The top 10 neighbors for Citizens for Ethics are a tight mix of politicians, journalists, government officials, academics, and activists — all drawn from the Celebrities and Influencers category, with no other Non-Profit organizations appearing in the set. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 1.0 means near-identical audience shape.

The scores span a narrow band from 0.96 to 0.98, consistent with the flat shape classification. Amy Siskind leads at 0.98, the only Activist in the group. Politicians make up the largest subcategory bloc — Adam Parkhomenko (0.97), Tom Steyer (0.97), Sally Yates (0.97), and Michael McFaul (0.96) — followed by three Journalists: Kasie Hunt (0.97), Caroline Orr Bueno (0.97), and Kelly O'Donnell (0.97). Seth Abramson (0.97) represents Academics, and Walter Shaub (0.97) Government Officials. The absence of any fellow Non-Profit in the top 10 means Citizens for Ethics' audience shape is defined almost entirely by individual political and media figures rather than organizational peers.

The flat, high-scoring cluster suggests an audience that moves uniformly across a specific political-media ecosystem, with no single neighbor pulling significantly ahead of the rest.