Resilience Messaging: The Effect of Governors’ Social Media Communications on Community Compliance During a Public Health Crisis
研究美国州长的社交媒体帖子，发现嵌入韧性信息能提升社区对政府建议的遵从度12%，并帮助领导者赢得声誉，还开发了基于大语言模型的内容分析工具。
Research Spotlight: Breaking new ground in crisis management, our study unveils the game-changing power of social media for community leaders. Scrutinizing social media posts from U.S. governors and supported by controlled experiments, we’ve delivered tangible tips for supercharging their messages, increasing effectiveness by 12%. Wondering how we gauge effectiveness? It’s all about the community heeding government advice. Picture a governor issuing a hurricane warning on Twitter, urging locals to take cover or flee. Our study reveals a secret weapon for boosting compliance: embedding resilience in social media messages. This approach enables leaders to convince residents taking shelter or evacuating, a potentially lifesaving tactic in our era of escalating natural disasters. The benefits don’t stop at safety. Leaders wielding resilience messages can also win hearts, earning themselves a reputation as charismatic inspirations in their community. Saving lives and gaining popularity at the same time! Harnessing cutting-edge Large Language Models (i.e. ChatGPT and its AI siblings), we developed a tool for leaders to analyze content and craft effective social media posts for crisis management before going live. Give it a whirl at https://huggingface.co/spaces/paragon-analytics/ResText .