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Consumer complaints forecast short-term stock drops at U.S. financial firms: rising complaint volumes and more negative narrative sentiment are linked to near-term abnormal return declines, and topic-level complaint trends add predictive power for investors and risk managers.
medium correlational openalex
More than words: valuation of words for stock price by using the combination of natural language processing, time-series panel and gradient boosting · Wookjae Heo, Yeonseo Jo, Keewon Moon · Mar 04, 2026
China’s cultural-zone program created jobs by spawning platform-mediated gigs, not new firms; however, fiscal spending only translated into employment where digital infrastructure was sufficiently developed, otherwise it failed or backfired.
medium quasi_experimental openalex
Redefining Policy Effectiveness in the Digital Era: From Corporate Scaling to Inclusive Employment Growth—Evidence from China’s National Cultural Demonstration Zones · Yuanming Wang, Mu Li, Y. Chen, Yuting Xue · Mar 03, 2026
Human-authored procedural 'Skills' lift LLM agent success by 16.2 percentage points on average—gains vary sharply by domain and sometimes harm performance—while model-generated Skills add no net value; narrowly targeted Skills let smaller models match larger ones, suggesting firms can substitute curated knowledge for compute.
medium quasi_experimental manual
SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks · Xiangyi Li, Wenbo Chen, Yimin Liu, Shenghan Zheng, Xiaokun Chen, Yifeng He, Yubo... · Feb 13, 2026