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result is consistent with the research of Law, S. H. et al. (2020), Pham, T.C (2025). In the
                  short term, the interaction between FDI and GDP is inverse because from investment to
                  the production of goods and services, there are always certain delays. Meanwhile,
                  innovation is not statistically significant due to delays in the research, application and
                  commercialization of creative results. Overall, these results show that in the short term,
                  Vietnam's EG is mainly influenced by traditional factors such as labor, while the role of FDI
                  and innovation needs time to become more pronounced.
                        4.5. Diagnostic testing
                        - Testing the stability of model:
                        The results of testing the stability of the model show that the values are all in a
                  circle. This shows that the short-term impact analysis model is stable and reliable.

































                                      Figure 2. Inverse Roots of AR Characteristic Polynomial
                                                                    Source: Research results from Eview 10
                        - Autocorrelatons testing
                                                   Table 8. Portmanteau Tests




                     Lags        Q-Stat           Prob.*      Adj Q-Stat       Prob.*      df



                     1           8.723958         ---         9.087457         ---         ---
                     2           19.43673         ---         20.73177         ---         ---
                     3           32.35905         0.2601      35.41623          0.1581     28




                                                            Source: Results extracted from Eviews software
                           The Portmanteau Tests results had no autocorrelation in the model with a
                  statistically significant level of 1%.
                        - Residual Tests:


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