Predictive Role of Ex Ante Strategic Firm Characteristics for Sustainable Initial Public Offering (IPO) Survival
Abstract
:1. Introduction
2. Literature Review and Hypotheses
2.1. Share Premium and IPO Survival
2.2. Firm Size
2.3. Listed Capital
2.4. Offer Size
2.5. Risk Factors
3. Methods
3.1. Research Design and Data Description
3.2. Model and Variable Description
4. Results
4.1. Overall Descriptive Statistics
4.2. Variance Inflation Factor
4.3. Survival Specific Descriptive Statistics
4.4. Kaplan–Meier (KM) Survival Estimates
4.5. Inferential Statistics Cox Proportional Hazard Model
4.6. Robustness Tests
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Listing Market (L_mkt) | Year of Inception | New Name | Renamed or Merger Year | Merged With | Status |
---|---|---|---|---|---|
Main Board | 1974 | Main Market | 2009 | - | Active |
Second Board | 1988 | - | 2009 | Main Market | Merged |
MESDAQ Market | 2002 | ACE Market | 2009 | - | Active |
Listing Market (L_mkt) | Duration | Population Total Listed IPOs | Sample IPOs | Sample Delisted IPOs | Sample Percentage | Sample Percentage Delisting | Follow-Up Period |
---|---|---|---|---|---|---|---|
Second Board (SB) | 1990–2009 | 461 | 432 | 151 | 93.71% | 34.95% | 6 Years (2010–2015) |
Main Board (MB) | 1990–2009 | 325 | 272 | 86 | 83.69% | 31.62% | 6 Years (2010–2015) |
Main Market (including MB) | 1990–2017 | 429 | 350 | 104 | 81.59% | 29.71% | 3 Years (2018–2020) |
Main Market and Second Board | 1990–2017 | 890 | 782 | 255 | 87.87% | 32.61% | 3 Years (2018–2020) |
ACE Market | 2002–2017 | 179 | 161 | 18 | 89.94% | 11.18% | 3 Years (2018–2020) |
Total 1 | 1990–2017 | 1069 | 943 | 273 | 88.21% | 28.95% | - |
Variable | Notation | Definition | Measurement | Data Source |
---|---|---|---|---|
Dependent Variable Survival Time | S_t | IPO tracking period (listing period + follow-up) | Number of years from listing date to delisting date or cutoff date (follow-up period), whichever is the earliest | Investor Digest, Bursa Malaysia (BM) |
Censoring | δ | IPO listing status at follow-up cutoff date | 0 = Alive IPOs 1 = Delisted IPOs | Historical Data Package BM; delisting info BM |
Explanatory Variables: | ||||
Exposure Variable Listing Markets | L_mkt | IPO listing markets/listing boards | Dummy Variable 1 = Main Market/Board 0 = Otherwise | BM, IPO prospectus |
Effect Modifiers Share Premium | S_pr | The positive difference between the offer price and par value | No. of times of the par value | IPO prospectus, Investor Digest, Historical Data BM |
Firm Size | F_size | Pro forma total assets adjusted by utilization of IPO proceeds | Log of adjusted total assets | IPO prospectus |
