In the short run, "MA stock price forecast" swings could be influenced by macroeconomic data releases, especially inflation trends and consumer confidence metrics. First, momentum from its June quarter earnings report at the end of August seemed to carry over to the beginning of September as Alibaba received several price target hikes and bullish analyst notes, observing that Taobao grew daily active users by 20%. From the experimental results presented in Tables 5 , 6 , it is clear that our M-A-B model outperforms other methods across all four datasets. For every evaluation metric (MSE, RMSE, and R 2 ), the M-A-B model exhibits a marked improvement. Notably, it attains the highest R 2 values on all datasets, underscoring its advantages in predictive accuracy and robustness. Furthermore, we conducted Wilcoxon Signed-Rank tests on MSE and RMSE across all models, with results indicating that p < 0.05 in all cases. These findings suggest that our proposed model captures the underlying patterns in the data more effectively. Furthermore, the incorporation of the Attention mechanism strengthens the model's ability to handle time series data, particularly by addressing long-term dependencies and highlighting critical features, thereby fully leveraging its capabilities. Chart-based analysis supports a bullish "MA stock price forecast" with potential for a breakout above $470 if current buying pressure sustains over the next trading sessions.