Submitted:
27 September 2024
Posted:
30 September 2024
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Abstract
Keywords:
1. Introduction
2. The Model
3. Sample and Data
3.1. Sample and Data Collection Procedures
3.2. Data Description
4. Baseline Empirical Tests
4.1. Simple Tests
4.2. Tests by Incorporating Various Control Variables for Operating Asset Risk
5. Robustness Checks
5.1. Financially Distressed Firms
5.2. Exclude Firms with Significant Company Stock in the Pension Plan
5.3. Filter Tests
6. Pooled Sample Results
6.1. Pension Risk and Cost of Capital
6.2. Tests by Incorporating Various Control Variables for Operating Asset Risk
7. Robustness Checks and Filtered Tests
7.1. Financially Distressed Firms
7.2. Exclude Firms with Significant Company Stock in the Pension Plan
7.3. Filter Tests
7.4. DB Pension Plan Termination Decisions
8. Conclusion
- (1)
- It is important to control for alternative measurement bases for defined benefit pension liabilities that incorporate salary growth assumptions that firms now recognize on their balance sheets, i.e., beyond the previously reported spinoff termination value (ABO). Specifically, current GAAP requires firms to report the broader PBO, which includes wage growth assumptions. Both the ABO and PBO make restrictive assumptions about the explicit and short-term nature of DB employment contracts. A broader EBO or long-term funding measure of the pension liabilities is conceptually more consistent with a long-term asset pricing or returns model. However, the estimated cost of capital increases as the DB pension liability measure broadens from an ABO to a PBO and to the EBO 20.
- (2)
- Any analyst estimating a firms’ WACC should adjust explicitly for various sources of firm risk management strategy (e.g., O’Brien, 2006), and such procedures should be sufficiently robust to more clearly delineate the categories ‘net operating assets’ from ‘net financial liabilities.
- (3)
- Cost of capital estimates should also be sufficiently precise in modeling details of a firms’ pension asset allocation to enable more reliable and robust inferences to be drawn concerning the predicted relationship between pension risk and firm risk, allowing for both DB and NDB plans.
- (4)
- It is important to adjust WACC estimates for the purposes of ‘fundamental value’ analysis by separating the impact of ‘implicit contracts’ with employees, arising from the recognition of (i) salary growth assumptions (PBO v ABO) and the (ii) avoid ‘double counting’ problems by separating the interests of both diversified external investors and non-diversified employee stock investors that participate in pension plans with significant investments in parent company stock.
- (5)
- The adjustment procedures suggested in (1) to (4) above is particularly relevant to those examining the explanatory power of Fama-French 3 factor plus momentum models, and especially in examining the cross-section of returns of significantly underfunded firms.
Appendix A
Appendix B
- (a)
- At a point of exercise of the put (i.e.,: termination of the plan), P = A - S.
- (b)
- The limit of P as S approaches infinity is zero.
- (c)
- The limit of P as An approaches zero is zero.
- (d)
- The rule for voluntary termination is chosen to maximise the value of the insurance put option.
| 1 | SEC amendment to 101(c) of Regulation S-K, US listed companies requires a description of a registrant’s human capital resources, including any human capital measures or objectives that the registrant focuses on in managing the business” (SEC 2020). The SASB’s Human Capital Management Research Project (2020) states that “Human capital is a critical element of the SASB standards. As a thematic issue, it is the second most prevalent issue across the SASB standards, second only to climate risk” |
| 2 | Other researchers distinguish more generally between proprietary theory and entity theory, but in this paper, we follow Forker (2000) with the PEEM and EM models because it relates more clearly to alternative accounting treatments of equity based employee compensation and for analysing its implications for the estimating the impact of alternative pension accounting treatments of the reporting entity, including the all equity model. |