Listed Capital | L_cap | Outstanding listed pro forma capital adjusted by public issue | The ratio of outstanding shares to authorized shares | Investor Digest, IPO prospectus |
Offer Size | O_size | Total number of shares against the public issue and offer for sale shares | Sum of public issue and offer for sale shares to total outstanding shares adjusted by new shares | IPO prospectus |
Risk Factors | R_fac | Risk factors disclosed in IPO prospectus | Number of risk factors | IPO prospectus |
Control Variables: | ||||
Leverage | F_lev | Financial leverage | The ratio of total liabilities to total assets adjusted by IPO proceeds utilization | IPO prospectus |
Firm Age | F_age | Firms age from incorporating as a private entity to the listing date | Number of years as a private firm at IPO listing date | IPO prospectus, Eikon DataStream, S&P 500. |
Profitability | EPS | Profitability from equity investors’ perspective | Net profit attributable to equity shareholders to total outstanding shares adjusted by new shares | IPO prospectus |
Measure | L_mkt 1 | Obs. | S_t | S_pr | F_size | L_cap | O_size | R_fac | F_Lev | F_age | EPS |
---|---|---|---|---|---|---|---|---|---|---|---|
Mean | Main Market 2 | 350 | 16.30246 | 2.67866 | 8.46921 | 0.52141 | 0.25164 | 20.12857 | 0.42430 | 10.10860 | 0.46358 |
Median(P50) | 350 | 16.03425 | 2.00000 | 8.37204 | 0.53306 | 0.24910 | 20.00000 | 0.42111 | 7.40273 | 0.21000 | |
St. Dev. | 350 | 7.64349 | 2.41770 | 0.55817 | 0.22667 | 0.11519 | 5.19069 | 0.20964 | 9.18306 | 1.30826 | |
Minimum | 350 | 2.71233 | 1.00000 | 7.28140 | 0.04500 | 0.00844 | 9.00000 | 0.00096 | 0.52877 | 0.01000 | |
Maximum | 350 | 30.9726 | 25.0000 | 10.42852 | 1.00000 | 0.73802 | 33.00000 | 0.93989 | 48.23014 | 17.21000 | |
P25 | 350 | 9.90685 | 1.55000 | 8.09596 | 0.36000 | 0.15675 | 16.00000 | 0.25984 | 1.90685 | 0.12000 | |
P75 | 350 | 23.33425 | 2.80000 | 8.69587 | 0.68667 | 0.31451 | 23.0000 | 0.56524 | 16.56712 | 0.39000 | |
Mean | Second Board 3 | 432 | 19.26332 | 2.42958 | 7.81756 | 0.62914 | 0.24722 | 16.60417 | 0.43460 | 7.44954 | 0.61539 |
Median(P50) | 432 | 18.74247 | 2.20000 | 7.84194 | 0.66241 | 0.21440 | 16.00000 | 0.43431 | 4.46164 | 0.31000 | |
St. Dev. | 432 | 6.11855 | 1.02992 | 0.27559 | 0.23545 | 0.11237 | 4.28706 | 0.17144 | 7.04759 | 1.08301 | |
Minimum | 432 | 3.35616 | 0.80000 | 6.35237 | 0.01960 | 0.04762 | 7.00000 | 0.00600 | 0.59178 | 0.02000 | |
Maximum | 432 | 30.88493 | 8.00000 | 8.66832 | 1.00000 | 0.68000 | 33.00000 | 0.91485 | 32.67671 | 13.0000 | |
