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         
Yusnidah Ibrahim, Md Mohan Uddin and Mohd Sobri Minai



   World Islamic Banking, Finance and Investment Conference
  17 – 18 December, 2012; Hotel Istana, Kuala Lumpur, Malaysia
Continuous      Innovative
restructuring        and
 of financial    diversified
 market by       alternative
     govt.        securities




    High        High degree
concentration    of earning
of ownership    management
Coexistence
Dominance      of Islamic
 of Islamic        and
securities    conventional
                 bonds




    Debt
                Growing
 financing
              bond market
encouraged
Since 1997 crisis, domestic private debt
securities has been an important substitute of
bank loan and equity financing



Since 2000, the corporate bond market has
been growing at an average rate of 8%



Current share of corporate bond market in total
debt financing is 2.5 times compared to what it
was in 1997


The Islamic segment of the private debt security
market is growing rapidly. Currently, 39% of
total bond outstanding in Malaysia are Islamic
bonds
   Malaysia is the largest Islamic capital market in the world


                        Outstanding Islamic   As percentage of
            Year                Bond            outstanding
                            (billion RM)       corporate bond

            2008               152.8                57

            2009              167.73                58.2
Response to continuous
Increasing dependence on            regulatory initiatives and
      debt financing                       influences


Corporate bond issuance             Drift developed toward debt
relative to GDP is highest       financing/Islamic debt financing
among emerging markets


Increasing dominance of
      Islamic bond           ?   Motive for wealth maximization
Islamic debt
   issues


                Capital
               structure
               changes


                            Effect on
                           shareholder
                             wealth
Knowing the determinants of the debt issue
      performance is necessary to


                                Test the
Identify the      Guide
                             applicability of
 source of      corporate
                                 capital
   wealth       financing
                               structure
  creation       decision
                                theories
   Short term announcement effect of security issuance is the
    subject matter of many studies, for instance, Antweiler and
    Frank (2006), and Eckbo and Norli (2004).
   However, Malaysian market may not be efficient enough (Kim
    & Shamsuddin, 2008; Hoque, Kim, & Pyun, 2007) to capture
    future implications of capital structure changes in the short
    run.
   Scholars link long run underperformance of security
    issuances to market timing behavior combined with slow
    reacting investors’ (Wu and Kwok, 2007; Coakley, Hadass, &
    Wood, 2008; Farinós, García, & Ibáñez, 2007; Autore, Bray, &
    Peterson, 2009).
   Therefore, the better way to appraise present debt choice
    decision is to investigate long run stock return
    performance.
   Available empirical studies of long run value effects in
    the emerging markets are limited in number, and
    restricted to the study of equity issuances, particularly to
    the study of initial public offerings (IPO).
   No study is found to uncover the long run value effect of
    Islamic debt issuance in the emerging markets.
   Moreover, some recent methodological development are
    yet to be implemented.
   The sources of wealth effects in Islamic debt financing
    can be studied by examining the relationship between
    firm characteristics and the wealth effects.
   The literature is scant and inconclusive on the
    determinants of wealth effect of capital structure
    changes (Masulis, 1983; Myers, 2001; Carpentier, 2006;
    Rahim, Nor, Alias, & Yaakob, 2009).
   The capital structure theories such as the agency theory
    may also explain long run value effect of firms’ financial
    actions. The link between capital structure changes and
    the actions of both the inside agents and the outside
    parties is supported by many studies (Campello, 2006).
↑             • AD ↑ but is mitigated by
                     debt covenants
    Debt           • AE ↓
                                                    Effect on
                                                   shareholder
                                                     wealth
    Debt           • AD ↓
                   • AE ↑ and lack of
     ↓               mitigating AE




However, very rare studies, if any, have used the agency theory to
explain the long run value effect of capital structure changes following
Islamic debt security issuance.
DV
            • One, two, and three year buy and
              hold abnormal returns (BHAR)