| 3 | A 401K plan permits employees to elect to have a portion of their compensation contributed to a qualified retirement plan (EBRI, 2009). Investors in 401K plans issued by Lucent Technologies sued based on the Employee Retirement Income Security Act (ERISA) of 1974, which states that plan sponsors have a fiduciary responsibility to provide prudent and diversified investing options. However, it does not impose any upper restrictions on the amount of company stock that a 401K plan can invest in. |
| 4 | Himmelberg et al (2002) derive a model whereby cost of capital, capital structure and ownership concentration are endogenous variables. |
| 5 | The Employee Benefits Research Institute (2011a) reports that participation in defined contribution plans (which promise a specified contribution to an employee’s account) is growing faster than participation in traditional defined benefit pension plans (which promise a specified benefit at retirement). The percent of private-sector active-worker participants in a defined benefit plan where the defined benefit plan was the only plan declined from 62 percent in 1975 to 7 percent in 2009, while the percent of private-sector active-worker participants in a defined contribution plan where the defined contribution plan was the only plan increased from 16 percent in 1975 to 67 percent in 2009. EBRI (2011b) also identifies significant increases in the average 401(K) plan accounts to 2009, except for 2008, with the bulk of assets invested in stocks, of which a significant (but declining) proportion is invested in the sponsoring company’s own stock (EBRI, 2011). |
| 6 | Dhaliwal (1986) and Mandelker and Rhee (1984) argue that financial leverage and fundamental risk should be incorporated into cost of capital estimates. Chen et al. (2009) finds that fundamental risk affects the cost of capital estimates. We estimate net financial liabilities and net operating assets using the definition in Callen and Segal (2003). |
| 7 | We recognise that the full range of deferred compensation arrangements are necessarily off balance sheet in nature and asymmetric; hence we restrict our analysis to direct company exposure to underfunded defined benefit plans and health care obligations, company own stock investments of 401K and defined contribution plans. |
| 8 | This is one of the caveats acknowledged by JMB. Not being able to assign specific beta risk to each asset under a specific asset class may lead to some measurement error in their analysis. |
| 9 | Bodie (1990) argues that the corporate guarantee of the ABO is in effect a put option on the investments of the pension fund with an exercise price equal to the ABO. The pension fund net worth is the difference between its total assets (investments plus corporate pension guarantee) and the ABO. The employer sponsor owns a proportion, q, of the pension fund net worth; the remainder (1-q) belongs to the employees. Since shareholders’ equity in the employer sponsoring corporation is the difference between total corporate assets (conventional assets plus the corporation’s share of the pension fund surplus) and corporate debt (conventional liabilities plus the guarantee of the pension benefits), if pension claims are implicit contracts, then the corporate guarantee of the ABO is a put option, while the pension fund net worth is analogous to a call option. |
| 10 | This implies that modifications must be made to the standard measurement of corporate liabilities where the pension liability instead depends on further assumptions that need to reflect their own expectation. For example, it is usually assumed that the entity’s own credit standing should be incorporated in the value of the liability under fair value accounting. However, if insurance contracts are taken over by a third party, then that party’s credit standing would apply to the insurance contracts. If the credit standing is not applicable (as in the case above), then risk capital (i.e., the minimum required to attain risk free obligations for regulatory purposes) must incorporated as a contingent claim in the form of an asset and a corresponding contingent claim on equity. |
| 11 | This table is similar to Forker (2000) table 5 but we have included the implications for the appropriate measure of the pension obligation. |
| 12 | Our measures of the ABO, PBO and EBO are highly positively correlated, consistent with the simulation results of Selling and Stickney (1986) and are not reported here. |