P25 | 432 | 14.71233 | 1.70000 | 7.63846 | 0.40000 | 0.15221 | 13.50000 | 0.30257 | 1.66986 | 0.19000 | |
P75 | 432 | 24.43151 | 2.80000 | 8.00486 | 0.80000 | 0.30000 | 19.0000 | 0.55016 | 12.05890 | 0.57000 | |
Mean | ACE Market | 161 | 12.72593 | 4.10111 | 7.56939 | 0.55312 | 0.24123 | 21.54658 | 0.24581 | 4.95810 | 0.13843 |
Median(P50) | 161 | 15.03562 | 3.80000 | 7.54817 | 0.52800 | 0.25000 | 22.00000 | 0.20659 | 2.87397 | 0.04300 | |
St. Dev. | 161 | 4.64068 | 2.04399 | 0.33177 | 0.19600 | 0.08901 | 4.37885 | 0.19117 | 5.45643 | 0.30176 | |
Minimum | 161 | 3.17232 | 1.00000 | 6.03257 | 0.12600 | 0.00467 | 11.00000 | 0.00098 | 0.41370 | 0.01000 | |
Maximum | 161 | 18.70685 | 12.30000 | 8.49100 | 1.00000 | 0.69400 | 31.00000 | 0.85981 | 30.64658 | 2.20000 | |
P25 | 161 | 9.46027 | 2.50000 | 7.36152 | 0.41600 | 0.20198 | 18.00000 | 0.10417 | 1.44110 | 0.02400 | |
P75 | 161 | 16.16986 | 5.00000 | 7.77245 | 0.67332 | 0.26900 | 25.00000 | 0.34638 | 6.55890 | 0.08200 | |
Mean | Overall | 943 | 17.04824 | 2.80741 | 8.01705 | 0.57618 | 0.24784 | 18.75610 | 0.39854 | 8.01112 | 0.47761 |
Median(P50) | 943 | 16.80822 | 2.30000 | 7.93715 | 0.58632 | 0.24396 | 18.00000 | 0.39765 | 4.76986 | 0.23000 | |
St. Dev. | 943 | 6.93408 | 1.92827 | 0.54528 | 0.23112 | 0.10978 | 5.07961 | 0.20191 | 7.89919 | 1.10212 | |
Minimum | 943 | 2.71233 | 0.80000 | 6.03257 | 0.01960 | 0.00467 | 7.00000 | 0.00096 | 0.41370 | 0.01000 | |
Maximum | 943 | 30.97260 | 25.00000 | 10.42852 | 1.00000 | 0.73802 | 33.00000 | 0.93989 | 48.23014 | 17.21000 | |
P25 | 943 | 11.78904 | 1.70000 | 7.66421 | 0.40000 | 0.15385 | 15.00000 | 0.24497 | 1.68219 | 0.11000 | |
P75 | 943 | 23.19452 | 3.20000 | 8.25957 | 0.79200 | 0.30000 | 22.00000 | 0.54061 | 12.66027 | 0.43000 |
Variable | Main Market | Second Board | ACE Market | Overall | ||||
---|---|---|---|---|---|---|---|---|
VIF | 1/VIF | VIF | 1/VIF | VIF | 1/VIF | VIF | 1/VIF | |
S_pr | 1.17 | 0.851883 | 1.14 | 0.880361 | 1.25 | 0.800395 | 1.08 | 0.925182 |
F_size | 1.27 | 0.789376 | 1.31 | 0.765597 | 1.16 | 0.864142 | 1.22 | 0.822302 |
L_cap | 1.01 | 0.989758 | 1.06 | 0.941093 | 1.04 | 0.957045 | 1.04 | 0.957214 |
O_size | 1.03 | 0.974681 | 1.04 | 0.956989 | 1.17 | 0.856547 | 1.01 | 0.985508 |
R_fac | 1.24 | 0.809270 | 1.04 | 0.961294 | 1.04 | 0.959995 | 1.18 | 0.850260 |
F_lev | 1.08 | 0.927637 | 1.21 | 0.827443 | 1.08 | 0.927709 | 1.15 | 0.866860 |
F_age | 1.02 | 0.976099 | 1.11 | 0.897270 | 1.15 | 0.869248 | 1.06 | 0.945860 |
EPS | 1.04 | 0.958682 | 1.13 | 0.881727 | 1.03 | 0.970610 | 1.05 | 0.952089 |
Listing Market (L_mkt) | No. of IPOs | Delisted IPOs (δ1) | Censored IPOs (δ0) | Time at Risk tj | Hazard Rate 1 | Survival Time 2 | ||
