), first-order serial correlation 
and heteroscedasticity and time-invariant variables 
(annual observations or dummies) 
• Lerner model uses random effects censored Tobin 
• Spreads uses Feasible Generalised Least Squares
Estimation results 
Determinants Detail I Detail II Variable Lerner Spreads 
Bank-specific Mkt power Size depshare 0.167*** 7.160*** 
Managt Efficiency incstaffcost 0.000578*** -0.006 
Credit risk Govt/pvt Tb/tassets 0.000459*** -0.00229 
Standards Ownership foreignown 0.0707** 2.931*** 
(Standards) govtshr 0.00139*** 0.0336** 
Liquidity risk (Standards) capadqcy 0.00213*** 0.00457 
Mono comp Outreach staff -0.0000388** 0.00214** 
branches 0.00886*** 0.136** 
Diversiftn prodmix 0.0949*** -0.799 
Industry Mkt structure Conc hhi -0.268*** -19.32* 
Industry Reg/policy Directives fxtrans 0.0302*** -0.00896 
M/policy br -0.0130*** 0.254*** 
Macroeconomic External reserves -0.00016 0.00165 
Inflation inflation -0.000384 0.0637 
N 666 666 
Wald chi2(14) 2265.74*** 110.06*** 
Note: *, **, ***, means significance at 5%, 10% and 1%
Results 
Lerner: 
• Market share has positive influence, concentration a negative 
one i.e. consistent with asymmetric collusive price leadership in 
lending and competitive savings deposit 
• All bank specific “comfort zone” variables, apart from staff, 
positive and significant effects on Lerner and relate to absence 
lack of competitive pressure especially in lending 
• Foreign exchange market and performamnce was intervened in 
favour of banks and also reduced competitive pressure 
• Raising an already high bank rate moderated margins from 
relative lending and deposit responses though not necessarily 
to the net benefit of consumers
Results 
Spreads 
• A number of bank-specific factors become irrelevant 
apart from market share, foreign ownership, state-ownership 
with similar signs to Lerner 
• Staff now positive, signifying a push (cost) effect as has 
the bank rate
Interpretation 
Banks tendency for collusive price-leadership in lending has 
been facilitated institutionally by 
• a) non-illegality of collusive behaviour, 
• b) exclusion of all but two largest banks from supplying 
applicable maximum lending rates, 
• c) risk-raising environment involving high inflation and 
bank rates, 
• d) pressure for competitive lending rates weakened by high 
profitability in non-interest business like lending to 
government and favourably intervened foreign exchange 
market and transactions.
Indications for the future 
• The institutional framework is weak with respect to 
direct consumer protection 
• Emerging greater lending rate competitiveness from 
transparency requirements of new Basel II standards 
e.g. for all banks to indicate maximum lending rates 
• Increasing competitiveness in deposit rates for market 
shares 
• Questions still remain regarding the conduct of 
monetary policy and the profile of the bank rate and 
its directional links to the inflation rate

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Competition and financial sector regulation in Malawi: to whom it may concern Ben Kaluwa & Gowokani Chirwa

  • 1. Competition and banking industry regulation in Malawi: to whom it may concern Ben Kaluwa and Gowokani Chirwa Department of Economics Chancellor College
  • 2. The Issues • Market concentration can facilitate collusive monopolistic pricing • For the banking industry this can mean high lending rates and low savings deposit rates • High lending rates and low deposit rates hurt the low-income, MSMEs and low-return but important activities like agriculture and manufacturing • Can there be a consumer protection perspective?
  • 3. Objective • Investigate whether there has been collusive pricing in the banking industry in Malawi • If there has been collusive pricing conduct, the extent to which this can be attributable to market structure or other factors
  • 4. Methodologies: Based on Structure-conduct- performance framework a) Preliminary data analyses of: • Concentration ratios and market shares trends • Maximum lending rates and savings deposit rates behaviour and trends b)Econometric • Bank-specific, industry-specific and macroeconomic determinants of interest business (lending and deposits) • Use six bank panel-largest two, two middle-ranking and two among smallest, with monthly observations from January 2005 to March 2014
  • 5. Data sources • Individual commercial banks, Reserve Bank of Malawi and National Statistical Office
  • 6. Findings 1: Market structure:two-bank dominance, declining concentration Largest 2 Year Deposits Loans HHI(D)** HHI(L)** 2001 75 72 0.301 0.286 2002 74 71 0.301 0.277 2003 66 68 0.251 0.258 2004 61 62 0.228 0.234 63 51 0.245 0.205 2005 2006 62 55 0.237 0.214 2007 58 52 0.218 0.19 2008 56 48 0.2 0.172 2009 66 60 0.297 0.267 2010 59 53 0.273 0.245 2011 53 51 0.223 0.213 2012 55 51 0.223 0.208 2013 56 48 0.222 0.193 Note:* average of NBM and Standard ** Hirschman-Herfindhal Index (HHI) of concentration for deposits (d) and loans (l).