| 13 | Bodie (1990) views pension funds as an insurance subsidiary. The pension promises are viewed as participating annuities that offer a guaranteed minimum nominal benefit determined by the plan’s benefit formula. This guaranteed benefit is permanently enriched from time to time, at the discretion of management, depending on the financial condition of the plan sponsor, the increase in the living cost of retirees, and the performance of the fund’s assets. Evidence in support of this ‘guaranteed minimum’ contention is the fact that many UK plans have given ad hoc benefit increases to plan participants in the past. |
| 14 | The optionality element inherent in pension commitments is introduced by Sharpe (1976), who focuses on the impact of the introduction of government pensions insurance in ERISA on the nature of an employer sponsors’ pension obligations. However, he does not model an equivalent implicit contingent claim by employees on the pension fund surplus, which is the focus of the insurance view of pension contract. |
| 15 | As our analysis is focused on the post-disclosure period 2006 to 2008 only, we do not attempt to amend the CAPM estimates to reflect longer-run changes in risk factor loadings or learning-based approaches to estimate CAPM (e.g. Adrian and Franzoni, 2009), although we recognize that this may also bear on the validity of our model and findings. |
| 16 | In the ‘combination case’, the highest quartile of firms with ‘growth’ are treated as (iii), the next quartile of firms with the highest estimated put options are treated as (iv); and firms with minimal pension exposure are treated as (i). The remainder are treated as (ii). |
| 17 | Further analysis of cost of capital estimates by industry 2-SIC code breakdown (not reported) shows that significant inter-industry variation in cost of capital estimates. The lowest sector is utilities, while the highest if retail. These results are consistent with the finding that incorporating risk and value of pension risk in utilities has little impact on their already structured balance sheets, whereas it has a more significant impact on more leveraged retail firms. |
| 18 | Decomposing results by whether firms terminate or continue DB pension plans is important because Bulow and Scholes (1983) argue that there is a separating equilibrium by which firms either have continuing or terminating contracts with their employees. |
| 19 | Our choice and definitions of control variables are consistent with those employed by JMB to clarify the incremental explanatory power of alternative proxies and measurement bases of pension risk. |
| 20 | We suspect this is a major reason why financial analysts prefer not to use the PBO for cost of capital estimation purposes. |
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| Characteristic | All equities model (AEM) | Equity model (EM) | Pre-existing equity model (PEEM) |
| Boundary of the model of the reporting entity (MRE) | All funding instruments | Equity instruments, including rights to contingently issueable shares | Existing equity shareholders |
| Income measurement and capital structure | No distinction between debt and equity | Debt and equity separately classified | All funding instruments, except existing equity classified as liabilities |
| Accounting for wealth transfers within the boundary of the MRE | All transfers are netted with zero impact on income | Intra-equity transfers are netted, but price changes on liabilities are recognized in the income statement | All wealth transfers are recognized in the income statement |
| Clean surplus accounting | No | Yes, for liability instruments. No for equity instruments | Yes |
| Accounting for employee stock options, share of DB and DC and 401K equity investments in own firm | Yes, for DB only (assume ‘surplus’ = ABO – MV of pension assets); no unexpected variations affect income | Yes, for DB (assume ‘surplus’ = ABO – MV pension assets); no for DC or 401K employee ownership of company own stock | Yes, for DB (assume ‘surplus’ = PBO – MV pension assets); yes for DC or 401K employee ownership of company own stock as liabilities |
| Variable | No | Mean | Std dev | 25% | Median | 75% |
| DB PA | 450 | 3967 | 7912 | 484 | 1517 | 3584 |
| PFL1 | 450 | 3925 | 7051 | 508 | 1627 | 3834 |
| PFL2 | 450 | 4290 | 7582 | 582 | 1758 | 4116 |
| PFL3 | 450 | 7557 | 13566 | 979 | 3141 | 7390 |
| NDBPA | 450 | 2225 | 3264 | 420 | 1115 | 2500 |
| NDBPL | 450 | 1730 | 2831 | 270 | 715 | 1713 |
| MVE | 450 | 22336 | 32726 | 5174 | 11326 | 24945 |