---|---|---|---|---|---|---|---|---|
25% | 50% | 75% | ||||||
Second Board 3 (1990–2009) | 432 | 151 | 281 | 508.6851 | 0.2968437 | 14.89 | 25.39 | - |
Main Board 3 (1990–2009) | 272 | 86 | 186 | 312.1378 | 0.275519 | 15.13 | 23.02 | - |
Main Market 4 (1990–2017) | 350 | 104 | 246 | 403.4075 | 0.257803 | 16.05 | - | - |
Main Market and Main Board 5 (1990–2017) | 782 | 255 | 527 | 912.4386 | 0.279471 | 15.13 | 27.12 | - |
ACE Market 6 (2002–2017) | 161 | 18 | 143 | 170.8219 | 0.105372 | 11.70 | - | - |
Overall (All Markets) | 943 | 273 | 670 | 1117.8223 | 0.244224 | 16.20 | 28.15 | - |
Listing Market (L_mkt) | Events Observed | Events Expected |
---|---|---|
Second Board | 151.00 | 153.71 |
Main Board | 86.00 | 83.29 |
Total | 237.00 | 237.00 |
Listing Market (L_mkt) | No. of IPOs | Delisted IPOs (δ1) | Censored IPOs (δ0) | Time at Risk tj | Hazard Rate | Survival Time | ||
---|---|---|---|---|---|---|---|---|
25% | 50% | 75% | ||||||
ACE Market 1 | 161 | 18 | 143 | 170.7406 | 0.105423 | - | - | - |
Main Market 2 | 171 | 37 | 134 | 168.6655 | 0.219369 | 11.89 | - | - |
Overall | 332 | 55 | 277 | 339.4061 | 0.1620477 | - | - | - |
Listing Market (L_mkt) | Events Observed | Events Expected |
---|---|---|
ACE Market | 18.00 | 29.08 |
Main Market | 37.00 | 25.92 |
Total | 55.00 | 55.00 |
Variable | Model 1: Main Board (MB) | Model II: Second Board (SB) | Model III: Combined MB and SB | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | HR | P(PH) | Coeff. | p-Value | HR | P(PH) | Coeff. | p-Value | HR | P(PH) | |
S_pr | −0.4521 *** | 0.003 | 0.63627 | 0.1570 | −0.2903 *** | 0.002 | 0.74798 | 0.6868 | −0.2347 *** | 0.000 | 0.69472 | 0.1724 |
(−2.94) | (−3.12) | (−4.69) | ||||||||||
F_size | 0.71600 *** | 0.001 | 2.04623 | 0.1839 | 1.59514 *** | 0.000 | 4.92905 | 0.2952 | 0.92963 *** | 0.000 | 2.53357 | 0.2986 |
(3.23) | (5.10) | (5.62) | ||||||||||
L_cap | −1.29391 ** | 0.010 | 0.27419 | 0.2185 | −0.89374 ** | 0.016 | 0.40912 | 0.8811 | −1.0342 *** | 0.000 | 0.35549 | 0.3542 |
(−2.56) | (−2.42) | (−3.61) | ||||||||||
O_size | 0.47465 | 0.609 | 1.60745 | 0.3097 | −0.041816 | 0.603 | 0.65825 | 0.6642 | −0.16225 | 0.788 | 0.85022 | 0.5834 |
(0.51) | (−0.52) | (−0.27) | ||||||||||
R_fac | 0.09594 *** | 0.000 | 1.10069 | 0.4255 | 0.10807 *** | 0.000 | 1.11413 | 0.1342 | 0.08595 *** | 0.000 | 1.08974 | 0.1992 |
(3.74) | (5.50) | (3.67) | ||||||||||
F_lev | 0.39941 | 0.397 | 1.49093 | 0.9354 | 0.16479 | 0.744 | 1.17915 | 0.2273 | 0.41198 | 0.215 | 1.50980 | 0.4555 |
(0.85) | (0.33) | (1.24) | ||||||||||
F_age | −0.03093 ** | 0.034 | 0.96953 | 0.9894 | −0.0338 *** | 0.007 | 0.96672 | 0.5347 | −0.0301 *** | 0.001 | 0.97031 | 0.8728 |