            • Growth Opportunity (GO)              [Myers, 1977; Jensen, 1986;
              Frank & Goyal, 2009]
            • Managerial Ownership (MO)               [Jensen & Meckling, 1976;
              Douglas, 2006]
   IVs      • Ownership Concentration (OC)                 [Lins, 2003; Earle et
              al., 2005; Bena & Hanousek, 2008]
            • Free Cash Flow (FCF)           [Jensen, 1986; Opler & Titman, 1993;
              Gangopadhyay & Yook, 2009]




Interaction • Capital structure change (CSCH)
                                                                                    13
1)        Growth opportunity (GO)
    The higher the GO the higher is the agency cost of debt
      lower performance
-    -ve relationship with long run performance

2)        Managerial ownership (MO)
    Firms with low MO have high agency cost of equity
     (Jensen and Meckling, 1976) and they benefit more from
     debt monitoring imposed by debt issuance
-    - ve relationship with long run performance
1)     Ownership concentration (OC)
 OC can effect the conflict of interest between minority
   shareholders and insider large shareholders’ (Earle et al.
   2005; Lin, 2003)
- Debt can mitigate this type of agency cost
- +ve relationship with long run performance

2)       Free cash flow (FCF)
    firms with high FCF have higher agency cost
-    increase in debt can reduce the agency cost
-    +ve relationship with long run performance
–
GO
      –
MO
                 BHAR
OC    +




FCF
      +
          CSCH
→   Initial Sample: all bond issuances during January 2001 to October
    2009
     → extracted from the Securities Commission Malaysia website.
     → comprises a total of 720 in one year performance sample, 675 in two year
         performance sample, and 591 in three year performance sample.
→   Exclusions:
     →   Conventional bonds
     →   convertible issues
     →   non-listed companies
     →   banks and financial institutions
     →   absence of Bursa Malaysia announcement
     →   multiple issues during analysis period and on the same day
     →   data unavailability
→   Final sample size:
     → 113 for one year sample
     → 101 for two year sample
     → 86 for three year sample


                                                                                  17
›   Non-event firms that are very similar to the event firms
    based on size and book-to-market are used as
    benchmark firms (Barber and Lyon, 1997)
›   The similarity is measured by Euclidean distances
    between each of the issuers in the sample and the
    benchmark candidates.
›   For each sample firm, two closest firms matching firms
    are used.




                                                          18





    19





    20
¤   Growth Opportunity (GO)
    ¤ (Total Assets – Equity Capital + Market Capitalisation) / Total
      Assets
¤   Managerial Ownership (MO)
    ¤ the percentage of total outstanding shares held by the executive
      or managing directors of the debt issuing firm during the last year
      before the issue
¤   Ownership Concentration (OC)
    ¤ Herfindahl Index which is calculated as the sum of the squared
      percentage of shares held by the five largest shareholders
¤   Free Cash Flow (FCF)
    ¤ (operating income – current tax + change in deferred tax –
      interest expense – preferred dividend – ordinary dividend)/net
      tangible asset
                                                                        21





    22
∆   Three models are tested for each of the one, two, and
    three year analysis periods.
    ∆ Model 2 is formed by adding the interaction terms with Model 1.
    ∆ The final model is the restricted models derived from stepwise
       omission of insignificant variables from Model 2.
∆   Heteroscedasticity test is conducted by Breusch-Pagan
    test
    ∆ Heteroscedasticity robust standard error has been used to
       correct the heteroscedasticity problem.
∆   Multicollinearity is tested by variance inflation factor.
    ∆ No significant multicollinearity problem is observed



                                                                        23
Thsc
Analysis      Sample                                    Tbsa                 Jegadeesh and
                            BHAR         tc
Period        Size                                      Lyon et al. (1999)   Karceski
                                                                             (2009)
1 Year        113           0.1073       1.91*          1.51                 0.88
2 Year        101           0.1765       2.14**         2.77***              1.68
3 Year        86            0.3725       2.90***        1.61                 2.43*

