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<article xsi:noNamespaceSchemaLocation="http://jats.nlm.nih.gov/publishing/1.1/xsd/JATS-journalpublishing1-mathml3.xsd" dtd-version="1.1" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><front><journal-meta><journal-id journal-id-type="publisher-id">JCNR</journal-id><journal-title-group><journal-title>Journal of Clinical and Nursing Research</journal-title></journal-title-group><issn>2208-3685</issn><eissn>2208-3693</eissn><publisher><publisher-name>Bio-Byword Scientific Publishing Pty. Ltd.</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.26689/jcnr.v10i1.13869</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title>Research on the Optimal Allocation of Community Elderly Care Service Resources Based on Big Data Technology</title><url>https://artdesignp.com/journal/JCNR/10/1/10.26689/jcnr.v10i1.13869</url><author>LiShuying</author><pub-date pub-type="publication-year"><year>2026</year></pub-date><volume>10</volume><issue>1</issue><history><date date-type="pub"><published-time>2026-02-11</published-time></date></history><abstract>With the accelerating aging process of China’s population, the demand for community elderly care services has shown diversified and personalized characteristics. However, problems such as insufficient total care service resources, uneven distribution, and prominent supply-demand contradictions have seriously affected service quality. Big data technology, with core advantages including data collection, analysis and mining, and accurate prediction, provides a new solution for the allocation of community elderly care service resources. This paper systematically studies the application value of big data technology in the allocation of community elderly care service resources from three aspects: resource allocation efficiency, service accuracy, and management intelligence. Combined with practical needs, it proposes optimal allocation strategies such as building a big data analysis platform and accurately grasping the elderly’s care needs, striving to provide operable path references for the construction of community elderly care service systems, promoting the early realization of the elderly care service goal of “adequate support and proper care for the elderly”, and boosting the high-quality development of China’s elderly care service industry.</abstract><keywords/></article-meta></front><body/><back><ref-list><ref id="B1" content-type="article"><label>1</label><element-citation publication-type="journal"><p>Wu B, Zheng J, 2024, Innovation and Practice of “Intelligence + Care” for Community Elderly Under the Guidance of Healthy China Based on the Triple Helix Theory. Proceedings of the 6th Shanghai International Nursing Conference, 2024(2): 182–184.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B2" content-type="article"><label>2</label><element-citation publication-type="journal"><p>Sha S, Li Y, Liu S, et al., 2024, Application Progress of Social Ecosystem Theory in Nursing Safety Management of Elderly in Nursing Institutions. Evidence-Based Nursing, 10(19): 3514–3517.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B3" content-type="article"><label>3</label><element-citation publication-type="journal"><p>Guo X, Zhu K, Huang X, et al., 2024, Latent Profile Analysis of Active Aging and Nursing Needs of Community Elderly. Chinese Journal of Nursing, 59(16): 2014–2020.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B4" content-type="article"><label>4</label><element-citation publication-type="journal"><p>Liu J, Cao Y, Chen M, et al., 2024, SWOT Analysis of Demand for Medical and Nursing Services for the Elderly in Communities of Underdeveloped Cities. Health Vocational Education, 42(15): 135–139.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B5" content-type="article"><label>5</label><element-citation publication-type="journal"><p>Liu X, Zheng H, Zhang J, et al., 2024, Preference for Home-Based Medical and Nursing Services Among Disabled Elderly in Beijing Based on Discrete Choice Experiment. Chinese Nursing Research, 38(11): 1887–1894.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B6" content-type="article"><label>6</label><element-citation publication-type="journal"><p>Zhao Z, 2024, Moral Boundaries of Robot Intervention in Elderly Care. Medicine and Philosophy, 45(9): 30–34.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B7" content-type="article"><label>7</label><element-citation publication-type="journal"><p>Zhang M, Sun X, Hu M, et al., 2023, Nursing Service Needs and Influencing Factors of Elderly in County-Level Integrated Medical and Nursing Institutions. China Rural Health, 15(10): 12–15 + 19.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B8" content-type="article"><label>8</label><element-citation publication-type="journal"><p>Liu L, Zhang S, Hu X, 2023, Investigation on Nursing Needs and Services of the Elderly in Sichuan Province. Chinese Journal of Nursing, 58(19): 2339–2344.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B9" content-type="article"><label>9</label><element-citation publication-type="journal"><p>Li Y, 2023, Development of an Evaluation Tool for Matching Supply and Demand of Community Nursing Services for the Elderly Under the Background of Integration of Medical and Nursing Care, thesis, Shihezi University.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B10" content-type="article"><label>10</label><element-citation publication-type="journal"><p>Yang S, 2023, Causes of Differences in Supply Level of Community Long-Term Care Services in Wuhan, thesis, Central China Normal University.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B11" content-type="article"><label>11</label><element-citation publication-type="journal"><p>Hu H, 2022, Construction and Application of a Grading Standard for Long-Term Care Needs Assessment of Community-Dwelling Elderly, thesis, Central South University.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B12" content-type="article"><label>12</label><element-citation publication-type="journal"><p>Dai L, Duan Y, Zhang M, et al., 2021, Structural Analysis of Demand for Home-Based Nursing Services Among Community Elderly. Chinese General Practice, 24(25): 3238–3243.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B13" content-type="article"><label>13</label><element-citation publication-type="journal"><p>Xi R, Tao Y, Zhang H, et al., 2021, Application of Intelligent Medicine Boxes in Community Elderly Care. Technology Wind, 2021(3): 15–16.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B14" content-type="article"><label>14</label><element-citation publication-type="journal"><p>Shao P, Zheng D, 2020, Illness Status and Nursing Needs of Elderly in Urban Communities. Journal of Traditional Chinese Medicine Management, 28(21): 194–197.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B15" content-type="article"><label>15</label><element-citation publication-type="journal"><p>Zhao M, Wang Y, Jiang Y, 2020, Demand for Home-Based Nursing Services Among Community Elderly Under the Background of Integration of Medical and Nursing Care. Journal of Nursing Administration, 20(8): 540–543 + 549.</p><pub-id pub-id-type="doi"/></element-citation></ref></ref-list></back></article>