(−2.11) | (−2.70) | (−3.29) | ||||||||||
EPS | −0.03081 | 0.855 | 0.96966 | 0.1908 | 0.58896 | 0.400 | 1.06066 | 0.2844 | 0.031062 | 0.615 | 1.03155 | 0.2014 |
(−0.18) | (0.84) | (0.50) | ||||||||||
L_mkt | - | - | - | - | - | - | - | - | −0.9937 *** | 0.000 | 0.37018 | 0.1610 |
- | - | - | - | - | - | - | - | (−5.32) | ||||
Obs. (IPOs) | 272 | 432 | 704 | |||||||||
Total Delisted | 86 | 151 | 237 | |||||||||
IPO Interval | 1990–2009 | 1990–2009 | 1990–2009 | |||||||||
Follow-up | 6 Years (2010–2015) | 6 Years (2010–2015) | 6 Years (2010–2015) | |||||||||
Log likelihood | −412.101 | −784.285 | −1371.044 | |||||||||
LR chi2 (8) | 49.93 | 93.72 | LR chi2 (9) = 117.68 | |||||||||
Prob > chi2 | 0.0000 | 0.0000 | 0.0000 |
Variable | Model IV: Main Market (MM) | Model V: Main Market Including SB | Model VI: ACE Market | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | HR | P(PH) | Coeff. | p-Value | HR | P(PH) | Coeff. | p-Value | HR | P(PH) | |
S_pr | −0.4401 *** | 0.001 | 0.64392 | 0.2059 | −0.2465 *** | 0.000 | 0.781462 | 0.2464 | 0.2070 * | 0.056 | 1.23003 | 0.8292 |
(−3.38) | (−3.64) | (1.91) | ||||||||||
F_size | 0.48613 ** | 0.018 | 1.62601 | 0.2011 | 0.27038 ** | 0.024 | 1.31046 | 0.1604 | 1.08747 | 0.222 | 2.96676 | 0.9287 |
(2.36) | (2.26) | (1.22) | ||||||||||
L_cap | −0.84342 * | 0.053 | 0.43023 | 0.1712 | −0.66977 ** | 0.013 | 0.51182 | 0.2223 | −0.8305 | 0.509 | 0.043602 | 0.9071 |
(−1.94) | (−2.47) | (−0.66) | ||||||||||
O_size | −0.14809 | 0.857 | 0.86234 | 0.8560 | −0.43415 | 0.436 | 0.64781 | 0.4064 | −3.9501 | 0.245 | 0.01925 | 0.2054 |
(−0.18) | (−0.78) | (−1.16) | ||||||||||
R_fac | 0.07404 *** | 0.001 | 1.07685 | 0.2895 | 0.08062 *** | 0.000 | 1.08396 | 0.1371 | 0.04562 | 0.443 | 1.04667 | 0.5017 |
(3.36) | (5.65) | (0.77) | ||||||||||
F_lev | 0.77476 * | 0.087 | 2.17008 | 0.6604 | 0.78492 ** | 0.014 | 2.19224 | 0.3952 | −0.2033 | 0.884 | 0.81599 | 0.2081 |
(1.71) | (2.45) | (−0.15) | ||||||||||
F_age | −0.02336 * | 0.058 | 0.97690 | 0.5609 | −0.0302 *** | 0.000 | 0.97020 | 0.6410 | 0.00611 | 0.917 | 1.00613 | 0.6633 |
(−1.90) | (−3.52) | (0.10) | ||||||||||
EPS | −0.03372 | 0.795 | 0.966838 | 0.2778 | 0.03032 | 0.575 | 1.03078 | 0.1738 | 0.44848 | 0.523 | 1.56593 | 0.5522 |
(−0.26) | (0.56) | (0.64) | ||||||||||
Obs. (IPOs) | 350 | 782 | 161 | |||||||||
Total Delisted | 104 | 255 | 18 | |||||||||
IPO Interval | 1990–2017 | 1990–2017 | 2002–2017 | |||||||||
Follow-up | 3 Years (2018–2020) | 3 Years (2018–2020) | 3 Years (2018–2020) | |||||||||
Log likelihood | −527.074 | −1505.252 | −81.653 | |||||||||
