ADF test results on indices series at level and at first difference during different study periods
| 2019 | 2020 | 2021 | 2022 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| INDEX | ADJ.T-stat | Prob | ADJ.T-stat | Prob | ADJ.T-stat | Prob | ADJ.T-stat | Prob | |
| HIS | Intercept | −0.644083 (−3.533204) | 0.8528 | −2.854351 (−3.534868) | 0.0564 | −3.470840 (−3.533204) | 0.0119 | −2.216238 (−3.533204) | 0.2026 |
| Trend&int | −2.060580 (−4.103198) | 0.5576 | −3.774681 (−4.105534) | 0.0243 | −3.453278 (−4.103198) | 0.0531 | −2.203810 (−4.103198) | 0.4795 | |
| None | −0.463026 (−2.600471) | 0.5110 | −0.129201 (−2.601024) | 0.6354 | −0.328641 (−2.600471) | 0.5632 | 0.235821 (−2.600471) | 0.7516 | |
| HSI(−1) | Intercept | −8.297847 (−3.534868) | 0.0000 | −9.360463 (−2.601596) | 0.0000 | −9.043984 (−3.534868) | 0.0000 | −7.552685 (−2.601024) | 0.0000 |
| JKSE | Intercept | −1.074377 (−3.533204) | 0.7211 | −2.469076 (−3.534868) | 0.1277 | −1.810807 (−3.533204) | 0.3723 | −2.216238 (−3.533204) | 0.2026 |
| Trend&int | −1.468527 (−4.103198) | 0.8305 | −3.864645 (−4.105534) | 0.0192 | −1.146233 (−4.103198) | 0.9127 | −2.203810 (−4.103198) | 0.4795 | |
| None | −0.222941 (−2.600471) | 0.6022 | −0.380773 (−2.601024) | 0.5433 | −0.431682 (−2.600471) | 0.5235 | 0.235821 (−2.600471) | 0.7516 | |
| JKSE(−1) | Intercept | −7.606810 (−3.534868) | 0.0000 | −7.341768 (−3.536587) | 0.0000 | −7.659869 (−3.534868) | 0.0000 | −7.530553 (−3.534868) | 0.0000 |
| KLSE | Intercept | −1.504691 (−3.533204) | 0.5251 | −0.129933 (−3.534868) | 0.9412 | −2.907432 (−3.533204) | 0.0499 | 0.115504 (−3.533204) | 0.9646 |
| Trend&int | −0.889055 (−4.103198) | 0.9508 | −3.999718 (0.0134) | −4.105534 | −3.638335 (−4.103198) | 0.0341 | −1.930144 (−4.103198) | 0.6276 | |
| None | −0.168419 (−2.600471) | 0.6217 | 0.696055 (0.8634) | −2.601024 | −0.668756 (0.4237) | −2.600471 | −0.986281 (−2.600471) | 0.2872 | |
| KLSE(−1) | Intercept | −7.296374 (−3.534868) | 0.0000 | −7.355665 (−3.536587) | 0.0000 | −9.303128 (−3.534868) | 0.0000 | −7.626445 (−3.534868) | 0.0000 |
| KS11 | Intercept | −0.948290 (−3.533204) | 0.7666 | −0.231069 (−3.536587) | 0.9284 | −1.650700 (−3.533204) | 0.4513 | −1.712405 (−3.533204) | 0.4204 |
| Trend&int | −1.763686 (−4.103198) | 0.7110 | −4.401505 (−4.105534) | 0.0043 | −2.424214 (−4.103198) | 0.3641 | −2.848359 (−4.103198) | 0.1859 | |
| None | −0.223105 (−2.600471) | 0.6022 | 0.991703 (−2.601596) | 0.9135 | 1.241136 (−2.600471) | 0.9440 | −0.364227 (−2.600471) | 0.5497 | |
