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| Data Source | Metric | Tool | |------------|--------|------| | YouTube Studio | Views, watch‑time, average view duration, subscriber growth, traffic sources | YouTube API (v3) | | Google Analytics | Geographic distribution, bounce rate, session duration | GA4 | | Video Metadata | Title length, keyword density, thumbnail type | Manual coding + Python (BeautifulSoup) | | Interviews | Perceived value, motivations for participation, suggestions | Zoom recordings, transcribed via Otter.ai |
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