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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.
Optimalisasi Potensi Desa Tegalluar Melalui Implementasi Digital dan Teknologi Informasi Shaufiah, Shaufiah; Rahma, Fifinella; Ummah, Izzatul; Suryani, Arie Ardiyanti; Rochmawati, Rochmawati
Jurnal Pengabdian Masyarakat Bangsa Vol. 3 No. 11 (2026): Januari
Publisher : Amirul Bangun Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59837/jpmba.v3i11.3846

Abstract

Pelatihan Pengelolaan Web Sekolah Al Lathif Islamic School bertujuan untuk meningkatkan Teknologi informasi saat ini memberi banyak peluang untuk berbagai lapisan masyarakat termasuk desa. Diantaranya adalah penggunaan media digital agar potensi lokal dapat berkembang. Akan tetapi, karena tingkat literasi digital yang tidak sama, menjadikan hal ini menjadi tantangan besar. Kegiatan pengabdian kepada masyarakat ini bertujuan meningkatkan literasi digital dan keterampilan pemasaran digital masyarakat Desa Tegalluar melalui pelatihan pembuatan landing page menggunakan aplikasi Canva. Metode pelaksanaan menggunakan pendekatan partisipatif yang meliputi identifikasi kebutuhan, pelatihan teori dan praktik, pendampingan, serta evaluasi melalui pre-test dan post-test. Kegiatan dilaksanakan di Yayasan Rumah Katumbiri Bandung dengan melibatkan peserta berusia 16–27 tahun. Mayoritas peserta merasa puas dengan pelatihan ini dan  menilai pelatihan ini bermanfaat dan sesuai dengan kebutuhan. Pelatihan ini membantu peserta mengenal dan mempelajari dasar desain landing page, juga konsep branding dan promosi digital. Sehingga, setelah pelatihan ini potensi Desa Tegalluar dapat disampaikan dengan lebih mudah dan berdaya saing
Analysis of the influence of conscientiousness, personality traits, and dyadic communication on decision-making among women of reproductive age in contraceptive use Rochmawati, Rochmawati; Mikarsa, Hera Lestari; Puspitawati, Ira
Empathy : Jurnal Fakultas Psikologi Vol. 8 No. 2 (2025): [Edition December] EMPATHY Journal Faculty of Psychology
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/empathy.v8i2.31578

Abstract

Contraceptive decision-making is a complex process influenced by an interplay of psychological characteristics and interpersonal dynamics.  which may contribute to dissatisfaction and discontinuation among users. This study examined the effects of conscientiousness as a personality trait and dyadic communication on the quality of contraceptive decision-making among women of reproductive age. A cross-sectional study design was employed.  involving 186 married women aged 20–50 years who were current contraceptive users.  recruited through purposive sampling. Data were collected using the Big Five Personality Scale (α = 0.82).  the Dyadic Communication Scale (α = 0.89).  and the Decision-Making Scale (α = 0.87). Multiple linear regression analysis demonstrated that conscientiousness (β = 0.563.  p < 0.001) and dyadic communication (β = 0.358.  p < 0.001) were significant predictors of decision-making quality.  collectively accounting for 79.2% of the variance (R² = 0.792). In addition.  significant differences in decision-making quality were identified across age groups.  educational levels.  contraceptive methods.  and employment status. These findings underscore the importance of integrating psychological traits and partner communication into contraceptive counseling strategies to improve informed and satisfactory decision-making among women of reproductive age.
Pengaruh Kelas Ibu Hamil Terhadap Penurunan Kecemasan Ibu Hamil Primigravida Dalam Menghadapi Persalinan Di Puskesmas Kedaung Yuliani, Vini; Rochmawati, Rochmawati
Journal of Midwifery and Health Research Vol. 1 No. 2 (2023): Journal of Midwifery and Health Research
Publisher : Politeknik Kesehatan Kementerian Kesehatan Banten

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (325.187 KB) | DOI: 10.36743/jmhr.v2i1.475

