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| Source | Period | Units | Variables | |--------|--------|-------|-----------| | | Jan 2023 – Dec 2023 | 2 M videos, 180 k creators | Views, likes, comments, session tags, cross‑session links | | Interviews | Mar 2023 – Sep 2023 | 27 creators (10 Starsessions‑only, 9 Aleksandra 008‑only, 8 both) | Motivations, workflow, contract terms | | Revenue Audits | Q1 2023 – Q4 2023 | 54 contracts (18 per platform: YoungTube, StreamVerse, ClipNest) | CPM, flat‑fee, exclusivity window, visual‑asset licensing | j nn starsessions aleksandra 008 youngtube vi exclusive