Xiaodong Zhang
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Xiaodong Zhang has a total of 29 co-authors. Here are the top co-authors by number of shared publications:
- Bin Guo
Institute of Population Research, Peking University, Beijing, 100871, China
4 shared publications - Lei Zhang
Institute of Population Research, Peking University, Beijing, China
3 shared publications - Yingying Meng
Centre for Social Security Studies, Wuhan University, Wuhan 430072, China
3 shared publications - Gong Chen
Institute of Population Research, Peking University
2 shared publications - Hafiz Tareq Abdullah Khan
University of West London, UK
2 shared publications Junqiang Han
School of Public Management, South-Central University for Nationalities, Wuhan, China
2 shared publications
Latest Publications
- 18 March 2026
- Published by Elsevier in Food Research International
- Vol. 233 (Pt 1) , 119011
The mediating association of food safety awareness between digital literacy and health status among Chinese rural residents: A cross-sectional study
- 18 March 2026
- Published by Elsevier in Food Research International
- Vol. 233 (Pt 1) , 119011
The mediating association of food safety awareness between digital literacy and health status among Chinese rural residents: A cross-sectional study
- Open Access
The Impact of the “Inclusion of Rehabilitation Services in Basic Medical Insurance” Policy on the Utilization of Rehabilitation Services and Household Healthcare Expenditure Among Older Adults with Disabilities: Evidence from China
Background: The intersection of aging and disability is an important social issue. The rehabilitation system of older adults with disabilities is a complex social system including various social units. This study aims to investigate the impact of the “inclusion of rehabilitation services in basic medical insurance” (IRSMI) policy on the utilization of rehabilitation services and annual household healthcare expenditure among older adults with disabilities. Methods: Using the data of China Disabled Persons’ Condition Monitoring Survey (2009–2012), this study employed the difference-in-differences method to analyze the impact of IRSMI on rehabilitation services utilization and household healthcare expenditure, and further examined the differential effects of the policy on service utilization across subpopulations with different demographic characteristics, including gender, age, and disability severity. The Heckman two-stage model corrects for sample selection bias caused by the share of households with zero health expenditures. Event-study specification was applied to assess the validity of the parallel trends assumption in the DID framework. Baron & Kenny’s three-step method was used to explore the potential mediating mechanism. Results: (1) IRSMI significantly increased the likelihood of utilizing rehabilitation services among older adults with disabilities (OR = 1.349), but this kind of promotive effect mainly focus on males (OR = 1.530), middle-aged and older disabled individuals (OR = 1.423), and those with mild disabilities (OR = 1.444). (2) The implementation of IRSMI contributed to an approximately 20.3% increase in annual healthcare expenditures for households with older adults with disabilities ( = 0.185). (3) IRSMI significantly promoted the increase in household healthcare expenditures for high-income older adults with disabilities ( = 0.181), but had limited impact on low- and middle-income groups. (4) Rehabilitation services utilization played a mediating role in the relationship between IRSMI and household healthcare expenditure, with about 19.0% of the increase in annual household healthcare expenditures attributable to the enhanced utilization of rehabilitation services. Conclusions: In the complex social system of rehabilitation for older adults with disabilities, the IRSMI policy significantly increases the likelihood of rehabilitation services utilization and substantially raises annual household healthcare expenditures. However, the heterogeneous effects across gender, age, disability severity, and income levels reflect structural inequities embedded in the rehabilitation system, underscoring the need for adaptive and equity-oriented interventions.Open AccessThe Impact of the “Inclusion of Rehabilitation Services in Basic Medical Insurance” Policy on the Utilization of Rehabilitation Services and Household Healthcare Expenditure Among Older Adults with Disabilities: Evidence from China