  Thus, although not strongly supported by all statistical tests, the issuers
  of Islamic debt experience significantly positive performance in two and
  three year period following the issue.
3 Year Sample
                2 Year Sample                          3 Year Sample
                                                                                         (Excl. Outl.)
                Coeff.        t-Stat                   Coeff.        t-Stat              Coeff.    t-Stat
const.          -0.1740       -1.58                    -0.1766       -0.92               -0.0214 -0.20
CSCH            1.4101        2.18        **           4.8276        2.24      **        3.6676    1.96          **
GO              0.1000        2.73        ***
MO
OC
FCF
CSCH*GO         -0.7877       -3.38       ***
CSCH*MO
CSCH*OC
CSCH*FCF                                               -55.05        -2.55     **        -51.59        -2.39     **
 No. of obs.        101                                     86                               85
   F-stat.         8.62***                                3.28**                            2.95**
 R-squared         0.0176                                0.0865                            0.1173

 The model specification is based on the sequential elimination of insignificant variables from the model in equation 2. The
 dependent variable is the in two and three years following the debt issue. CSCH is the capital structure change, GO is the
 growth opportunity, MO is the managerial ownership, OC is the ownership concentration, and FCF is the free cash flow of the
 debt issuer. *, **, and *** indicate 10%, 5%, and 1% level of significance, respectively. The t-ratios are based on
 heteroscedasticity robust standard error as a remedy for the heteroscedasticity problem
   Debt issuers with high growth opportunity are found to
    create significantly more wealth in two year period
    o If capital structure does not increase, no increase of agency cost
      of debt due to GO
    o positive influence of the utilization of growth opportunities
    o reduction of free cash flow problem
   Opposite effect of growth opportunity when the issue of
    Islamic debt is associated with capital structure change
    o growth opportunity increases agency costs of debt.
   Debt issuing firms with higher free cash flow and
    increased leverage experience low performance in three
    years.
    o in Malaysia debt issuances do not induce performance by means
      of limiting management’s discretionary use of free cash flow
    o Zhang (2009), who provides evidence that debt and executive
      stock options are substitutes in attenuating the free cash flow
      problem of a firm.
    o Most probably, Malaysian firms already control the agency costs
      by employee stock option schemes (ESOS) (Ghazali, 2008;
      Bacha, Zain, Rasid, & Mohamad, 2009).
    o issuance of debt may result further increase of cash flow, which
      may inflate the agency problem to result in a net effect of
      negative performance
   

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Long run performance of islamic debt issue