| BVE1 | 450 | 8655 | 13211 | 1997 | 4620 | 9806 |
| BVE2 | 450 | 8432 | 13228 | 1933 | 4460 | 9571 |
| BVE3 | 450 | 7986 | 13143 | 1689 | 3977 | 9067 |
| NFL | 450 | 3797 | 8095 | 328 | 2056 | 5513 |
| Put | 450 | 957 | 2653 | 0 | 51 | 497 |
| Call | 450 | 1004 | 2932 | 0 | 99 | 629 |
| Employee Equity | 450 | 441 | 771 | 0 | 139 | 470 |
| Description | Average asset allocation DB(%) | Average asset allocation DC Plan(%) | Assumed Beta | Indicated in JMB |
| Bonds | 18.2 | 4.1 | 0.175 | 0.175 |
| Corporate bonds | 1.8 | 0.3 | 0.230 | 0.175 |
| Government bonds | 2.1 | 0.5 | 0.179 | 0.175 |
| Municipal bonds | 0.1 | 0.2 | 0.205 | 0.175 |
| Inflation linked bond | 2.3 | 0.6 | 0.102 | 0.175 |
| International bonds | 1.0 | 0.2 | 0.175 | 0.175 |
| High yield bonds | 0.6 | 0.0 | 0.175 | 0.175 |
| General insurance | 0.6 | 13.4 | 0.205 | 0.175 |
| Convertible bond | 0.2 | 0.0 | 0.205 | 0.175 |
| Small cap value | 1.0 | 0.5 | 2.012 | 1.0 |
| Small cap growth | 1.1 | 0.5 | 1.372 | 1.0 |
| Small cap | 5.0 | 1.3 | 1 | 1.0 |
| Large cap value | 2.5 | 1.3 | 1.359 | 1.0 |
| Large cap growth | 2.0 | 1.2 | 0.717 | 1.0 |
| Large cap | 8.1 | 1.2 | 1 | 1.0 |
| Growth equities | 2.1 | 1.6 | 1.044 | 1.0 |
| Value equities | 2.6 | 1.1 | 1 | 1.0 |
| Indexed equities | 8.5 | 8.2 | 1 | 1.0 |
| International equity | 12.0 | 2.1 | 1 | 1.0 |
| Equities | 16.9 | 8.6 | 1 | 1.0 |
| Cash | 2.04 | 2.5 | 0.06 | 0.06 |
| Property | 2.1 | 0.2 | 0.15 | 0.150 |
| Company stock | 1.9 | 35.2 | Equity beta | Equity beta |
| Other investments | 5.26 | 15.2 | 0.795 | 1.0 |
| Case | Operating asset beta correct | Operating asset beta error1 | % overestimate for error 1 | Operating asset beta error 2 | % overestimate for error 2 |
| Panel A: Based on our assumptions | |||||
| (i): ABO | 0.560 (1.432) |
0.775 (1.403) |
38.3 | 1.186 (7.331) |
111.7 |
| (ii): PBO | 0.561 (1.432) |
0.770 (1.394) |
37.2 | 1.117 (6.221) |
99.1 |
| (iii) EBO | 0.560 (1.432) |
0.940 (3.842) |
67.8 | 1.115 (5.868) |
99.1 |
| Panel B: based on JMB assumptions | |||||
| (i): ABO | 0.297 (0.287) |
0.543 (0.537) |
82.8 | 0.574 (0.599) |
93.3 |
| (ii): PBO | 0.297 (0.287) |
0.509 (0.334) |
71.3 | 0.565 (0.551) |
90.2 |
| (iii) EBO | 0.297 (0.287) |
0.498 (0.324) |
67.7 | 0.566 (0.552) |
90.5 |
| Panel C: t statistics difference A-B | |||||
| (i): ABO | 4.005 | 3.477 | 1.775 | ||
| (ii): PBO | 4.005 | 4.142 | 1.909 | ||
| (iii) EBO | 3.536 | 2.448 | 1.991 | ||
| (iv) ABO v EBO | 0.573 | 0.362 | 1.255 | ||
| (v) ABO v PBO | -1.501 | 0.716 | 0.969 | ||
| Case | Correct Cost of capital estimate (%) | Cost of capital estimate error 1 (%) | % overestimate for error 1 | Cost of capital estimate error 2 (%) | % overestimate for error 2 |
| Panel A: Based on our assumptions | |||||
| (i): ABO | 7.448 (10.734) |
9.341 (10.192) |
25.5 | 12.218 (51.231) |
63.8 |
| (ii): PBO | 7.842 (10.411) |
9.317 (10.274) |
18.7 | 11.730 (44.485) |
49.2 |
| (iii) EBO | 8.818 (17.414) |
10.491 (27.136) |
18.9 | 11.721 (41.029) |
32.9 |
| Panel B: based on JMB assumptions | |||||
| (i): ABO | 7.088 (3.718) |
7.712 (4.423) |
8.9 | 7.929 (4.737) |
11.8 |
| (ii): PBO | 5.993 (2.822) |
7.479 (3.508) |
24.8 | 7.822 (4.220) |
30.5 |
| (iii) EBO | 6.041 (2.911) |
7.403 (3.458) |
22.5 | 7.873 (4.508) |
30.2 |
| Panel C: t statistics difference A-B | |||||
| (i): ABO | 0.742 | 3.477 | 1.776 | ||
| (ii): PBO | 4.005 | 4.104 | 1.909 | ||
| (iii) EBO | 3.526 | 2.448 | 1.991 | ||
| (iv) ABO v EBO | -0.573 | 1.230 | 1.255 | ||
| (v) ABO v PBO | -1.501 | 0.662 | 0.969 | ||
| Panel A: Case I - ABO | ||||||
| Asset allocation /financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.037 (0.097) |
1.049 (0.091) |
1.028 (0.109) |
1.042 (0.093) |
1.029 (0.096) |
1.042 (0.087) |
| Pension risk | 0.103 (0.097) |
0.144 (0.206) |
0.097 (0.146) |
0.108 (0.229) |
0.080 (0.116) |
0.105 (0.213) |
| No. of observations | 672 | 672 | 672 | 672 | 672 | 672 |
| R-Squared | 0.015 | 0.010 | 0.017 | 0.010 | 0.015 | 0.010 |
| Panel B: Case ii - PBO | ||||||
| Asset allocation /financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.035 (0.101) |
1.045 (0.095) |
1.024 (0.112) |
1.032 (0.098) |
1.030 (0.096) |
1.039 (0.089) |
| Pension risk | 0.119 (0.134) |
0.262 (0.350) |
0.154 (0.190) |
0.249 (0.331) |
0.078 (0.109) |
0.191 (0.347) |
| No. of observations | 672 | 672 | 672 | 672 | 672 | 672 |
| R-Squared | 0.030 | 0.025 | 0.037 | 0.027 | 0.018 | 0.017 |
| Panel C: Case iii - EBO | ||||||
