According to @StockMKTNewz, a larger X account reposted their content and achieved roughly 1000x more engagement than the original post, underscoring a pronounced reach disparity that can affect signal quality in trading workflows. Source: @StockMKTNewz on X, Nov 12, 2025, https://twitter.com/StockMKTNewz/status/1988410947808227470 For traders using X-based sentiment and engagement metrics, this example shows raw engagement counts may be materially skewed by account size and uncredited reposts, potentially overweighting narratives from large handles in screening models. Source: @StockMKTNewz on X, Nov 12, 2025, https://twitter.com/StockMKTNewz/status/1988410947808227470 Actionable takeaway: normalize engagement by follower scale, prioritize original authorship over reposts, and flag sudden engagement spikes tied to larger accounts to avoid amplified-content bias in trading signals. Source: @StockMKTNewz on X, Nov 12, 2025, https://twitter.com/StockMKTNewz/status/1988410947808227470