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国家健康和生产力管理计划与日本企业利润的关联。

The associations of the national health and productivity management program with corporate profits in Japan.

机构信息

Department of Advanced Epidemiology, Noncommunicable Disease (NCD) Epidemiology Research Center, Shiga University of Medical Science, Otsu, Japan.

Department of Family Medicine and Community Health, Duke University, Durham, NC, USA.

出版信息

Epidemiol Health. 2022;44:e2022080. doi: 10.4178/epih.e2022080. Epub 2022 Sep 23.

Abstract

OBJECTIVES

Using a dataset from a survey on national health and productivity management, we identified health and productivity factors associated with organizational profitability.

METHODS

The Ministry of Economy, Trade and Industry conducted an annual survey on Health and Productivity Management between 2014 and 2021. We assessed the associations of organizational health and productivity management using survey questions collected in 2017 and 2018, with the rate of change in profits from 2017 and 2018 to 2020. We identified factors associated with organizational profitability using eXtreme Gradient Boosting, and calculated SHapley Additive exPlanation (SHAP) values for each factor.

RESULTS

Among 1,593 companies (n= 4,359,834 employees), the mean age of employees at baseline was 40.3 years and the proportion of women was 25.8%. A confusion matrix for evaluating model performance had an accuracy of 0.997, precision of 0.993, recall of 0.997, and area under the precision-recall curve of 0.999. The most important factors related to an increase in corporate profits were the percentage of current smokers (SHAP value, 0.121), per-employee cost of health services (0.084) and medical services (0.050); the percentage of full-time employees working in sales departments (0.074) and distribution or customer service departments (0.054); the percentage of employees who slept well (0.055); and the percentage of employees within a company who regularly exercised (0.043).

CONCLUSIONS

Employees' lifestyle-related health risk factors and organizations' management systems were associated with organizational profitability. Lifestyle medicine professionals may demonstrate a significant return on investment by creating a healthier and more productive workforce.

摘要

目的

利用一项关于国家健康和生产力管理的调查数据,我们确定了与组织盈利能力相关的健康和生产力因素。

方法

经济产业省于 2014 年至 2021 年期间每年开展一次健康和生产力管理调查。我们使用 2017 年和 2018 年收集的调查问题评估了组织健康和生产力管理的相关性,并对 2017 年至 2018 年至 2020 年的利润变化率进行了评估。我们使用极端梯度提升识别与组织盈利能力相关的因素,并计算了每个因素的 SHapley Additive exPlanation(SHAP)值。

结果

在 1593 家公司(n=4359834 名员工)中,员工的基线年龄为 40.3 岁,女性比例为 25.8%。用于评估模型性能的混淆矩阵的准确率为 0.997,精度为 0.993,召回率为 0.997,精度-召回率曲线下面积为 0.999。与企业利润增长相关的最重要因素是当前吸烟者的百分比(SHAP 值,0.121)、每名员工的健康服务(0.084)和医疗服务(0.050)成本;销售部门(0.074)和分销或客户服务部门(0.054)全职员工的比例;睡眠良好的员工比例(0.055);以及定期锻炼的员工比例(0.043)。

结论

员工与生活方式相关的健康风险因素和组织的管理系统与组织盈利能力相关。生活方式医学专业人员通过创建更健康、更有生产力的员工队伍,可能会获得显著的投资回报。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/01e1/10106540/a4689fb01755/epih-44-e2022080f1.jpg

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