Increasing farmers' income is crucial for rural development. By using the grey correlation model, researchers found that factors like agricultural science and technology, land productivity, and natural disasters impact farmers' income in the Yangtze River region. The application of modern farming techniques has the biggest influence on income growth, while droughts and floods pose a threat. Understanding these relationships can help farmers and the government make better decisions to boost income and prepare for disasters.