Abstract

ABSTRACT Kecemasan bagi Ibu hamil merupakan hal yang lazim terjadi, akan tetapi kecemasan itu sendiri juga dapat mmemberikan dampak yang negatif, oleh karena itu baik pemerintah ataupun lembega kesehatan biasan mengadakan berbagi jenis program yang ditujukan bagi ibu hamil untuk menghadapi kecemasan tersebut. Penelitian ini bertujuan agar mengetahui Pengaruh Kelas Ibu Hamil Terhadap Penurunan Kecemasan Ibu Hamil Primigravida Dalam Menghadapi Persalinan Di Puskesmas Kedaung. Penelitian ini termasuk jenis penelitian kuntitatif, dengan jenis eksperimen menggunakan quasi eksperimen dengan pendekatan non equivalent control group design. Hasil dari penelitian ini menunjukan bahwasanya; Ibu hamil yang aktif ikut pada kelas ibu hamil berpengaruh terhadap penurunan tingkat kecemasan dari katergori sedang menjadi ringan. Karakteristik untuk kelompok eksperimen dan kontrol, kebanyakan usianya berkisar 20-30 tahun, tidak kerja serta tingkat pendidikan menengah. Adanya perbedaan tingkat kecemasan ibu primigravida antara yang ikut kelas dan yang tidak ikut kelas ibu hamil. Peneliti menarik kesimpulan yakni adanya perbedaan yang signifikan pada tingkat kecemasan ibu primigravida dalam proses kehamilan yakni buktinya dengan hasil uji perbandingan antara skor kecemasan pada kelompok eksperimen dan kontrol sebelum dan sesudah dua kelompok menunjukkan nilai p-value 0,0001. Secara katagorikal pada kelompok eksperimen (kelas ibu hamil) mengalami penurunan tingkat kecemasan dari kategori kecemasan sedang menjadi ringan.
The Effectiveness Of Using Pbl-Based Cost Accounting Students' Textbook On The Cognitive Achievements Of Student Learning Susilowibowo, Joni; Listiadi, Agung; Rochmawati, Rochmawati; Widayati, Irin
International Journal of Educational Research & Social Sciences Vol. 4 No. 1 (2023): February 2023
Publisher : CV. Inara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51601/ijersc.v4i1.575

Abstract

Learning is an activity that is inseparable from human life. By learning, humans are able to develop the potential that they were born with so that they will be able to adapt to meet their needs. By learning, it is hoped that there will be changes in behavior in accordance with the expected goals. However, sometimes the expected changes in behavior do not occur and are not even in accordance with the expected goals, so learning difficulties are born. To help solve the problem of learning difficulties, among others, is to apply learning models that invite students to participate actively and are used to find out how to increase students' learning motivation in mastering certain competencies and the existence of teaching materials in the form of PBL-based textbooks. Along with the development of teaching materials in the form of PBLbased Cost accounting textbooks compiled in previous studies, it is necessary to test their effectiveness together with PBL learning models so that they can be a solution in overcoming lack of motivation and learning difficulties. This study resulted in a comparison of the PBL learning model using teaching materials in the form of a PBL-based Cost Accounting textbook with PBL using a reference book. The effectiveness of using PBL-based cost accounting textbooks needs to be tested to find out whether there is an improvement in the quality of learning. The sample in this study is Accounting Education students’ batch 2021. Comparison of the learning model with the use of PBL-based cost accounting textbooks is expected to be able to display the quality of interesting learning activities to observe. As for testing the comparison of this learning model using a True Experiment research design using an independent t test. Evaluation of learning media is an evaluation that has a special emphasis on user-oriented from the PBLbased Cost Accounting textbook. The results showed that there was a convincing difference in learning outcomes before and after using the PBL-based Cost accounting textbook.
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 Hera Lestari Mikarsa, Hera Lestari Imansari, Febrina Iqhyanul Imanuel Hitipeuw Inayati, Amaliya Indra Lesmana Indrawanto, Dwi Wahyu Ira Puspitawati Irin Widayati Irman Hariman Irna Yuniar Irwan Adimas Ganda Saputra Izzatul Ummah Jevri Tri Ardiansah JONI SUSILO WIBOWO Juharyanto Juharyanto Kurnia, Vika Cahya Kusmintarti, Arini Kusumawati, Indah Lestari, Amelia Dwi Maharaja, Mahardika Lutvia Maisyaroh Marina, Rama 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 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