Madison Ivy Twotter May 2026

You can combine a : qualitative content analysis grounded in Goffman + quantitative network & engagement analytics. 5. Methodology 5.1 Data Collection | Source | Tool | Scope | |--------|------|-------| | Twitter API v2 (Academic Research Track) | tweepy / snscrape | All public tweets from @MadisonIvy (or the verified handle) between 1 Jan 2020 – 31 Dec 2023 (≈ 4 years). | | Engagement Metrics | API fields: public_metrics (likes, retweets, replies, quote‑tweets) | Captured for each tweet. | | User Mentions / Retweets | API includes objects + users/lookup | To build a directed network of interactions. | | Policy Timeline | Public announcements, blog posts, and news articles on Twitter’s adult‑content policy changes (e.g., 2021 “NSFW labeling”, 2023 “adult content ban”). | Used for RQ4. | | Supplementary Interviews (optional) | Semi‑structured interview with a small sample of fans (n = 10‑15) and, if possible, a short interview with a social‑media manager from an adult‑content agency. | Provides depth for RQ5. |

The outline includes a working title, research questions, theoretical lenses, data‑collection and analysis methods, a brief literature review, a suggested structure, and a starter bibliography of scholarly sources you can cite. Feel free to adapt any section to the specific requirements of your course, journal, or conference. “From Porn Star to Social Media Influencer: A Mixed‑Methods Study of Madison Ivy’s Twitter Presence and Its Impact on Audience Engagement” madison ivy twotter