| KS11(−1) | Intercept | −7.942764 (−3.534868) | 0.0000 | −8.411559 (−3.536587) | 0.0000 | −7.984433 (−3.534868) | 0.0000 | −8.792336 (−3.534868) | 0.0000 |
| NSEI | Intercept | −2.152063 (−3.533204) | 0.2256 | −2.414748 (−3.534868) | 0.1417 | −0.843630 (−3.533204) | 0.7997 | −1.140720 (−3.533204) | 0.6948 |
| Trend&int | −2.287822 (−4.103198) | 0.4344 | −4.560436 (−4.105534) | 0.0026 | −2.614580 (−4.103198) | 0.2755 | −2.659086 (−4.103198) | 0.2567 | |
| None | 0.909753 (−2.600471) | 0.9013 | −0.289042 (−2.601024) | 0.5780 | 0.436973 (−2.600471) | 0.8056 | −0.309586 (−2.600471) | 0.5704 | |
| NSEI(−1) | Intercept | −8.396988 (−3.534868) | 0.0000 | −10.20027 (−3.536587) | 0.0000 | −8.343396 (−3.534868) | 0.0000 | −8.658993 (−3.534868) | 0.0000 |
| N225 | Intercept | −1.510372 (−3.533204) | 0.5223 | −0.500135 (−3.534868) | 0.8839 | −2.339379 (−3.533204) | 0.1630 | −2.702776 (−3.533204) | 0.0789 |
| Trend&int. | −1.971324 (−4.103198) | 0.6058 | −3.934290 (−4.105534) | 0.0160 | −2.962413 (−4.103198) | 0.1506 | −2.600006 (−4.103198) | 0.2818 | |
| None | 0.018021 (−2.600471) | 0.6850 | 0.793476 (−2.601024) | 0.8818 | −0.143790 (−2.600471) | 0.6303 | 0.945946 (−2.600471) | 0.9069 | |
| N225(−1) | Intercept | −8.462388 (−3.534868) | 0.0000 | −6.916408 (−3.536587) | 0.0000 | −8.588700 (−3.534868) | 0.0000 | −7.540752 (−3.534868) | 0.0000 |
| SSE | Intercept | −0.860798 (−3.533204) | 0.7946 | −2.074518 (−3.534868) | 0.2555 | −2.074518 (−3.534868) | 0.2555 | −0.985391 (−3.533204) | 0.7538 |
| Trend&int. | −2.010398 (−4.103198) | 0.5848 | −4.984643 (−4.105534) | 0.0007 | −4.984643 (−4.105534) | 0.0007 | −2.439798 (−4.103198) | 0.3564 | |
| None | −0.547100 (−2.600471) | 0.4764 | −0.148014 (−2.601024) | 0.6288 | −0.148014 (−2.601024) | 0.6288 | 0.827026 (−2.600471) | 0.8877 | |
| SSE(−1) | Intercept | −7.907216 (−3.534868) | 0.0000 | −8.375578 (−3.536587) | 0.0000 | −8.375578 (−3.536587) | 0.0000 | −8.283526 (−3.534868) | 0.0000 |
| TWII | Intercept | −1.766925 (−3.533204) | 0.3935 | −0.453896 (−3.534868) | 0.8928 | −1.771984 (−3.533204) | 0.3910 | −1.346188 (−3.533204) | 0.6031 |
| Trend&int. | −2.018956 (−4.103198) | 0.5802 | −5.295913 (−4.105534) | 0.0002 | −1.815030 (−4.103198) | 0.6863 | −1.982056 (−4.103198) | 0.6001 | |
| None | 0.501685 (−2.600471) | 0.8212 | 0.501911 (−2.601024) | 0.8213 | 0.508199 (−2.600471) | 0.8228 | −0.578353 (−2.600471) | 0.4631 | |
| TWII(−1) | Intercept | −8.217885 (−3.534868) | 0.0000 | −8.005851 (−3.536587) | 0.0000 | −6.881751 (−3.534868) | 0.0000 | −7.911792 (−3.534868) | 0.0000 |
