WISDOM-DX: An Automatic DX Assessment System Using a QA System Based on Web Data

• Item type: Trans(1)
• 公開日: 2023-07-15
• タイトル: WISDOM-DX: An Automatic DX Assessment System Using a QA System Based on Web Data
• タイトル / 言語: en
• タイトル: WISDOM-DX: An Automatic DX Assessment System Using a QA System Based on Web Data
• 言語: eng
• キーワード / 主題Scheme: Other
• キーワード / 主題: [特集号投稿論文] digital transformation, DX, business strategy analysis, QA system, web data, ensemble method
• 資源タイプ / 資源タイプ識別子: http://purl.org/coar/resource_type/c_6501
• 資源タイプ: journal article
• 著者所属: Information-technology Promotion Agency
• 著者所属: Information-technology Promotion Agency
• 著者所属: Information-technology Promotion Agency
• 著者所属: Information-technology Promotion Agency
• 著者所属: National Institute of Information and Communication Technology
• 著者所属: National Institute of Information and Communication Technology
• 著者所属(英): en
• 著者所属(英): Information-technology Promotion Agency
• 著者所属(英): en
• 著者所属(英): Information-technology Promotion Agency
• 著者所属(英): en
• 著者所属(英): Information-technology Promotion Agency
• 著者所属(英): en
• 著者所属(英): Information-technology Promotion Agency
• 著者所属(英): en
• 著者所属(英): National Institute of Information and Communication Technology
• 著者所属(英): en
• 著者所属(英): National Institute of Information and Communication Technology
• 著者名: Kai, Ishikawa; Akitoshi, Okumura; Dai, Kusui; Noriyoshi, Ichinose; Kentaro, Torisawa; Kiyonori, Ohtake
• 著者名(英): Kai, Ishikawa; Akitoshi, Okumura; Dai, Kusui; Noriyoshi, Ichinose; Kentaro, Torisawa; Kiyonori, Ohtake
• 論文抄録 / 内容記述タイプ: Other
• 論文抄録 / 内容記述: DX is a must for Japanese companies to cope with Japan's 2025 Digital Cliff. To promote DX initiatives, self-assessment is necessary to make their position recognized. However, conventional manual assessments have high costs, hindering their DX promotion. We noticed that progress in corporate DX can be reflected in the amount of related information on the Web, and there is no reported method of utilizing this relation for DX assessment. This paper proposes WISDOM-DX, a system that accumulates information on corporate activities on the Web using a question-answering system, and ranks companies regarding DX initiatives. We compared WISDOM-DX with two baselines Prize and Google. The precision of WISDOM-DX, Prize, and Google were 56.3%, 45.8%, and 22.9%, respectively. The rate of DX-related award winners or certified companies obtained by WISDOM-DX and Google were 91.7% and 64.6%, respectively. The Area Under the Precision-Recall curve (AUPR) of WISDOM-DX, Prize, and Google were 0.540, 0.359, and 0.181, respectively. An opinion survey showed 60.7% positive and 32.1% neutral responses regarding the agreeability of WISDOM-DX's rankings, and 46.4% positive and 39.3% neutral responses regarding the usefulness of WISDOM-DX. These results showed WISDOM-DX's promising performance and the prospect of automating large-scale assessment regarding corporate DX initiatives.; ------------------------------; This is a preprint of an article intended for publication Journal of; Information Processing(JIP). This preprint should not be cited. This; article should be cited as: Journal of Information Processing Vol.31(2023) (online); ------------------------------
• 論文抄録(英) / 内容記述タイプ: Other
• 論文抄録(英) / 内容記述: DX is a must for Japanese companies to cope with Japan's 2025 Digital Cliff. To promote DX initiatives, self-assessment is necessary to make their position recognized. However, conventional manual assessments have high costs, hindering their DX promotion. We noticed that progress in corporate DX can be reflected in the amount of related information on the Web, and there is no reported method of utilizing this relation for DX assessment. This paper proposes WISDOM-DX, a system that accumulates information on corporate activities on the Web using a question-answering system, and ranks companies regarding DX initiatives. We compared WISDOM-DX with two baselines Prize and Google. The precision of WISDOM-DX, Prize, and Google were 56.3%, 45.8%, and 22.9%, respectively. The rate of DX-related award winners or certified companies obtained by WISDOM-DX and Google were 91.7% and 64.6%, respectively. The Area Under the Precision-Recall curve (AUPR) of WISDOM-DX, Prize, and Google were 0.540, 0.359, and 0.181, respectively. An opinion survey showed 60.7% positive and 32.1% neutral responses regarding the agreeability of WISDOM-DX's rankings, and 46.4% positive and 39.3% neutral responses regarding the usefulness of WISDOM-DX. These results showed WISDOM-DX's promising performance and the prospect of automating large-scale assessment regarding corporate DX initiatives.; ------------------------------; This is a preprint of an article intended for publication Journal of; Information Processing(JIP). This preprint should not be cited. This; article should be cited as: Journal of Information Processing Vol.31(2023) (online); ------------------------------
• 書誌レコードID / 収録物識別子タイプ: NCID
• 書誌レコードID / 収録物識別子: AA12894091
• 書誌情報: 情報処理学会論文誌デジタルプラクティス（DP）; 巻 4, 号 3, 発行日 2023-07-15
• ISSN / 収録物識別子タイプ: ISSN
• ISSN / 収録物識別子: 2435-6484
• 出版者 / 言語: ja
• 出版者: 情報処理学会