  • 7. Findings 2: Asymmetric Conduct a) lending rate collusion 2005-2011 50.00 45.00 40.00 35.00 30.00 25.00 20.00 15.00 10.00 5.00 0.00 y2005 y2006 y2007 y2008 y2009 y2010 y2011 y2012 y2013 NBM STD
  • 8. Findings 2: Conduct b) competitive savings deposit rates 16 14 12 10 8 6 4 2 0 Year 2005 2006 2007 2008 2009 2010 2011 2012 2013 Jan-14 Feb-14 Mar-14 2014Q1 Largest Middle Small
  • 9. Findings 3: Performance c) spreads positively influenced by bank rate with duality, higher for largest and lower for middle and small 0.00 5.00 10.00 15.00 20.00 25.00 30.00 35.00 40.00 45.00 Jan-05 May-05 Sep-05 Jan-06 May-06 Sep-06 Jan-07 May-07 Sep-07 Jan-08 May-08 Sep-08 Jan-09 May-09 Sep-09 Jan-10 May-10 Sep-10 Jan-11 May-11 Sep-11 Jan-12 May-12 Sep-12 Jan-13 May-13 Sep-13 Jan-14 NBM STD NBSFMB NEDINDE Bank rate
  • 10. Econometric model it j          t it m m t m i n n it n i j j i 1 1 1 1
  • 11. Behavioural assumption For profitability and risk mitigation performance banks are motivated by “margins” which reflect management quality and efficiency while spreads will capture differences in sources and direction of tension between downstream (lending) and upstream (deposit) pricing.
  • 12. Econometric model cont • it= alternatively the Lerner index as a margin =(Maximum lending rate-MLR less Savings Deposit Rate)/MLR and nominal Spreads • Xj it= vector of bank specific factors including risk response capability and capacity • Xn it= vector of industry- specific factors such as monetary policy and regulation (bank rate, liquidity and capital adequacy) market structure and conduct including monopolistic competition, • Xm it= vector of economy wide (systemic/macroeconomic) factors such as the business cycle in Malawi reflected in the inflation rate and foreign exchange reserves
  • 13. Econometric model specification Dependent variables= Dependent Lerner, Spreads variables= Lerner, Spreads Determinants Determinants Detail I Detail I Detail Detail II II Variable Bank-specific Bank-Market specific power Market power Size Size depshare Management Management quality quality Efficiency Efficiency incstaffcost Credit risk Credit risk Govt/pvt Govt/lending pvt lending Tb/tassets tassets Standards Standards Ownership Ownership foreignown (Standards) (Standards) govtshr Liquidity risk Liquidity risk (Standards) (Standards) capadqcy Monopolistic Monopolistic competition competition Outreach Outreach staff Diversification Diversification of prods of prods prodmix Industry Industry Market structure Market structure Industry Industry concentration concentration hhi Industry Industry Regulation/policy Regulation/policy Directives Directives fxtrans branches Monetary policy br Monetary policy Macroeconomic External sector reserves Macroeconomic External sector Inflation inflation Inflation
  • 14. Econometric model estimation • To take account of a censored (limited) dependent variable (the Lerner index), first-order serial correlation and heteroscedasticity and time-invariant variables (annual observations or dummies) • Lerner model uses random effects censored Tobin • Spreads uses Feasible Generalised Least Squares
  • 15. Estimation results Determinants Detail I Detail II Variable Lerner Spreads Bank-specific Mkt power Size depshare 0.167*** 7.160*** Managt Efficiency incstaffcost 0.000578*** -0.006 Credit risk Govt/pvt Tb/tassets 0.000459*** -0.00229 Standards Ownership foreignown 0.0707** 2.931*** (Standards) govtshr 0.00139*** 0.0336** Liquidity risk (Standards) capadqcy 0.00213*** 0.00457 Mono comp Outreach staff -0.0000388** 0.00214** branches 0.00886*** 0.136** Diversiftn prodmix 0.0949*** -0.799 Industry Mkt structure Conc hhi -0.268*** -19.32* Industry Reg/policy Directives fxtrans 0.0302*** -0.00896 M/policy br -0.0130*** 0.254*** Macroeconomic External reserves -0.00016 0.00165 Inflation inflation -0.000384 0.0637 N 666 666 Wald chi2(14) 2265.74*** 110.06*** Note: *, **, ***, means significance at 5%, 10% and 1%
  • 16. Results Lerner: • Market share has positive influence, concentration a negative one i.e. consistent with asymmetric collusive price leadership in lending and competitive savings deposit • All bank specific “comfort zone” variables, apart from staff, positive and significant effects on Lerner and relate to absence lack of competitive pressure especially in lending • Foreign exchange market and performamnce was intervened in favour of banks and also reduced competitive pressure • Raising an already high bank rate moderated margins from relative lending and deposit responses though not necessarily to the net benefit of consumers
  • 17. Results Spreads • A number of bank-specific factors become irrelevant apart from market share, foreign ownership, state-ownership with similar signs to Lerner • Staff now positive, signifying a push (cost) effect as has the bank rate
  • 18. Interpretation Banks tendency for collusive price-leadership in lending has been facilitated institutionally by • a) non-illegality of collusive behaviour, • b) exclusion of all but two largest banks from supplying applicable maximum lending rates, • c) risk-raising environment involving high inflation and bank rates, • d) pressure for competitive lending rates weakened by high profitability in non-interest business like lending to government and favourably intervened foreign exchange market and transactions.
  • 19. Indications for the future • The institutional framework is weak with respect to direct consumer protection • Emerging greater lending rate competitiveness from transparency requirements of new Basel II standards e.g. for all banks to indicate maximum lending rates • Increasing competitiveness in deposit rates for market shares • Questions still remain regarding the conduct of monetary policy and the profile of the bank rate and its directional links to the inflation rate