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Journal : Owner : Riset dan Jurnal Akuntansi

Analisis Sentimen Pengungkapan Informasi Manajemen: Text Mining Berbasis Metode VADER Emelia Aprodaid Marwa; Ari Budi Kristanto
Owner : Riset dan Jurnal Akuntansi Vol. 6 No. 3 (2022): Artikel Volume 6 Issue 3 Periode Juli 2022
Publisher : Politeknik Ganesha Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33395/owner.v6i3.895

Abstract

Financial statements present information related to the firm’s financial condition. However, there is various types of data are provided to help us in assessing and understanding the firm’s business condition. The most abundant firm-related data that are available are in the form of text. It can include annual reports, official websites, or even social media posts that may contain non-financial data. Nonfinancial information is also important to help the interpretation of financial information. The research aims to analyze the sentiment of management discussion and analysis included in the manufacturing company's annual report. The research sample is manufacturing companies listed on the Indonesia Stock Exchange (IDX) during the 2016-2020 period in a row. There are 102 companies or 510 research observations include in this research. This research uses a sentiment analysis technique based on a lexicon-based approach using the VADER method. Meanwhile, the sentiment analysis process will be assisted by the Orange Data Mining application. The results of the research show that positive disclosure is greater than negative sentiments. The pattern of sentiment for companies that are classified based on sector, company size (total assets and total sales), profitability (ROI), and liquidity (current ratio) shows relatively the same results. These results illustrate that company characteristics do not make a difference in the choice of word sentiment in manufacturing companies.
Co-Authors Acropolis Gemilang Mada Ngara Ledewara Adinda Elsinta Damayanti Aditya Satya Yudharma Andika, Tomy Andreas Mardani Anindya Yunita Kartika Putri Anisah Kusuma Dewi Apriani Dorkas Rambu Atahau Aprina Nugrahesthy Sulistya Hapsari Ardy . Atmaja, Teofilus Banni Ayu Fina Karimatussofiah Caecilia Dita Purwanti Christian Alessandro Noreen Christian Alessandro Noreen Christina Kusumadewi Devi, Ikhyana Dewi Widowati Dewi, Anisah Kusuma Dewi, Septiana Kusuma Emelia Aprodaid Marwa Febrita, Restiana Eka Febriyanto, Dwi Panggah Feisy Christina Puteri Geby Febiola Lenggu Gilang Sadita Harijono Harijono Ika Risda Yunisaningrum Ina Dian Permata Intiyas Utami Itasari, Rachmadani Nur Joshua Jordan Mamesah Karinea Hariadi Kerinea Estetika Hariadi Kevin Marshal Mark Kevin Mulyono Teguh Krismona Krismona Laras Novitasari Marcelina Novenda Gissela Anggari Mardani, Andreas Margareta Dewi Perbawaningsih Maria Rio Rita Maria Theresia Irlene Mark, Kevin Marshal Mikhael Andre Kurniawan Muhammad Zainul Abidin, Muhammad Zainul Nelphy Bryan Abrahams Nelphy Bryan Abrahams, Nelphy Bryan Ni Luh Putu Chandrika Nugraha, Royanul Ocsa Nugraha Saian Paskah Ika Nugroho Pinata, Tabita Aszola Priscilla Intan Dwi Kriswidiyanti Priska Tandi Gala Putri, Dhea Safira Rahayu Widati Restiyanti Restiyanti Restiyanti Restiyanti Riskin Hidayat Salma Faundria Nagari Seviana, Amalia Aida Sherliana Dewi Soegiono, Like Supatmi Syarendra, Jessica Dhea Theresia Woro Damayanti Utomo, Mohamad Nur Vanesali, Laurensia Vania Clarensia Budiono Veronica Rasmi Febrianty Siahaan Viliona Viliona Viliona Viliona Vina Elfreda Vitalia Thesa Pramaishella Widya Oktarina Sulistyaningrum Widya Oktarina Sulistyaningrum Yeterina Widi Nugrahanti Yokhebed Widhianingtyas Yoko Karundeng Yuna Adhi Pamungkas Yunita Kurniawati Zefanya Lisnarossa Damahendra