| Asset allocation /financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.031 (0.103) |
1.046 (0.092) |
1.018 (0.118) |
1.030 (0.093) |
1.028 (0.095) |
1.039 (0.085) |
| Pension risk | 0.130 (0.145) |
0.210 (0.247) |
0.149 (0.229) |
0.346 (0.272) |
0.087 (0.106) |
0.161 (0.236) |
| No. of observations | 672 | 672 | 672 | 672 | 672 | 672 |
| R-Squared | 0.029 | 0.021 | 0.039 | 0.026 | 0.015 | 0.014 |
| Variable | Calculation | Compustat Item no. |
| Market share by value | Calculated using market value and the industry classification codes | DATA24*DATA25 |
| Market share by sales | Calculated using total sales and the industry classification codes | DATA12 |
| Capital intensiveness | Current assets/total assets | DATA4/DATA6 |
| Cash position | Cash and short-term investments/total assets | DATA1/DATA6 |
| Financial leverage | Debt/total assets/ | (Data9+Data34)/DATA6 |
| Growth rate | Log(total assets/lagged total assets) | Log(DATA6)/DATA6_lag) |
| Liquidity | Current assets/current liabilities | DATA4/DATA5 |
| Return on investment | Net income/total assets | DATA172/DATA6 |
| Firm size | Log(total assets) | Log(DATA6) |
| Research and development | Research and development expense/total assets | DATA46/DATA6 |
| Advertisement | Advertising expense/total assets | DATA45/DATA6 |
| Panel A: Case i - ABO | |||||||||
| Asset allocation / assumption | |||||||||
| Book-market ratio | Return on investments | Financial leverage | |||||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | ||||
| Intercept | 1.895 (0.392) |
1.875 (0.385) |
2.004 (0.384) |
1.976 (0.382) |
2.147 (0.570) |
2.125 (0.566) |
|||
| Pension risk | 0.113 (0.100) |
0.158 (0.162) |
0.190 (0.188) |
0.142 (0.213) |
0.081 (0.092) |
0.114 (0.161) |
|||
| Market share by value | -0.246 (0.125) |
-0.247 (0.124) |
-0.211 (0.222) |
-0.206 (0.216) |
-0.151 (0.232) |
-0.144 (0.224) |
|||
| Market share by sales | 0.130 (0.204) |
0.148 (0.196) |
0.152 (0.173 |
0.154 (0.160) |
0.143 (0.168) |
0.147 (0.160) |
|||
| Capital intensiveness | 0.239 (0.240) |
0.257 (0.251) |
0.185 (0.218) |
0.219 (0.249) |
0.152 (0.204) |
0.176 (0.236) |
|||
| Cash position | 0.407 (0.779) |
0.402 (0.770) |
0.556 (0.726) |
0.554 (0.721) |
0.586 (0.754) |
0.584 (0.738) |
|||
| Financial leverage | -0.277 (0.171) |
-0.296 (0.131) |
-0.401 (0.187) |
-0.422 (0.172) |
-0.643 (0.324) |
-0.660 (0.292) |
|||
| Growth rate | 0.414 (0.514) |
0.395 (0.515) |
0.571 (0.561) |
0.564 (0.573) |
0.506 (0.564) |
0.493 (0.570) |
|||
| Liquidity | 0.001 (0.003) |
0.001 (0.003) |
0.001 (0.002) |
0.001 (0.002) |
0.000 (0.004) |
0.000 (0.004) |
|||
| Return on investment | -0.015 (2.188) |
-0.054 (2.285) |
0.191 (2.224) |
0.067 (2.358) |
-0.299 (2.012 |
-0.362 (2.101) |
|||
| Firm size | -0.090 (0.049) |
-0.087 (0.049) |
-0.102 (0.052) |
-0.097 (0.052) |
-0.103 (0.060) |
-0.098 (0.062) |
|||
| Advertisement | -2.825 (2.135) |
-2.787 (2.140) |
-1.870 (1.756) |
-1.838 (1.750) |
-1.887 (1.078) |
-1.851 (1.081) |
|||
| Research and development | 1.170 (2.207) |
1.154 (2.097) |
1.094 (1.765) |
0.812 (2.061) |
0.463 (2.070) |
0.417 (2.037) |
|||
| No. of observations | 684 | 684 | 684 | 684 | 684 | 684 | |||
| R-Squared | 0.278 | 0.275 | 0.282 | 0.277 | 0.277 | 0.275 | |||
| Panel B: Case ii - PBO | |||||||||
| Asset allocation /financial distress assumption | |||||||||
| Book-market ratio | Return on investments | Financial leverage | |||||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | ||||
| Intercept | 1.887 (0.396) |
1.864 (0.393) |
2.000 (0.387) |
1.965 (0.385) |
2.152 (0.576) |
2.128 (0.575) |
|||
| Pension risk | 0.116 (0.131) |
0.264 (0.255) |
0.111 (0.176) |
0.326 (0.254) |
0.101 (0.132) |
0.195 (0.290) |
|||
| Market share by value | -0.199 (0.152) |
-0.207 (0.130) |
-0.174 (0.240) |
-0.169 (0.220) |
-0.140 (0.227) |
-0.105 (0.255) |
|||
| Market share by sales | 0.076 (0.234) |
0.104 (0.207) |
0.112 (0.217) |
0.118 (0.182) |
0.182 (0.178) |
0.102 (0.208) |
|||
| Capital intensiveness | 0.216 (0.228) |
0.250 (0.216) |
0.147 (0.193) |
0.192 (0.220) |
0.100 (0.240) |
0.165 (0.235) |
|||
| Cash position | 0.455 (0.838) |
0.456 (0.835) |
0.587 (0.793) |
0.581 (0.798) |
0.447 (0.783) |
0.560 (0.724) |
|||
| Financial leverage | -0.226 (0.242) |
-0.247 (0.203) |
-0.352 (0.242) |
-0.384 (0.204) |
-0.622 (0.300) |
-0.648 (0.270) |
|||
| Growth rate | 0.404 (0.500) |
0.385 (0.504) |
0.577 (0.550) |
0.571 (0.572) |
0.509 (0.561) |
0.505 (0.573) |
|||
| Liquidity | 0.001 (0.003) |
