| Variable | β (Standardised) | p‑value | Effect on CTR / AVD | |----------|------------------|---------|----------------------| | | 0.42 | <0.001 | ↑ CTR (Δ + 6.3 pp) | | Title Length (words) | –0.18 | 0.032 | ↓ CTR (Δ – 2.1 pp) | | Number of Hashtags (≤ 3) | 0.27 | 0.004 | ↑ CTR (Δ + 3.8 pp) | | Fast‑Cut Editing | 0.35 | <0.001 | ↑ AVD (Δ + 12 s) | | Product Placement Frequency | 0.21 | 0.021 | ↑ AVD (Δ + 8 s) | | Call‑to‑Action (CTA) before 30 s) | 0.30 | 0.008 | ↑ CTR (Δ + 4.5 pp) | | Background Music BPM > 120 | 0.12 | 0.115 | NS |
Long-form videos that document a day-in-the-life or a specific project, focusing on narrative flow. nickiibaby videos
| Theme | Illustrative Quote | |-------|-------------------| | | “Even though she edits fast, you still feel like you’re hanging out with her on a coffee break.” | | Aspirational Lifestyle | “I watch her hauls because I want to see how to style pieces I can actually afford.” | | Digital Sisterhood | “The comment section feels like a group chat; we share memes, advice, and sometimes even meet up offline.” | | Participatory Agency | “When she asks for video ideas, I feel part of the creative process.” | | Emotional Support | “Her mental‑health talks are raw; they’ve helped me feel less alone.” | | Variable | β (Standardised) | p‑value |