Professional Impact: There are concerns that being featured in such videos could jeopardize the driver’s standing with ride-hailing apps like Gojek or Grab.
| Step | Description | |------|-------------| | | - Social listening via Brandwatch, Meltwater, and Talkwalker (keyword: “Liadani”, “Ojol Lagi”, “Indo18”). - API extraction of TikTok, Instagram, YouTube analytics (views, likes, shares). - News scraping (Google News, local portals). | | 5.2 Data Cleaning | - De‑duplication of cross‑posted content. - Removal of bots/spam accounts (using Botometer score > 0.8). | | 5.3 Sentiment & Topic Modelling | - Natural‑Language Processing (NLP) using VADER for sentiment classification. - LDA (Latent Dirichlet Allocation) to surface dominant discussion topics. | | 5.4 Influence Mapping | - Identification of top 20 influencers (≥ 100 k followers) who amplified the prank. | | 5.5 Legal Review | - Cross‑check of copyright status of background music (via ASCAP/PRS databases). - Review of relevant Indonesian transport regulations (e.g., Peraturan Menteri Perhubungan No. 5/2024 ). | | 5.6 Validation | - Cross‑verification with internal analytics from the Indo18 app (spike in app downloads). | viral liadani prank ojol lagi indo18 exclusive
and YouTube. The search for "exclusive" or "full" versions often leads users to niche websites, though these are frequently magnets for phishing scams or clickbait. Safety and Ethics Tip Professional Impact: There are concerns that being featured
: Pranks targeting "ojol" drivers are often criticized in Indonesia for exploiting hard-working individuals for social media clout, even if the "prank" is staged. Warning Searching for or clicking links associated with "exclusive" - News scraping (Google News, local portals)
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