| TA-125 | Intercept | −2.177563 (−3.533204) | 0.2163 | −1.142994 (−3.534868) | 0.6937 | −1.419974 (−3.533204) | 0.5674 | −0.954171 (−3.533204) | 0.7646 |
| Trend&int. | −2.112203 (−4.103198) | 0.5294 | −3.516696 (−4.105534) | 0.0459 | −3.155429 (−4.103198) | 0.1025 | −2.824773 (−4.103198) | 0.1939 | |
| None | 0.389400 (−2.600471) | 0.7935 | 0.579056 (−2.601024) | 0.8389 | 1.088865 (−2.600471) | 0.9267 | −0.390667 (−2.601596) | 0.5394 | |
| TA125(−1) | Intercept | −9.405041 (−3.534868) | 0.0000 | −10.79842 (−3.536587) | 0.0000 | −9.610197 (−3.534868) | 0.0000 | −6.737578 (−3.536587) | 0.0000 |
| KQ11 | Intercept | −1.294092 (−3.533204) | 0.6276 | −0.127231 (−3.534868) | 0.9415 | −2.668323 (−3.533204) | 0.0850 | −1.243372 (−3.534868) | 0.6506 |
| Trend&int. | −1.808119 (−4.103198) | 0.6897 | −4.232100 (−4.105534) | 0.0070 | −2.280065 (−4.103198) | 0.4385 | −2.574944 (−4.103198) | 0.2928 | |
| None | −0.204196 (−2.600471) | 0.6090 | 1.205788 (−2.601024) | 0.9403 | 1.143881 (−2.600471) | 0.9333 | −0.108537 (−2.601024) | 0.6426 | |
| KQ11(−1) | Intercept | −8.340193 (−3.534868) | 0.0000 | −7.857403 (−3.536587) | 0.0000 | −7.127790 (−3.534868) | 0.0000 | −9.589249 (−3.534868) | 0.0000 |
| 2019 | 2020 | 2021 | 2022 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| INDEX | ADJ. | Prob | ADJ. | Prob | ADJ. | Prob | ADJ. | Prob | |
| HIS | Intercept | −0.644083 (−3.533204) | 0.8528 | −2.854351 (−3.534868) | 0.0564 | −3.470840 (−3.533204) | 0.0119 | −2.216238 (−3.533204) | 0.2026 |
| Trend&int | −2.060580 (−4.103198) | 0.5576 | −3.774681 (−4.105534) | 0.0243 | −3.453278 (−4.103198) | 0.0531 | −2.203810 (−4.103198) | 0.4795 | |
| None | −0.463026 (−2.600471) | 0.5110 | −0.129201 (−2.601024) | 0.6354 | −0.328641 (−2.600471) | 0.5632 | 0.235821 (−2.600471) | 0.7516 | |
| HSI(−1) | Intercept | −8.297847 (−3.534868) | 0.0000 | −9.360463 (−2.601596) | 0.0000 | −9.043984 (−3.534868) | 0.0000 | −7.552685 (−2.601024) | 0.0000 |
| JKSE | Intercept | −1.074377 (−3.533204) | 0.7211 | −2.469076 (−3.534868) | 0.1277 | −1.810807 (−3.533204) | 0.3723 | −2.216238 (−3.533204) | 0.2026 |
| Trend&int | −1.468527 (−4.103198) | 0.8305 | −3.864645 (−4.105534) | 0.0192 | −1.146233 (−4.103198) | 0.9127 | −2.203810 (−4.103198) | 0.4795 | |
| None | −0.222941 (−2.600471) | 0.6022 | −0.380773 (−2.601024) | 0.5433 | −0.431682 (−2.600471) | 0.5235 | 0.235821 (−2.600471) | 0.7516 | |
