GME stock forecast eyes macro catalysts such as Fed interest rate policy, given historical correlation with speculative growth stocks. GameStop (GME) closed the most recent trading day at $20.65, moving -1.99% from the previous trading session. This move was narrower than the S&P 500's daily loss of 3%. Elsewhere, the Dow saw a downswing of 2.6%, while the tech-heavy Nasdaq depreciated by 3.43%. These eight sets of tweets were then transformed into social network graphs for analysis. Each collection of tweets was parsed to isolate retweets, which are the foundation of the graphs to be built. A Twitter user may retweet a post from another user, therefore sharing it with their followers, as a method of amplifying the original poster’s content. Each collection of retweets was then used to assemble a graph of the full retweet network for discussion of a given company. In these graphs, users are modeled as nodes and retweets are modeled as directed edges, a procedure common to social media network literature 40 , 41 , 42 . Edges are oriented in the direction of information flow; if user i retweets content from user j , we place a directed edge from j to i . The final preprocessing step was dividing the full network graph into daily timesteps. The collection of retweets was filtered by unique date in the timestamp field, resulting in 70 unique subgraphs of each stock that represent each trading day in the dataset. Analysts note the GME stock forecast is tied closely to retail trading patterns, with daily RSI hovering near 55, signaling neutral momentum.