A compelling LinkedIn background for data science professionals should showcase your expertise, projects, and skills. Use visuals, like infographics or project snapshots, to grab attention. Highlight key achievements, your passion for data analytics, and any relevant certifications. This visual storytelling can make you stand out in the competitive data field.