LR chi2 (8) | 42.79 | 88.30 | 11.33 | |||||||||
Prob > chi2 | 0.0000 | 0.0000 | 0.1836 |
Variable | Model I: Main Board (MB) | Model II: Second Board (SB) | Model III: Overall MB and SB | ||||||
---|---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | HR | Coeff. | p-Value | HR | Coeff. | p-Value | HR | |
S_pr | −0.46718 *** | 0.002 | 0.62676 | −0.28077 *** | 0.002 | 0.75519 | −0.36134 *** | 0.000 | 0.69673 |
(−3.03) | (−3.06) | (−4.70) | |||||||
F_size | 0.72968 *** | 0.001 | 2.07442 | 1.69018 *** | 0.000 | 5.42048 | 0.95046 *** | 0.000 | 2.58690 |
(3.32) | (5.52) | (5.74) | |||||||
L_cap | −1.32667 *** | 0.009 | 0.26535 | −0.95218 ** | 0.010 | 0.38589 | −1.22495 *** | 0.000 | 0.29377 |
(−2.63) | (−2.57) | (−4.22) | |||||||
O_size | 0.45871 | 0.620 | 1.58203 | −0.55709 | 0.486 | 0.57286 | −0.20311 | 0.736 | 0.81618 |
(0.50) | (−0.70) | (−0.34) | |||||||
R_fac | 0.09726 *** | 0.000 | 1.10214 | 0.10757 *** | 0.000 | 1.11356 | 0.09809 *** | 0.000 | 1.10306 |
(3.79) | (5.47) | (6.39) | |||||||
F_lev | 0.34886 | 0.457 | 1.41746 | 0.08898 | 0.860 | 1.09306 | 0.36154 | 0.274 | 1.43554 |
(0.74) | (0.18) | (1.09) | |||||||
F_age | −0.03289 ** | 0.024 | 0.96764 | −0.03740 *** | 0.003 | 0.96328 | −0.03703 *** | 0.000 | 0.96364 |
(−2.26) | (−2.99) | (−3.94) | |||||||
EPS | −0.02612 | 0.877 | 0.97421 | 0.06406 | 0.357 | 1.06616 | 0.04373 | 0.476 | 1.04470 |
(−0.15) | (0.92) | (0.71) | |||||||
L_mkt | −1.09828 *** | 0.000 | 0.33344 | ||||||
(−5.83) | |||||||||
_Cons | −13.6148 *** | 0.000 | 1.22 × 10−6 | −23.6359 *** | 0.000 | 5.43 × 10−11 | −16.04666 *** | 0.000 | 1.07 × 10−7 |
(−7.04) | (−8.81) | (−11.35) | |||||||
/ln_p | 0.77589 *** | 0.000 | - | 1.15824 *** | 0.000 | - | 0.99056 *** | 0.000 | - |
p | 2.17253 | - | - | 3.18434 | - | - | 2.69274 | - | - |
1/p | 0.46029 | - | - | 0.31403 | - | - | 0.37136 | - | - |
Obs. (IPOs) | 272 | 432 | 704 | ||||||
Total Delisted | 86 | 151 | 234 | ||||||
IPO Interval | 1990–2009 | 1990–2009 | 1990–2009 | ||||||
Follow-up | 6 Years (2010–2015) | 6 Years (2010–2015) | 6 Years (2010–2015) | ||||||
Log likelihood | −168.893 | −224.090 | −404.83729 | ||||||
LR chi2 (8) | 51.97 | 102.43 | 139.51 | ||||||
Prob > chi2 | 0.0000 | 0.0000 | 0.0000 |
Variable | Model IV: Main Market (MM) | Model V: Main Market (MM) Including Second Board (SB) | Model VI: ACE Market | ||||||
---|---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | HR | Coeff. | p-Value | HR | Coeff. | p-Value | HR | |
S_pr | −0.45706 *** | 0.001 | 0.63314 | −0.23559 *** | 0.000 | 0.79009 | 0.23023 ** | 0.037 | 1.25890 |
(−3.48) | (−3.51) | (2.08) | |||||||