0.001 (0.003) |
0.001 (0.002) |
0.001 (0.002) |
0.000 (0.004) |
0.000 (0.004) |
|||
| Return on investment | 0.096 (2.082) |
0.062 (2.153) |
0.306 (2.029) |
0.176 (2.135) |
-0.276 (2.007) |
-0.342 (2.108) |
|||
| Firm size | -0.092 (0.052) |
-0.089 (0.051) |
-0.104 (0.053) |
-0.099 (0.053) |
-0.104 (0.063) |
-0.101 (0.063) |
|||
| Advertisement | -2.916 (2.147) |
-2.883 (2.071) |
-1.904 (1.703) |
-1.884 (1.601) |
-1.832 (1.065) |
-1.762 (1.070) |
|||
| Research and development | 2.312 (1.618) |
2.516 (2.066) |
2.011 (1.843) |
1.847 (1.643) |
0.449 (1.927) |
0.384 (1.783) |
|||
| No. of observations | 684 | 684 | 684 | 684 | 684 | 684 | |||
| R-Squared | 0.284 | 0.281 | 0.291 | 0.286 | 0.276 | 0.278 | |||
| Panel C: Case iii - EBO | |||||||||
| Asset allocation /financial distress assumption | |||||||||
| Book-market ratio | Return on investments | Financial leverage | |||||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | ||||
| Intercept | 1.893 (0.381) |
1.876 (0.382) |
2.017 (0.372) |
1.975 (0.374) |
2.155 (0.557) |
2.137 (0.558) |
|||
| Pension risk | 0.122 (0.122) |
0.221 (0.181) |
0.147 (0.209) |
0.321 (0.245) |
0.079 (0.088) |
0.163 (0.204) |
|||
| Market share by value | -0.199 (0.159) |
-0.191 0.154 |
-0.171 (0.255) |
-0.169 (0.233) |
-0.111 (0.284) |
-0.104 (0.275) |
|||
| Market share by sales | 0.073 (0.244) |
0.090 (0.237) |
0.097 (0.228) |
0.116 (0.198) |
0.086 (0.238) |
0.096 (0.229) |
|||
| Capital intensiveness | 0.225 (0.219) |
0.244 (0.226) |
0.163 (0.189) |
0.199 (0.213) |
0.324 (0.278) |
0.175 (0.223) |
|||
| Cash position | 0.427 (0.849) |
0.435 (0.860) |
0.563 (0.767) |
0.573 (0.803) |
0.222 (0.977) |
0.545 (0.731) |
|||
| Financial leverage | -0.224 (0.235) |
-0.247 (0.213) |
-0.360 (0.219) |
-0.380 (0.207) |
-0.293 (0.585) |
-0.633 (0.270) |
|||
| Growth rate | 0.428 (0.445) |
0.411 (0.449) |
0.588 (0.515) |
0.582 (0.537) |
0.384 (0.562) |
0.512 (0.532) |
|||
| Liquidity | 0.001 (0.003) |
0.001 (0.003) |
0.001 (0.002) |
0.001 (0.002) |
-0.172 (0.389) |
0.000 (0.004 |
|||
| Return on investment | 0.090 (2.124) |
0.051 (2.169) |
0.258 (2.045) |
0.168 (2.106) |
-0.128 (2.033) |
-0.340 (2.131) |
|||
| Firm size | -0.093 (0.049) |
-0.091 (0.049) |
-0.106 0.051) |
-0.101 (0.051) |
-0.308 (0.456) |
-0.102 (0.062) |
|||
| Advertisement | -3.000 (2.146) |
-2.920 (2.126) |
-2.107 (1.802) |
-2.060 (1.716) |
-1.947 (1.010) |
-1.842 (1.036) |
|||
| Research and development | 2.177 (1.449) |
2.541 (2.076) |
1.767 (1.557) |
1.839 (1.649) |
0.376 (2.131) |
0.384 (1.888) |
|||
| No. of observations | 684 | 684 | 684 | 684 | 684 | 684 | |||
| R-Squared | 0.287 | 0.284 | 0.294 | 0.285 | 0.275 | 0.276 | |||
| Panel A: Case i ABO | ||||||
| Asset allocation /financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.001 (0.287) |
0.932 (0.206) |
1.047 (0.145) |
1.058 (0.126) |
0.843 (0.167) |
0.892 (0.162) |
| Pension risk | -0.386 (1.310) |
0.603 (0.789) |
0.098 (0.160) |
0.130 (0.230) |
0.676 (0.757) |
1.066 (1.088) |
| No. of observations | 75 | 75 | 75 | 75 | 75 | 75 |
| R-Squared | 0.055 | 0.037 | 0.075 | 0.069 | 0.229 | 0.260 |
| Panel B: Case ii PBO | ||||||
| Asset allocation /financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.018 (0.261) |
0.968 (0.192) |
0.989 (0.160) |
1.050 (0.133) |
0.841 (0.156) |
0.904 (0.144) |
| Pension risk | -0.420 (0.969) |
0.016 (0.971) |
0.195 (0.254) |
0.355 (0.353) |
0.687 (0.754) |
1.145 (1.028) |
| No. of observations | 75 | 75 | 75 | 75 | 75 | 75 |
| R-Squared | 0.071 | 0.030 | 0.084 | 0.077 | 0.207 | 0.222 |
| Panel C: Case iii EBO | ||||||
| Asset allocation /financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.012 (0.250) |
0.964 (0.183) |
1.040 (0.152) |
1.051 (0.129) |
0.841 (0.181) |
0.906 (0.173) |
| Pension risk | -0.344 (0.818) |
0.311 (0.509) |
0.143 (0.239) |
0.345 (0.287) |
0.706 (0.776) |
1.218 (1.054) |
| No. of observations | 75 | 75 | 75 | 75 | 75 | 75 |
| R-Squared | 0.046 | 0.028 | 0.089 | 0.081 | 0.229 | 0.248 |
| Panel A: Case I - ABO | ||||||
| Financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.895 (0.391) |
1.865 (0.379) |
1.913 (0.466) |
1.877 (0.462) |
2.147 (0.570) |
2.126 (0.566) |
| Pension risk | 0.113 (0.100) |
0.053 (0.193) |
0.108 (0.138) |
0.157 (0.199) |
0.081 (0.092) |
0.114 (0.161) |
| Market share by value | -0.246 (0.125) |
-0.167 (0.237) |
-0.246 (0.159) |
-0.255 (0.148) |
-0.151 (0.232) |
-0.144 (0.223) |
| Market share by sales | -0.246 (0.125) |
-0.167 (0.237) |
