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Title: Exploring the World of Marathi Mulinchi Zavazavi Videos

4.3. Analytical Procedures

1. Quantitative Content Analysis – Frequencies and cross‑tabulations of coded variables.
2. Qualitative CDA – Close reading of a purposive subsample (n = 30) representing high‑visibility videos (≥1 million views) and low‑visibility counter‑narratives (≤10 000 views).
3. Network Analysis – Mapping recommendation pathways to assess algorithmic reinforcement of particular tropes.

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1. Introduction

1.1. Background

• Marathi is spoken by over 85 million people, primarily in the Indian state of Maharashtra.
• Historically, Marathi cinema (Marathi “Chitrapat”) has played a pivotal role in shaping gender discourses.
• The advent of free video‑sharing platforms has democratized content creation, allowing non‑institutional voices to emerge alongside mainstream productions.