{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T05:48:29Z","timestamp":1761803309638,"version":"build-2065373602"},"reference-count":59,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T00:00:00Z","timestamp":1761436800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Institute of Labor, Occupational Safety and Health, Ministry of Labor, Taiwan","award":["ILOSH113-M304"],"award-info":[{"award-number":["ILOSH113-M304"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Declining fertility and population aging intensify labor shortages, making women\u2019s reemployment after caregiving a policy priority. Using Taiwan as a case study, this study develops a real-time public opinion analysis system to complement delayed surveys and capture emerging barriers in labor-market reintegration. Drawing on 2022\u20132024 social media posts, the system applies sentiment co.mputing, clustering, and algorithmic attention to map four phases: withdrawal, intention, search, and reintegration. Findings show that younger women stress flexibility and childcare, while older returnees prioritize skill renewal and confidence rebuilding; sectoral variation supports life-cycle and clockspeed theories. Policy recommendations emphasize subsidies, training, quotas, and street-level implementation. Beyond technical contributions, the study embeds digital transformation (DT) into labor governance, showing a shift from as-is retrospective surveys to to-be-real-time monitoring. This transformation enhances policy agility, inclusiveness, and alignment with citizens\u2019 lived experiences. The system thus functions as both a tool for rapid intervention and a DT-driven theoretical lens extending reemployment scholarship, offering transferable insights for aging societies.<\/jats:p>","DOI":"10.3390\/systems13110952","type":"journal-article","created":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T05:08:47Z","timestamp":1761800927000},"page":"952","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Developing a Real-Time Public Opinion Analysis System for Women\u2019s Reemployment in Taiwan: A Digital Transformation Approach to Policy Innovation"],"prefix":"10.3390","volume":"13","author":[{"given":"Chin-Hui","family":"Hsiao","sequence":"first","affiliation":[{"name":"Department of Finance, Chihlee University of Technology, New Taipei 220305, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kuo-Jung","family":"Lin","sequence":"additional","affiliation":[{"name":"Department of Applied English, Chihlee University of Technology, New Taipei 220305, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu-Ting","family":"Lee","sequence":"additional","affiliation":[{"name":"Department of Food and Beverage Management, Minth University of Science and Technology, Hsinchu County 307304, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shih-Teng","family":"Lin","sequence":"additional","affiliation":[{"name":"Institute of Labor, Occupational Safety and Health, Ministry of Labor (Taiwan), New Taipei 221004, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Li-Ping","family":"Chen","sequence":"additional","affiliation":[{"name":"Institute of Labor, Occupational Safety and Health, Ministry of Labor (Taiwan), New Taipei 221004, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,10,26]]},"reference":[{"key":"ref_1","unstructured":"UN Department of Economic and Social Affairs Population Division (2024). 2024 Revision of World Population Prospects, UN Department of Economic and Social Affairs."},{"key":"ref_2","unstructured":"UN Economic and Social Commission for Asia and the Pacific Committee on Social Development (2024). 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