-0.246 (0.159) |
-0.255 (0.148) |
-0.151 (0.232) |
-0.144 (0.223) |
| Capital intensiveness | 0.239 (0.240) |
0.287 (0.270) |
0.235 (0.238) |
0.273 (0.262) |
0.152 (0.204) |
0.176 (0.236) |
| Cash position | 0.407 (0.779) |
0.211 (0.864) |
0.589 (0.696) |
0.493 (0.841) |
0.586 (0.754) |
0.584 (0.738) |
| Financial leverage | -0.277 (0.171) |
0.053 (0.675) |
-0.300 (0.140) |
-0.322 (0.136) |
-0.643 (0.324) |
-0.660 (0.292) |
| Growth rate | 0.412 (0.514) |
0.255 (0.250) |
0.577 (0.562) |
0.568 (0.575) |
0.506 (0.564) |
0.493 (0.570) |
| Liquidity | 0.001 (0.003) |
0.558 (1.246) |
0.001 (0.002) |
0.001 (0.002) |
0.000 (0.004) |
0.000 (0.004) |
| Return on investment | -0.015 (2.188) |
-0.644 (1.665) |
0.418 (2.239) |
0.322 (2.380) |
-0.299 (2.012) |
-0.362 (2.101) |
| Firm size | -0.090 (0.049) |
-1.335 (2.836) |
-0.098 (0.057) |
-0.093 (0.056) |
-0.103 (0.060) |
-0.100 (0.060) |
| Advertisement | -2.825 (2.135) |
-1.199 (1.678) |
-2.078 (1.951) |
-2.048 (1.953) |
-1.887 (1.078) |
-1.851 (1.081) |
| Research and development | 1.170 (2.207) |
0.912 (2.112) |
1.633 (2.025) |
1.394 (2.438) |
0.463 (2.070) |
0.417 (2.037) |
| No. of observations | 684 | 684 | 684 | 684 | 684 | 684 |
| R-Squared | 0.2788 | 0.275 | 0.254 | 0.287 | 0.277 | 0.275 |
| Panel B: Case ii PBO | ||||||
| Financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.887 (0.396) |
1.864 (0.393) |
1.894 (0.482) |
1.857 (0.473) |
2.152 (0.576) |
2.128 (0.575) |
| Pension risk | 0.116 (0.131) |
0.051 (0.282) |
0.106 (0.177) |
0.285 (0.312) |
0.074 (0.098) |
0.195 (0.290) |
| Market share by value | -0.212 (0.141) |
-0.038 (0.272) |
-0.225 (0.204) |
-0.202 (0.198) |
-0.113 (0.272) |
-0.105 (0.255) |
| Market share by sales | 0.088 (0.222) |
-0.019 (0.132) |
0.085 (0.233) |
0.188 (0.217) |
0.095 (0.227) |
0.102 (0.208) |
| Capital intensiveness | 0.216 (0.228) |
0.394 (0.143) |
0.210 (0.224) |
0.074 (0.389) |
0.146 (0.192) |
0.165 (0.235) |
| Cash position | 0.455 (0.838) |
0.291 (0.878) |
0.525 (0.860) |
0.572 (0.816) |
0.574 (0.754) |
0.560 (0.724) |
| Financial leverage | -0.225 (0.242) |
-0.135 (0.335) |
-0.242 (0.168) |
-0.139 (0.345) |
-0.622 (0.300) |
-0.648 (0.270) |
| Growth rate | 0.404 (0.500) |
0.317 (0.534) |
0.584 (0.552) |
0.493 (0.631) |
0.509 (0.561) |
0.505 (0.573) |
| Liquidity | 0.001 (0.003) |
-0.079 (0.180) |
0.001 (0.002) |
0.131 (0.290) |
0.000 (0.004) |
0.000 (0.004) |
| Return on investment | 0.096 (2.082) |
0.122 (2.141) |
0.583 (2.055) |
0.328 (2.184) |
-0.276 (2.007) |
-0.342 (2.108) |
| Firm size | -0.092 (0.052) |
-0.409 (0.725) |
-0.099 (0.059) |
-0.376 (0.605) |
-0.104 (0.063) |
-0.101 (0.063) |
| Advertisement | -2.916 (2.146) |
-2.540 (2.426) |
-2.137 (1.775) |
-1.338 (2.684) |
-1.832 (1.065) |
-1.772 (1.072) |
| Research and development | 2.312 (1.618) |
2.649 (1.877) |
2.508 (1.730) |
1.891 (1.921) |
0.382 (1.945) |
0.384 (1.783) |
| No. of observations | 684 | 684 | 684 | 684 | 684 | 684 |
| R-Squared | 0.284 | 0.281 | 0.301 | 0.293 | 0.280 | 0.276 |
| Panel C: Case iii - EBO | ||||||
| Financial distress assumption | ||||||
| Book-market ratio | Return on investments | Financial leverage | ||||
| BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | BPL=0.18 | BPL=0.46 | |
| Intercept | 1.893 (0.381) |
1.876 (0.382) |
1.913 (0.463) |
1.870 (0.453) |
2.155 (0.557) |
2.137 (0.558) |
| Pension risk | 0.122 (0.122) |
0.221 (0.181) |
0.138 (0.213) |
0.308 (0.256) |
0.079 (0.088) |
0.163 (0.204) |
| Market share by value | -0.199 (0.159) |
-0.191 (0.154) |
-0.212 (0.215) |
-0.213 (0.190) |
-0.111 (0.284) |
-0.104 (0.275) |
| Market share by sales | 0.072 (0.244) |
0.089 (0.237) |
0.069 (0.245) |
0.093 (0.215) |
0.086 (0.238) |
0.093 (0.230) |
| Capital intensiveness | 0.226 (0.219) |
0.244 (0.227) |
0.221 (0.211) |
0.263 (0.227) |
0.157 (0.197) |
0.175 (0.223) |
| Cash position | 0.427 (0.849) |
0.436 (0.860) |
0.518 (0.856) |
0.519 (0.897) |
0.533 (0.746) |
0.545 (0.731) |
| Financial leverage | -0.224 (0.235) |
-0.247 (0.213) |
-0.247 (0.175) |
-0.267 (0.171) |
-0.610 (0.288) |
-0.633 (0.270) |
| Growth rate | 0.428 (0.445) |
0.411 (0.449) |
0.594 (0.519) |
0.586 (0.541) |
0.519 (0.524) |
0.512 (0.532) |
| Liquidity | 0.001 (0.003) |
0.001 (0.003) |
0.001 (0.002) |
0.001 (0.002) |
0.008 (0.020) |
0.000 (0.004) |
| Return on investment | 0.091 (2.124) |
0.051 (2.169) |
0.513 (2.056) |
0.425 (2.127) |
-0.285 (2.059) |
-0.340 (2.131) |
| Firm size | -0.093 (0.049) |