| JKSE(−1) | Intercept | −7.606810 (−3.534868) | 0.0000 | −7.341768 (−3.536587) | 0.0000 | −7.659869 (−3.534868) | 0.0000 | −7.530553 (−3.534868) | 0.0000 |
| KLSE | Intercept | −1.504691 (−3.533204) | 0.5251 | −0.129933 (−3.534868) | 0.9412 | −2.907432 (−3.533204) | 0.0499 | 0.115504 (−3.533204) | 0.9646 |
| Trend&int | −0.889055 (−4.103198) | 0.9508 | −3.999718 (0.0134) | −4.105534 | −3.638335 (−4.103198) | 0.0341 | −1.930144 (−4.103198) | 0.6276 | |
| None | −0.168419 (−2.600471) | 0.6217 | 0.696055 (0.8634) | −2.601024 | −0.668756 (0.4237) | −2.600471 | −0.986281 (−2.600471) | 0.2872 | |
| KLSE(−1) | Intercept | −7.296374 (−3.534868) | 0.0000 | −7.355665 (−3.536587) | 0.0000 | −9.303128 (−3.534868) | 0.0000 | −7.626445 (−3.534868) | 0.0000 |
| KS11 | Intercept | −0.948290 (−3.533204) | 0.7666 | −0.231069 (−3.536587) | 0.9284 | −1.650700 (−3.533204) | 0.4513 | −1.712405 (−3.533204) | 0.4204 |
| Trend&int | −1.763686 (−4.103198) | 0.7110 | −4.401505 (−4.105534) | 0.0043 | −2.424214 (−4.103198) | 0.3641 | −2.848359 (−4.103198) | 0.1859 | |
| None | −0.223105 (−2.600471) | 0.6022 | 0.991703 (−2.601596) | 0.9135 | 1.241136 (−2.600471) | 0.9440 | −0.364227 (−2.600471) | 0.5497 | |
| KS11(−1) | Intercept | −7.942764 (−3.534868) | 0.0000 | −8.411559 (−3.536587) | 0.0000 | −7.984433 (−3.534868) | 0.0000 | −8.792336 (−3.534868) | 0.0000 |
| NSEI | Intercept | −2.152063 (−3.533204) | 0.2256 | −2.414748 (−3.534868) | 0.1417 | −0.843630 (−3.533204) | 0.7997 | −1.140720 (−3.533204) | 0.6948 |
| Trend&int | −2.287822 (−4.103198) | 0.4344 | −4.560436 (−4.105534) | 0.0026 | −2.614580 (−4.103198) | 0.2755 | −2.659086 (−4.103198) | 0.2567 | |
| None | 0.909753 (−2.600471) | 0.9013 | −0.289042 (−2.601024) | 0.5780 | 0.436973 (−2.600471) | 0.8056 | −0.309586 (−2.600471) | 0.5704 | |
| NSEI(−1) | Intercept | −8.396988 (−3.534868) | 0.0000 | −10.20027 (−3.536587) | 0.0000 | −8.343396 (−3.534868) | 0.0000 | −8.658993 (−3.534868) | 0.0000 |
| N225 | Intercept | −1.510372 (−3.533204) | 0.5223 | −0.500135 (−3.534868) | 0.8839 | −2.339379 (−3.533204) | 0.1630 | −2.702776 (−3.533204) | 0.0789 |
| Trend&int. | −1.971324 (−4.103198) | 0.6058 | −3.934290 (−4.105534) | 0.0160 | −2.962413 (−4.103198) | 0.1506 | −2.600006 (−4.103198) | 0.2818 | |
| None | 0.018021 (−2.600471) | 0.6850 | 0.793476 (−2.601024) | 0.8818 | −0.143790 (−2.600471) | 0.6303 | 0.945946 (−2.600471) | 0.9069 | |
| N225(−1) | Intercept | −8.462388 (−3.534868) | 0.0000 | −6.916408 (−3.536587) | 0.0000 | −8.588700 (−3.534868) | 0.0000 | −7.540752 (−3.534868) | 0.0000 |
