Structural Loopholes in Sustainability-Linked Bonds
Imtiaz Ul Haq *
Djeneba Doumbia
*Corresponding author. Email: iulhaq@ifc.org
The findings, interpretations, and conclusions expressed in this paper do not necessarily reflect the views of the World Bank Group, its Board of Directors, or member states. Please do not share or distribute without authors’ permission.
Private Sector Development Research Network series - March 10th, 2023
Full paper can be accessed here.
Sustainable Finance: A Growing Market
Source: Orden & Calonje (2022)
Greenwashing
Greenwashing in Sustainable finance
Weakening commitment & enforceability in sustainable finance
Source: Curtis et al., 2023.
Sustainability-linked debt offers a solution
Differs from green, social and sustainability bonds along 3 dimensions:
Sustainability-linked bonds have grown rapidly
Source: Orden & Calonje (2022)
What is a Sustainability-Linked Bond (SLB)?
Sustainability targets
Issuance
Target Date
Maturity
Step-up coupon penalty
Step-down coupon
+ Redemption premium
Financial Incentives
Potential issues in SLBs
However, this paper uncovers two additional mechanisms that make SLBs less effective:
Sustainability targets
(unambitious or immaterial)
Financial Incentives
(inadequate)
Literature Review
Data
Figure 2: Sustainability-linked bond issuance (US$ Billions)
Descriptive Statistics
�
Figure 3: Share of Key Performance Indicators (KPIs), as a percentage of 322 total KPIs
Descriptive Statistics
Table 2: Bonds with single and multiple penalty structures | ||
Penalty type | Bonds | Penalties |
Coupon step-up | 153 | 229 |
Coupon step-down | 3 | 19 |
Redemption premium at maturity | 40 | 63 |
Donation | 3 | 7 |
Purchase carbon emission credits | 3 | 3 |
Early redemption | 1 | 1 |
Total | 203 | 322 |
[1] Excludes five SLBs for which there are different types of penalties associated.
Figure 4: Share of total coupon step-up penalty amount at bond level, if bond has only step-up penalty
The average coupon rate for SLBs with step-up penalties is 261 bps. The average penalty, however, is only 31.2 bps, which is less than 12 percent of the coupon rate on average.
Do step-up SLBs have later target dates?
| (1) | (2) | (3) | (4) |
| Model 1 | Model 2 | Model 3 | Model 4 |
Coupon step-up penalty dummy | 0.212*** | 0.235*** | 0.170*** | 0.134** |
| (0.025) | (0.034) | (0.038) | (0.059) |
Investment grade dummy |
| 0.078*** |
| 0.099** |
|
| (0.028) |
| (0.042) |
Amount issued (US$ billions) |
| -0.027 |
| 0.123* |
|
| (0.041) |
| (0.069) |
Tenor (years) |
| -0.009** |
| -0.007 |
|
| (0.004) |
| (0.007) |
Total assets (US$ billions) |
|
| 0.0003 | 0.0006 |
|
|
| (0.001) | (0.001) |
Leverage (%) |
|
| -0.318*** | -0.124 |
|
|
| (0.088) | (0.139) |
Public organization dummy |
|
| -0.146*** | -0.075 |
|
|
| (0.048) | (0.058) |
Constant | 0.361*** | 0.386*** | 0.645*** | 0.506*** |
| (0.022) | (0.027) | (0.068) | (0.095) |
Observations | 248 | 158 | 138 | 80 |
Adjusted R-squared | 0.093 | 0.053 | 0.162 | 0.112 |
Robust standard errors are in parentheses | ||||
*** p<.01, ** p<.05, * p<.1 | ||||
| ||||
The average target date for step-downs is set at about one-third (36 percent) of the bond’s tenor while for step-ups at 57.2 percent of the bond’s tenor.
Does step-up penalty amount influence target dates?
| (1) | (2) | (3) | (4) |
| Model 1 | Model 2 | Model 3 | Model 4 |
Coupon step-up penalty (bps) | 0.004*** | 0.003*** | 0.005*** | 0.004*** |
| (0.001) | (0.001) | (0.001) | (0.001) |
Investment grade dummy |
| 0.068** |
| 0.084** |
|
| (0.026) |
| (0.039) |
Amount issued (US$ billions) |
| -0.032 |
| 0.067 |
|
| (0.039) |
| (0.067) |
Tenor (years) |
| -0.010** |
| -0.006 |
|
| (0.004) |
| (0.006) |
Total assets (US$ billions) |
|
| 0.0001 | 0.0002 |
|
|
| (0.001) | (0.001) |
Leverage (%) |
|
| -0.247*** | -0.084 |
|
|
| (0.083) | (0.124) |
Public organization dummy |
|
| -0.115*** | -0.088 |
|
|
| (0.043) | (0.057) |
Constant | 0.492*** | 0.562*** | 0.675*** | 0.565*** |
| (0.016) | (0.044) | (0.061) | (0.121) |
Observations | 229 | 155 | 125 | 79 |
Adjusted R-squared | 0.125 | 0.138 | 0.229 | 0.237 |
Robust standard errors are in parentheses | ||||
*** p<.01, ** p<.05, * p<.1 | ||||
| ||||
Call Options
Figure 6: Portion of callable bonds among SLBs and green and conventional corporate and municipal bonds
Are step-up SLBs more likely to be callable and does penalty amount matter?