-0.090 (0.050) |
-0.101 (0.056) |
-0.095 (0.055) |
-0.105 (0.061) |
-0.104 (0.060) |
| Advertisement | -3.001 (2.145) |
-2.920 (2.126) |
-2.330 (1.893) |
-2.280 (1.820) |
-1.947 (1.010) |
-1.842 (1.036) |
| Research and development | 2.177 (1.449) |
2.541 (2.076) |
2.336 (1.659) |
2.442 (1.722) |
0.376 (2.131) |
0.384 (1.888) |
| No. of observations | 684 | 684 | 684 | 684 | 684 | 684 |
| R-Squared | 0.336 | 0.284 | 0.304 | 0.296 | 0.276 | 0.275 |
| Panel A: surviving firms (n = 283 firm observations) | ||||||
| Pension Asset allocation / Pension liability assumption | ||||||
| Beta=ABO | Beta=PBO | Beta=EBO | ||||
| Equation 7a | Equation 7b | Equation 7a | Equation 7b | Equation 7a | Equation 7b | |
| Intercept | 0.133 (0.765) |
0.087 (0.760) |
2.047 (1.388)* |
1.962 (1.381) |
0.817 (2.745) |
0.714 (2.737) |
| Pension risk | -0.122 (0.173) |
-0.399 (0.204) |
-0.251 (0.315) |
-0.627 (0.552) |
-0.347 (0.622) |
-0.538 (1.094) |
| Market share by value | -0.003 (0.001) |
-0.003 (0.001) |
-0.003 (0.001) |
-0.004 (0.001) |
-0.001 (0.001)* |
-0.001 (0.001)* |
| Capital intensiveness | -0.237 (0.434) |
-0.232 (0.429) |
-0.795 (0.788) |
-0.811 (0.779) |
-0.690 (1.558) |
-0.747 (1.543) |
| Cash position | 2.107 (0.949) |
2.115 (0.942) |
4.717 (1.722)*** |
4.758 (1.711)*** |
8.251 (3.406)*** |
8.354 (3.389)*** |
| Financial leverage | -1.048 (0.345)** |
-1.122 (0.349)*** |
-1.011 (0.626)* |
-1.114 (0.634)*** |
-2.026 (1.238)* |
-2.079 (1.256)* |
| Growth rate | -0.143 (0.297) |
-0.176 (0.296) |
0.195 (0.539) |
0.146 (0.539) |
-0.218 (1.066) |
-0.247 (1.067) |
| Liquidity | -0.002 (0.002) |
-0.002 (0.002) |
-0.000 (0.004) |
-0.001 (0.004) |
0.001 (0.008) |
-0.001 (0.008) |
| Return on investment | -0.516 (0.907) |
-0.386 (0.900) |
0.140 (1.645) |
1.710 (3.239) |
1.521 (3.254) |
1.710 (3.239) |
| Firm size | 0.095 (0.077) |
0.099 (0.077) |
-0.063 (0.140) |
0.144 (0.277) |
0.142 (0.277) |
0.144 (0.277) |
| Advertisement | 0.574 (1.502) |
0.389 (1.503) |
-1.445 (2.725) |
-1.334 (5.408) |
-1.121 (5.390) |
-1.344 (5.408) |
| Research and development | 0.172 (0.719) |
0.204 (0.715) |
0.115 (1.304) |
0.053 (2.573) |
-0.020 (2.580) |
0.053 (2.573) |
| Idiosyncratic risk | -0.018 (0.036) |
-0.015 (0.035) |
-0.078 (0.065) |
-0.153 (0.128) |
-0.154 (0.128) |
-0.153 (0.128) |
| No. of observations | 450 | 450 | 450 | 450 | 450 | 450 |
| R-Squared | 0.065 | 0.069 | 0.076 | 0.068 | 0.068 | 0.068 |
| Panel B: terminating firms (n = 167 firm observations) | ||||||
| Pension Asset allocation / Pension liability assumption | ||||||
| Beta=ABO | Beta=PBO | Beta=EBO | ||||
| Equation 7a | Equation 7b | Equation 7a | Equation 7b | Equation 7a | Equation 7b | |
| Intercept | 4.008 (2.628)* |
3.542 (2.603) |
2.278 (1.674) |
2.208 (1.650) |
2.154 (2.280) |
2.368 (2.294) |
| Pension risk | -0.660 (0.537) |
0.269 (0.432) |
0.155 (0.342) |
0.136 (0.274) |
1.102 (0.466)** |
0.082 (0.380) |
| Market share by value | -0.004 (0.001) |
-0.002 (0.001) |
-0.004 (0.001) |
-0.005 (0.001) |
0.004 (0.001) |
-0.004 (0.001) |
| Capital intensiveness | -1.576 (1.321) |
-1.337 (1.312) |
1.462 (0.842)* |
1.611 (0.832)** |
1.808 (1.146)* |
2.096 (1.156)* |
| Cash position | 14.650 (1.882)*** |
14.938 (1.814)*** |
-2.423 (1.199)* |
-2.546 (1.150)** |
-1.903 (1.633) |
-2.683 (1.598)* |
| Financial leverage | -0.793 (1.337) |
-0.191 (1.243) |
-3.103 (0.852)*** |
-3.157 (0.788)*** |
-3.587 (1.160)*** |
-4.282 (1.095)*** |
| Growth rate | 0.270 (1.350) |
0.251 (1.339) |
-0.235 (0.860) |
-0.163 (0.849) |
-0.104 (1.171) |
0.076 (1.180) |
| Liquidity | -0.002 (0.027) |
-0.006 (0.027) |
-0.009 (0.017) |
-0.009 (0.017) |
-0.029 (0.023) |
-0.024 (0.024) |
| Return on investment | -2.484 (2.313) |
-2.469 (2.298) |
0.932 (1.473) |
0.873 (1.456) |
-0.521 (2.007) |
-0.589 (2.025) |
| Firm size | -0.294 (0.268) |
-0.315 (0.264) |
-0.063 (0.171) |
-0.047 (0.167) |
-0.091 (0.232) |
-0.019 (0.233) |
| Advertisement | -1.492 (5.105) |
-2.672 (4.990) |
4.634 (3.252) |
4.644 (3.163) |
5.052 (4.429) |
5.912 (4.396) |
| Research and development | -9.246 (9.558) |
-10.360 (9.587)*** |
-6.736 (6.090) |
-7.320 (6.077) |
-17.539 (8.293)** |
-17.875 (8.447)** |
| Idiosyncratic risk | -0.164 (0.113)* |
0.269 (0.432) |
-0.110 (0.072)* |
-0.113 (0.071)* |
-0.075 (0.098) |
-0.090 (0.098) |
| No. of observations | 450 | 450 | 450 | 450 | 450 | 450 |
| R-Squared | 0.446 | 0.430 | 0.227 | 0.229 | 0.220 | 0.220 |
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