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Rochmawati, Rochmawati
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Journal : Indonesian Journal of Data and Science

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Comparative Analysis of Speech-to-Text APIs for Supporting Communication of the Deaf Community Handayani, Anik Nur; Hariyono, Hariyono; Nasih, Ahmad Munjin; Rochmawati, Rochmawati; Hitipeuw, Imanuel; Ar Rosyid, Harits; Ardiansah, Jevri Tri; Praja, Rafli Indar; Nurdiansyah, Ahmad; Azizah, Desi Fatkhi
Indonesian Journal of Data and Science Vol. 6 No. 3 (2025): Indonesian Journal of Data and Science
Publisher : yocto brain

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56705/ijodas.v6i3.327

Abstract

Hearing impairment can have a profound impact on the mental and emotional state of sufferers, as well as hinder communication and delay in accessing information directly that relies on interpreters. Advances in assistive technology, especially speech recognition systems that are able to convert spoken language into written text (speech-to-text). However, its implementation faces various challenges related to the level of accuracy of each speech-to-text Application Programming Interface (API), thus requiring an appropriate deep learning model. This study serves to analyze and compare the performance of speech-to-text API services (Deepgram API, Google API and Whisper AI) based on Word Error Rate (WER) and Words Per Minute (WPM), to determine the most optimal API in a web-based real-time transcription system using the JavaScript programming language and Glitch.com. The three API services were tested by calculating their error rates and transcription speeds, then evaluated to see how low the error accuracy rate was and how high the transcription speed was. On average, Whisper AI had a WER of 0% across all word categories, but its speed was lower than the other two APIs. Deepgram API displayed the best balance between accuracy and speed, with an average WER of 13.78% and 67 WPM. Google API performed stably, but its WER value was slightly higher than Deepgram API. In conclusion, based on the results, Deepgram API was deemed the most optimal for live transcription, as it is capable of producing fast and error-free transcriptions, significantly increasing the accessibility of information for the deaf community.
Co-Authors Achmad Supriyanto Adhiyatunnisa, Najwa Latvia Adni, Lailatul Agung Listiadi Agung, Anak Agung Gde Ahmad Munjin Nasih Ahmad Nurdiansyah, Ahmad Aishnabila, Shinta Akbar, Moh. Deni Alifah, Nestya Putri Almadani S, Mohammad Daffa’ Amalia, Risqi Aman Santoso Amri Amanulloh, Mochammad Ja'far Anik Nur Handayani Anisha, Luthfi Ardhiansyah, Ikhwan Ardianti, Vika Ari Yanuar Ridwan Arie Ardiyanti Suryani Artyana, Hasna Mahdiyah Ayyuza, Frizka Kinanti Az Zahra, Houra Az-Zahra, Ivierifanny Berthania Azizah, Desi Fatkhi Azizatuz Zahro Azzahra, Ai Mulyani Bhayangkara, Athalla Nauval binti Syariff M. Fuad, Dayang Rafidah Burhanuddin Burhanuddin Camara, Jun Solver Davita, Jenie Sacharissa Dedi Prestiadi Didin Kristinawati, Didin Djum Djum Noor Benty Dwi Nastiti Ermina, Rizka Fauzan Shobiry, Ahmad Kholish Fauziah, Husna Forlandito, Ryan Sebastian Fu’adah, Shofwatul Gde Agung, Anak Agung Gustiani, Lia Han Tantri Hardini Harits Ar Rosyid HARIYANTI, MILA Hariyono Hariyono Imansari, Febrina Iqhyanul Imanuel Hitipeuw Inayati, Amaliya Indra Lesmana Indrawanto, Dwi Wahyu Irin Widayati Irman Hariman Irna Yuniar Irwan Adimas Ganda Saputra Izzatul Ummah Jevri Tri Ardiansah JONI SUSILO WIBOWO Juharyanto Juharyanto Kurnia, Vika Cahya Kusumawati, Indah Lestari, Amelia Dwi Maharaja, Mahardika Lutvia Maisyaroh Marina, Rama Marlina, Lusi Maulida, Luthfi Mauludin, Iqwan Muhammad Rayhan Mustiningsih Muzakky, Mohamad Irvan Nadifa, Milatun Nasikhah, Wulan Roudhotul Novitasari, Adin Nurlatifah, Eva Nurmarita, Lailatul Lutfah Oktariza, Melisa Persada, Yuris Indria Pitaloka, Ananda Dea Praja, Rafli Indar Priasiwi, Dhanis Ayu Purbaningrum, Hasna Dwi Purwantiningrum, Desy Purwanto, Moch. Haris Putra, Agustinus Hermino Suprema Putra, Andika Bagus Putri Ulfa Kamalia Putri, Hermalia Putri, Khania Tyana Raden Bambang Sumarsono Rafli, Mochamad Agus Rahayu, Ayu Hendrati Rahma, Fifinella Renny Sukawati Rika Mellyaning Khoiriya Rizal, M. Fahru Rizal, Moch. Fahru Rizal, Mochammad Fahru Rochmah, Luthfi Maulida Rohman, Alif Fahtur Rosida, Nila Rosyida, Salma Saputri, Maharani Octavia Yosie Sari, Ica Purnama Satria, Sri Wahyuni Eka Shaufiah . Subandi, Mahfudi Sahly Sultoni Sultoni, Sultoni Sumiatun Sumiatun, Sumiatun Syirfan, Muhammad Addi Tanudjaja, Joseph Kristian Tora Fahrudin Ubaidilah, Aan Fardani Ubaidilah, Endra Ulfatin, Nurul Rahma Wildan Zulkarnain, Wildan Yoto Yoto, Yoto yuliani, vini Zahroniah, Fatimah Nur