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Journal : EDUMATIC: Jurnal Pendidikan Informatika

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Analisis Sentimen berbasis Deep Learning Terhadap Kesetaraan Gender di Bidang STEM: Perspektif dan Implikasinya Mariam, Siti; Nurhaida, Ida
Jurnal Pendidikan Informatika (EDUMATIC) Vol 9 No 1 (2025): Edumatic: Jurnal Pendidikan Informatika
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/edumatic.v9i1.29071

Abstract

Women's participation in Science, Technology, Engineering, and Mathematics (STEM) is still low due to discrimination, gender stereotypes, and lack of access to equal career opportunities. This research analyzes public sentiment about gender equality in STEM fields using the Knowledge Discovery in Database (KDD) approach with the Long Short-Term Memory (LSTM) algorithm. The data consists of 1,200 tweets (2018-2024) collected through web crawling and processed using KDD techniques such as preprocessing, transformation, data mining and evaluation. The resulting LSTM model showed 86.25% accuracy, 88.18% precision, 82.20% recall, and 85.00% F1-score. Sentiment analysis showed support and appreciation for women in STEM (positive sentiment) and criticism of gender discrimination and stereotypes (negative sentiment). This study faced challenges in the form of data imbalance and the model's difficulty in understanding the Indonesian context. Our findings confirm the importance of policies that support gender equality and inclusive work environments. This research is expected to improve people's perception of gender equality and increase the representation of women in STEM fields, especially in Indonesia.
Co-Authors - Khaeruman Abdul Haeba Ramli Aditya Halim Perdana Kusuma Putra Putra Adrifa, Zacky Putra Agung Aji Perdana Agung Edi Rustanto Ahdi Riyono Ahmad Suriansyah Ahmad Zainal Ajat Sudrajat Al Kausar, Al Kausar Almansuri, Anton Amalia Sapriati Amrullah Amrullah Ardhana, Nugroho Aji Arif, Zaenal Arifah, Muhammad Syahroni Arifin, Antoni Ludfi Arsyi Rizqia Amalia Aulia, Nur Nabila Azhar Nampira, Ardi Bagiastra, I Ketut bt Rushdi, Hashlina Budi, Erwanto Budi, Erwanto Catur Kepirianto Cholifihani, Muhamad Cholifihani, Muhammad Christover, Jean Damayanti, Si Luh Putu Dedi Junaedi, Dedi Defran, Hanif Muhammad Dewi Purnamasari Dewi, Maya Puspita Dihin Septyanto Din Azwar Uswatun Djati, Sunding Pantja Djoko Sutrisno Ekawati, Rosa Eni Rosnija Eric Hermawan Ernawati Ernawati Eros Rosmiati Evi Novita Fadillah, Nida Sri Nur Fahrosa, Salsa Meisita Fika Aryani Hamidah, Asti Hendriadi, Hendriadi Herlina Herlina Hidayat, Yusup Rachmat I Ketut Suma I Wayan Suastra Ida Bagus Putu Arnyana Ida Nurhaida Imelda Fajriati Indrajaya, Titus Irsan Tricahyadinata IRWANSYAH Irwansyah Irwansyah Ismaya, Sakti Brata Judijanto, Loso Juliana Juliana Kadafi, M. Amin Kalim, Muchamad Nur Kanaya, Aida Suni Khaeruman Khoidar Amirus Khoirunisa, Nurul Kusnadi Laela Fitriani, Baiq Lutfiyah, Zalfa Waspa Ma'mun, Nadiah Macdhy, Reshanty Dea Nur Mahadewi, Erlina Puspitaloka Majid Wajdi Maksum Radji Maratis, Jerry Megawaty Meidiyanty, Elvira Muhammad Nafi Annury, Muhammad Nafi Naldo, Jufri Naldo Nefianto, Tirton Nurishlah, Laesti Nurpadilah, Maila Oktavia, Kiki Nur Omar, Rina Haji Panji Kresna, Egi Petrus Jhon Alfred Depa Dede Pindiharti, Dewi Prakoso, Hauzan Afif Prasetyo, Wisnu Budi Pratama, Mario Putra Purnomo, Subekhi Hadi Purnomo, Suseno Hadi Rahayu Apriliaswati Rahayu, Astrid Ramdan Samadi, Mochammad Riyanti Riyanti Rohani, Laila Rois, Ajun Rojuaniah Rojuaniah Ropi Marlina Rozamuri, Arif Murti Saadillah, Ramdhani Saputra, Radiansyah Harry Sari, Fitri Eka Sari, Hani Mayang Sayyidatul Fadlilah Septiningrum, Kartika Ayu Setyaningrum, Angela Selvia Shunhaji, Akhmad Silvester Masias Siso Sina, Muhammad Ibnu Sinaga, Samuel J. Siti Nurhidayati Siti Tarwiyah Sujatmiko, Anang Suriyadi, Suriyadi Suroyo Suroyo Surryanto Djoko Waluyo Suryani, Devina Ratna Susanto Susanto Sutawidjaya, Ahmad Hidayat Sutawijaya, Ahmad Hidayat Syahla, Tamara Syech Idrus Tablante, Dennish Tablante, Dennish H. Thamanda, Dhea Rusli Toaha, Muhammad Vikaliana, Resista Wicaksana, Harits Hijrah Widiyanti, Indri Ayu WIJAYA WIJAYA, WIJAYA Yogi Prihandoko Yohana, Erni Yolanna, Yolla Yusuf, Marwah