F_size | 0.47001 ** | 0.021 | 1.60001 | 0.21605 * | 0.068 | 1.24116 | 1.14890 | 0.190 | 3.15475 |
(2.31) | (1.83) | (1.31) | |||||||
L_cap | −0.89913 ** | 0.038 | 0.40692 | −0.72069 *** | 0.008 | 0.48641 | −0.87942 | 0.480 | 0.41502 |
(−2.08) | (−2.66) | (−0.71) | |||||||
O_size | −0.07236 | 0.929 | 0.93018 | −0.49420 | 0.376 | 0.61005 | −3.54465 | 0.290 | 0.02887 |
(−0.09) | (−0.89) | (−1.06) | |||||||
R_fac | 0.07639 *** | 0.001 | 1.07938 | 0.08045 *** | 0.000 | 1.08378 | 0.04623 | 0.443 | 1.04732 |
(3.46) | (5.62) | (0.77) | |||||||
F_lev | 0.71214 | 0.116 | 2.03835 | 0.73366 ** | 0.021 | 2.08269 | −0.23095 | 0.868 | 0.79377 |
(1.57) | (2.31) | (−0.17) | |||||||
F_age | −0.02530 ** | 0.040 | 0.97501 | −0.03344 *** | 0.000 | 0.96710 | 0.01366 | 0.813 | 1.01375 |
(−2.06) | (−3.90) | (0.24) | |||||||
EPS | −0.02984 | 0.822 | 0.97059 | 0.03899 | 0.467 | 1.03977 | 0.52777 | 0.455 | 1.69515 |
(−0.23) | (0.73) | (0.75) | |||||||
_Cons | −10.54 *** | 0.000 | 0.000026 | −9.63597 *** | 0.000 | 0.000065 | −15.12096 ** | 0.028 | 2.71 × 10−7 |
(−6.13) | (−9.32) | (−2.20) | |||||||
/ln_p | 0.60666 *** | 0.000 | - | 0.78814*** | 0.000 | - | 0.25813 | 0.237 | - |
p | 1.834312 | - | - | 2.19931 | - | - | 1.29451 | - | - |
1/p | 0.54516 | - | - | 0.45468 | - | - | 0.77249 | - | - |
Obs. (IPOs) | 350 | 782 | 161 | ||||||
Total Delisted | 104 | 255 | 18 | ||||||
IPO Interval | 1990–2017 | 1990–2017 | 2002–2017 | ||||||
Follow-up | 3 Years (2018–2020) | 3 Years (2018–2020) | 3 Years (2018–2020) | ||||||
Log likelihood | −228.548 | −496.19335 | −64.24333 | ||||||
LR chi2 (8) | 45.07 | 86.45 | 12.13 | ||||||
Prob > chi2 | 0.0000 | 0.0000 | 0.1456 |
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Ahmad, I.; Ismail, I.; Shaharuddin, S.S. Predictive Role of Ex Ante Strategic Firm Characteristics for Sustainable Initial Public Offering (IPO) Survival. Sustainability 2021, 13, 8063. https://doi.org/10.3390/su13148063
Ahmad I, Ismail I, Shaharuddin SS. Predictive Role of Ex Ante Strategic Firm Characteristics for Sustainable Initial Public Offering (IPO) Survival. Sustainability. 2021; 13(14):8063. https://doi.org/10.3390/su13148063
Chicago/Turabian StyleAhmad, Iftikhar, Izlin Ismail, and Shahrin Saaid Shaharuddin. 2021. "Predictive Role of Ex Ante Strategic Firm Characteristics for Sustainable Initial Public Offering (IPO) Survival" Sustainability 13, no. 14: 8063. https://doi.org/10.3390/su13148063
APA StyleAhmad, I., Ismail, I., & Shaharuddin, S. S. (2021). Predictive Role of Ex Ante Strategic Firm Characteristics for Sustainable Initial Public Offering (IPO) Survival. Sustainability, 13(14), 8063. https://doi.org/10.3390/su13148063