| SSE | Intercept | −0.860798 (−3.533204) | 0.7946 | −2.074518 (−3.534868) | 0.2555 | −2.074518 (−3.534868) | 0.2555 | −0.985391 (−3.533204) | 0.7538 |
| Trend&int. | −2.010398 (−4.103198) | 0.5848 | −4.984643 (−4.105534) | 0.0007 | −4.984643 (−4.105534) | 0.0007 | −2.439798 (−4.103198) | 0.3564 | |
| None | −0.547100 (−2.600471) | 0.4764 | −0.148014 (−2.601024) | 0.6288 | −0.148014 (−2.601024) | 0.6288 | 0.827026 (−2.600471) | 0.8877 | |
| SSE(−1) | Intercept | −7.907216 (−3.534868) | 0.0000 | −8.375578 (−3.536587) | 0.0000 | −8.375578 (−3.536587) | 0.0000 | −8.283526 (−3.534868) | 0.0000 |
| TWII | Intercept | −1.766925 (−3.533204) | 0.3935 | −0.453896 (−3.534868) | 0.8928 | −1.771984 (−3.533204) | 0.3910 | −1.346188 (−3.533204) | 0.6031 |
| Trend&int. | −2.018956 (−4.103198) | 0.5802 | −5.295913 (−4.105534) | 0.0002 | −1.815030 (−4.103198) | 0.6863 | −1.982056 (−4.103198) | 0.6001 | |
| None | 0.501685 (−2.600471) | 0.8212 | 0.501911 (−2.601024) | 0.8213 | 0.508199 (−2.600471) | 0.8228 | −0.578353 (−2.600471) | 0.4631 | |
| TWII(−1) | Intercept | −8.217885 (−3.534868) | 0.0000 | −8.005851 (−3.536587) | 0.0000 | −6.881751 (−3.534868) | 0.0000 | −7.911792 (−3.534868) | 0.0000 |
| TA-125 | Intercept | −2.177563 (−3.533204) | 0.2163 | −1.142994 (−3.534868) | 0.6937 | −1.419974 (−3.533204) | 0.5674 | −0.954171 (−3.533204) | 0.7646 |
| Trend&int. | −2.112203 (−4.103198) | 0.5294 | −3.516696 (−4.105534) | 0.0459 | −3.155429 (−4.103198) | 0.1025 | −2.824773 (−4.103198) | 0.1939 | |
| None | 0.389400 (−2.600471) | 0.7935 | 0.579056 (−2.601024) | 0.8389 | 1.088865 (−2.600471) | 0.9267 | −0.390667 (−2.601596) | 0.5394 | |
| TA125(−1) | Intercept | −9.405041 (−3.534868) | 0.0000 | −10.79842 (−3.536587) | 0.0000 | −9.610197 (−3.534868) | 0.0000 | −6.737578 (−3.536587) | 0.0000 |
| KQ11 | Intercept | −1.294092 (−3.533204) | 0.6276 | −0.127231 (−3.534868) | 0.9415 | −2.668323 (−3.533204) | 0.0850 | −1.243372 (−3.534868) | 0.6506 |
| Trend&int. | −1.808119 (−4.103198) | 0.6897 | −4.232100 (−4.105534) | 0.0070 | −2.280065 (−4.103198) | 0.4385 | −2.574944 (−4.103198) | 0.2928 | |
| None | −0.204196 (−2.600471) | 0.6090 | 1.205788 (−2.601024) | 0.9403 | 1.143881 (−2.600471) | 0.9333 | −0.108537 (−2.601024) | 0.6426 | |
| KQ11(−1) | Intercept | −8.340193 (−3.534868) | 0.0000 | −7.857403 (−3.536587) | 0.0000 | −7.127790 (−3.534868) | 0.0000 | −9.589249 (−3.534868) | 0.0000 |
Note(s): Terms in parentheses denote critical value for rejection of the hypothesis of ADF Test at 1% level
Source(s): Author’s Calculations