  • 1.  Yusnidah Ibrahim, Md Mohan Uddin and Mohd Sobri Minai World Islamic Banking, Finance and Investment Conference 17 – 18 December, 2012; Hotel Istana, Kuala Lumpur, Malaysia
  • 2. Continuous Innovative restructuring and of financial diversified market by alternative govt. securities High High degree concentration of earning of ownership management
  • 3. Coexistence Dominance of Islamic of Islamic and securities conventional bonds Debt Growing financing bond market encouraged
  • 4. Since 1997 crisis, domestic private debt securities has been an important substitute of bank loan and equity financing Since 2000, the corporate bond market has been growing at an average rate of 8% Current share of corporate bond market in total debt financing is 2.5 times compared to what it was in 1997 The Islamic segment of the private debt security market is growing rapidly. Currently, 39% of total bond outstanding in Malaysia are Islamic bonds
  • 5. Malaysia is the largest Islamic capital market in the world Outstanding Islamic As percentage of Year Bond outstanding (billion RM) corporate bond 2008 152.8 57 2009 167.73 58.2
  • 6. Response to continuous Increasing dependence on regulatory initiatives and debt financing influences Corporate bond issuance Drift developed toward debt relative to GDP is highest financing/Islamic debt financing among emerging markets Increasing dominance of Islamic bond ? Motive for wealth maximization
  • 7. Islamic debt issues Capital structure changes Effect on shareholder wealth
  • 8. Knowing the determinants of the debt issue performance is necessary to Test the Identify the Guide applicability of source of corporate capital wealth financing structure creation decision theories
  • 9. Short term announcement effect of security issuance is the subject matter of many studies, for instance, Antweiler and Frank (2006), and Eckbo and Norli (2004).  However, Malaysian market may not be efficient enough (Kim & Shamsuddin, 2008; Hoque, Kim, & Pyun, 2007) to capture future implications of capital structure changes in the short run.  Scholars link long run underperformance of security issuances to market timing behavior combined with slow reacting investors’ (Wu and Kwok, 2007; Coakley, Hadass, & Wood, 2008; Farinós, García, & Ibáñez, 2007; Autore, Bray, & Peterson, 2009).  Therefore, the better way to appraise present debt choice decision is to investigate long run stock return performance.
  • 10. Available empirical studies of long run value effects in the emerging markets are limited in number, and restricted to the study of equity issuances, particularly to the study of initial public offerings (IPO).  No study is found to uncover the long run value effect of Islamic debt issuance in the emerging markets.  Moreover, some recent methodological development are yet to be implemented.
  • 11. The sources of wealth effects in Islamic debt financing can be studied by examining the relationship between firm characteristics and the wealth effects.  The literature is scant and inconclusive on the determinants of wealth effect of capital structure changes (Masulis, 1983; Myers, 2001; Carpentier, 2006; Rahim, Nor, Alias, & Yaakob, 2009).  The capital structure theories such as the agency theory may also explain long run value effect of firms’ financial actions. The link between capital structure changes and the actions of both the inside agents and the outside parties is supported by many studies (Campello, 2006).
  • 12. • AD ↑ but is mitigated by debt covenants Debt • AE ↓ Effect on shareholder wealth Debt • AD ↓ • AE ↑ and lack of ↓ mitigating AE However, very rare studies, if any, have used the agency theory to explain the long run value effect of capital structure changes following Islamic debt security issuance.
  • 13. DV • One, two, and three year buy and hold abnormal returns (BHAR) • Growth Opportunity (GO) [Myers, 1977; Jensen, 1986; Frank & Goyal, 2009] • Managerial Ownership (MO) [Jensen & Meckling, 1976; Douglas, 2006] IVs • Ownership Concentration (OC) [Lins, 2003; Earle et al., 2005; Bena & Hanousek, 2008] • Free Cash Flow (FCF) [Jensen, 1986; Opler & Titman, 1993; Gangopadhyay & Yook, 2009] Interaction • Capital structure change (CSCH) 13
  • 14. 1) Growth opportunity (GO)  The higher the GO the higher is the agency cost of debt  lower performance - -ve relationship with long run performance 2) Managerial ownership (MO)  Firms with low MO have high agency cost of equity (Jensen and Meckling, 1976) and they benefit more from debt monitoring imposed by debt issuance - - ve relationship with long run performance
  • 15. 1) Ownership concentration (OC)  OC can effect the conflict of interest between minority shareholders and insider large shareholders’ (Earle et al. 2005; Lin, 2003) - Debt can mitigate this type of agency cost - +ve relationship with long run performance 2) Free cash flow (FCF)  firms with high FCF have higher agency cost - increase in debt can reduce the agency cost - +ve relationship with long run performance
