The '#hadoop4good' initiative by IBM invites developers and data enthusiasts to analyze civic issues using big data with the help of IBM Bluemix's analytics for Hadoop service. Various projects showcase data visualizations and analyses addressing issues like crime rates, food deserts, and public transportation in cities like New York, Boston, and Chicago. Participants created innovative solutions using curated datasets and hadoop technologies to provide insights and promote social good.