Assam has seen a sharp rise in female labour force participation since 2021–22, now above the national average (50% vs 42% in PLFS 2023–24). However, the 2022–23 gender gap appears distorted due to an NSSO weighting error in a few villages, which led to underreporting of female participation at district, state, and national levels. In parallel, pro-women initiatives such as Sarothi (interest-subsidised loans) and PMKVY 2.0 (industry-relevant skilling) are believed to have supported this improvement. Future analysis will use corrected PLFS data to better track trends and understand the drivers of rising female employment in Assam.