  • 16. – GO – MO BHAR OC + FCF + CSCH
  • 17. Initial Sample: all bond issuances during January 2001 to October 2009 → extracted from the Securities Commission Malaysia website. → comprises a total of 720 in one year performance sample, 675 in two year performance sample, and 591 in three year performance sample. → Exclusions: → Conventional bonds → convertible issues → non-listed companies → banks and financial institutions → absence of Bursa Malaysia announcement → multiple issues during analysis period and on the same day → data unavailability → Final sample size: → 113 for one year sample → 101 for two year sample → 86 for three year sample 17
  • 18. Non-event firms that are very similar to the event firms based on size and book-to-market are used as benchmark firms (Barber and Lyon, 1997) › The similarity is measured by Euclidean distances between each of the issuers in the sample and the benchmark candidates. › For each sample firm, two closest firms matching firms are used. 18
  • 19. 19
  • 20. 20
  • 21. ¤ Growth Opportunity (GO) ¤ (Total Assets – Equity Capital + Market Capitalisation) / Total Assets ¤ Managerial Ownership (MO) ¤ the percentage of total outstanding shares held by the executive or managing directors of the debt issuing firm during the last year before the issue ¤ Ownership Concentration (OC) ¤ Herfindahl Index which is calculated as the sum of the squared percentage of shares held by the five largest shareholders ¤ Free Cash Flow (FCF) ¤ (operating income – current tax + change in deferred tax – interest expense – preferred dividend – ordinary dividend)/net tangible asset 21
  • 22. 22
  • 23. Three models are tested for each of the one, two, and three year analysis periods. ∆ Model 2 is formed by adding the interaction terms with Model 1. ∆ The final model is the restricted models derived from stepwise omission of insignificant variables from Model 2. ∆ Heteroscedasticity test is conducted by Breusch-Pagan test ∆ Heteroscedasticity robust standard error has been used to correct the heteroscedasticity problem. ∆ Multicollinearity is tested by variance inflation factor. ∆ No significant multicollinearity problem is observed 23
  • 24. Thsc Analysis Sample Tbsa Jegadeesh and BHAR tc Period Size Lyon et al. (1999) Karceski (2009) 1 Year 113 0.1073 1.91* 1.51 0.88 2 Year 101 0.1765 2.14** 2.77*** 1.68 3 Year 86 0.3725 2.90*** 1.61 2.43* Thus, although not strongly supported by all statistical tests, the issuers of Islamic debt experience significantly positive performance in two and three year period following the issue.
  • 25. 3 Year Sample 2 Year Sample 3 Year Sample (Excl. Outl.) Coeff. t-Stat Coeff. t-Stat Coeff. t-Stat const. -0.1740 -1.58 -0.1766 -0.92 -0.0214 -0.20 CSCH 1.4101 2.18 ** 4.8276 2.24 ** 3.6676 1.96 ** GO 0.1000 2.73 *** MO OC FCF CSCH*GO -0.7877 -3.38 *** CSCH*MO CSCH*OC CSCH*FCF -55.05 -2.55 ** -51.59 -2.39 ** No. of obs. 101 86 85 F-stat. 8.62*** 3.28** 2.95** R-squared 0.0176 0.0865 0.1173 The model specification is based on the sequential elimination of insignificant variables from the model in equation 2. The dependent variable is the in two and three years following the debt issue. CSCH is the capital structure change, GO is the growth opportunity, MO is the managerial ownership, OC is the ownership concentration, and FCF is the free cash flow of the debt issuer. *, **, and *** indicate 10%, 5%, and 1% level of significance, respectively. The t-ratios are based on heteroscedasticity robust standard error as a remedy for the heteroscedasticity problem
  • 26. Debt issuers with high growth opportunity are found to create significantly more wealth in two year period o If capital structure does not increase, no increase of agency cost of debt due to GO o positive influence of the utilization of growth opportunities o reduction of free cash flow problem  Opposite effect of growth opportunity when the issue of Islamic debt is associated with capital structure change o growth opportunity increases agency costs of debt.
  • 27. Debt issuing firms with higher free cash flow and increased leverage experience low performance in three years. o in Malaysia debt issuances do not induce performance by means of limiting management’s discretionary use of free cash flow o Zhang (2009), who provides evidence that debt and executive stock options are substitutes in attenuating the free cash flow problem of a firm. o Most probably, Malaysian firms already control the agency costs by employee stock option schemes (ESOS) (Ghazali, 2008; Bacha, Zain, Rasid, & Mohamad, 2009). o issuance of debt may result further increase of cash flow, which may inflate the agency problem to result in a net effect of negative performance
  • 28.