| (2) | (3) | (4) |
| Model 2 | Model 3 | Model 4 |
Step-up SLB dummy | -0.118 | 0.158** | 0.109* |
| (0.096) | (0.073) | (0.065) |
Investment grade dummy | -0.349*** |
| -0.158** |
| (0.071) |
| (0.076) |
Amount issued (US$ billions) | -0.010 |
| 0.044 |
| (0.079) |
| (0.058) |
Tenor (years) | 0.013 |
| -0.002 |
| (0.012) |
| (0.008) |
Total assets (US$ billions) |
| -0.006*** | -0.002 |
|
| (0.002) | (0.002) |
Leverage (%) |
| 0.190 | 0.016 |
|
| (0.128) | (0.117) |
Public organization dummy |
| -0.024 | -0.075 |
|
| (0.064) | (0.075) |
Observations | 168 | 106 | 86 |
Pseudo R2 | 0.152 | 0.191 | 0.378 |
Robust standard errors are in parentheses | |||
*** p<.01, ** p<.05, * p<.1 | |||
| (2) | (3) | (4) |
| Model 2 | Model 3 | Model 4 |
Coupon step-up penalty (bps) | 0.002** | 0.002 | 0.002 |
| (0.001) | (0.002) | (0.002) |
Investment grade dummy | -0.424*** |
| -0.223** |
| (0.088) |
| (0.104) |
Amount issued (US$ billions) | 0.034 |
| 0.040 |
| (0.074) |
| (0.063) |
Tenor (years) | 0.022** |
| -0.002 |
| (0.009) |
| (0.008) |
Total assets (US$ billions) |
| -0.009*** | -0.002 |
|
| (0.002) | (0.002) |
Leverage (%) |
| 0.371* | 0.105 |
|
| (0.205) | (0.132) |
Public organization dummy |
| 0.066 | -0.016 |
|
| (0.079) | (0.066) |
Observations | 131 | 75 | 64 |
Pseudo R2 | 0.358 | 0.18 | 0.454 |
Robust standard errors are in parentheses | |||
*** p<.01, ** p<.05, * p<.1 | |||
| |||
Setting of first call dates
Figure 7: Distribution of Call dates relative to Target Dates
For visualization purposes, the plot excludes one outlier value of call date at 122 months after the target date.
Who exploits these structural loopholes?
Table 7: Bond-Level Regression Analysis for Target Period with CO2 Emissions
| (1) | (2) | (3) | (4) |
| Model 1 | Model 2 | Model 3 | Model 4 |
CO2 Emissions (tens of millions tonnes) | 0.005*** | 0.006** | 0.008*** | 0.009*** |
| (0.001) | (0.002) | (0.002) | (0.003) |
Amount issued (US$ billions) |
| 0.096 |
| 0.073 |
|
| (0.089) |
| (0.099) |
Tenor (years) |
| 0.000 |
| -0.003 |
|
| (0.008) |
| (0.008) |
Total assets (US$ billions) |
|
| -0.001 | -0.001* |
|
|
| (0.001) | (0.001) |
Leverage (%) |
|
| -0.221 | -0.094 |
|
|
| (0.156) | (0.216) |
Public organization dummy |
|
| -0.206** | -0.150 |
|
|
| (0.083) | (0.098) |
Constant | 0.587*** | 0.527*** | 0.877*** | 0.719*** |
| (0.024) | (0.095) | (0.099) | (0.205) |
Observations | 60 | 51 | 60 | 51 |
Adjusted R-squared | 0.012 | 0.057 | 0.075 | 0.157 |
Robust standard errors are in parentheses. *** p<.01, ** p<.05, * p<.1 | ||||
Table 8: Bond-Level Regression Analysis on Callability with CO2 Emissions
| (1) | (2) | (3) | (4) |
| Model 1 | Model 2 | Model 3 | Model 4 |
CO2 Emissions (tens of millions tonnes) | -0.0002 | -0.001 | 0.010* | 0.012** |
| (0.004) | (0.005) | (0.005) | (0.005) |
Amount issued (US$ billions) |
| 0.232** |
| 0.227** |
|
| (0.109) |
| (0.098) |
Tenor (years) |
| -0.007 |
| 0.000 |
|
| (0.014) |
| (0.007) |
Total assets (US$ billions) |
|
| -0.006*** | -0.006*** |
|
|
| (0.002) | (0.002) |
Leverage (%) |
|
| 0.192 | 0.083 |
|
|
| (0.200) | (0.205) |
Public organization dummy |
|
| -0.016 | 0.120 |
|
|
| (0.098) | (0.108) |
Observations | 88 | 67 | 88 | 67 |
Pseudo R2 | 0 | 0.071 | 0.084 | 0.193 |
Robust standard errors are in parentheses. *** p<.01, ** p<.05, * p<.1 | ||||
Conclusion
Structural Loopholes in Sustainability-Linked Bonds
Imtiaz Ul Haq *
Djeneba Doumbia
*Corresponding author. Email: iulhaq@ifc.org
The findings, interpretations, and conclusions expressed in this paper do not necessarily reflect the views of the World Bank Group, its Board of Directors, or member states. Please do not share or distribute without authors’ permission.
Private Sector Development Research Network series - March 10th, 2023
Full paper can be accessed here.