Background: The intersection of aging and disability is an important social issue. The rehabilitation system of older adults with disabilities is a complex social system including various social units. This study aims to investigate the impact of the “inclusion of rehabilitation services in basic medical insurance” (IRSMI) policy on the utilization of rehabilitation services and annual household healthcare expenditure among older adults with disabilities. Methods: Using the data of China Disabled Persons’ Condition Monitoring Survey (2009–2012), this study employed the difference-in-differences method to analyze the impact of IRSMI on rehabilitation services utilization and household healthcare expenditure, and further examined the differential effects of the policy on service utilization across subpopulations with different demographic characteristics, including gender, age, and disability severity. The Heckman two-stage model corrects for sample selection bias caused by the share of households with zero health expenditures. Event-study specification was applied to assess the validity of the parallel trends assumption in the DID framework. Baron & Kenny’s three-step method was used to explore the potential mediating mechanism. Results: (1) IRSMI significantly increased the likelihood of utilizing rehabilitation services among older adults with disabilities (OR = 1.349), but this kind of promotive effect mainly focus on males (OR = 1.530), middle-aged and older disabled individuals (OR = 1.423), and those with mild disabilities (OR = 1.444). (2) The implementation of IRSMI contributed to an approximately 20.3% increase in annual healthcare expenditures for households with older adults with disabilities ( = 0.185). (3) IRSMI significantly promoted the increase in household healthcare expenditures for high-income older adults with disabilities ( = 0.181), but had limited impact on low- and middle-income groups. (4) Rehabilitation services utilization played a mediating role in the relationship between IRSMI and household healthcare expenditure, with about 19.0% of the increase in annual household healthcare expenditures attributable to the enhanced utilization of rehabilitation services. Conclusions: In the complex social system of rehabilitation for older adults with disabilities, the IRSMI policy significantly increases the likelihood of rehabilitation services utilization and substantially raises annual household healthcare expenditures. However, the heterogeneous effects across gender, age, disability severity, and income levels reflect structural inequities embedded in the rehabilitation system, underscoring the need for adaptive and equity-oriented interventions. - 29 May 2024
- Published by Elsevier in Public Health
- Vol. 232, 201-207
Association between health insurance programs and rehabilitation services utilisation among people with disabilities: evidence from China
- 29 May 2024
- Published by Elsevier in Public Health
- Vol. 232, 201-207
Association between health insurance programs and rehabilitation services utilisation among people with disabilities: evidence from China
- Open Access
- 28 February 2024
- Published by Elsevier in SSM - Population Health
- Vol. 25, 101643
The impact of physical activity on household out-of-pocket medical expenditure among adults aged 45 and over in urban China: The mediating role of spousal health behaviour
- 28 February 2024
- Published by Elsevier in SSM - Population Health
- Vol. 25, 101643
Open AccessThe impact of physical activity on household out-of-pocket medical expenditure among adults aged 45 and over in urban China: The mediating role of spousal health behaviour
- 1 February 2024
- Published by Human Kinetics in Journal of Aging and Physical Activity
- Vol. 32 (1) , 43-54
Self-Reported Vision Loss, Health Status, and Social Participation Among Middle-Aged and Older Adults—Evidence From China
Social participation is crucial for enhancing senior’s well-being and promoting their integration into society. Using nationwide data investigated in China, this study explored the association between self-reported visual impairment, health level, and social participation among Chinese middle-aged old adults. It has been found that (a) the probability and frequency of social participation among middle-aged and older adults with self-reported vision loss were significantly lower than those without vision problems; (b) self-reported vision loss was negatively associated with self-rated health and mental health status, and both were positively associated with social participation; and (c) self-rated health and mental health played a mediating role between vision loss and social participation. The findings suggest that under the framework of active aging, universal vision screening programs and rehabilitation plans for the older adults with visual impairment are exceedingly significant to promote their participation in social activities, thereby enhancing their quality of life.
- 1 February 2024
- Published by Human Kinetics in Journal of Aging and Physical Activity
- Vol. 32 (1) , 43-54
Self-Reported Vision Loss, Health Status, and Social Participation Among Middle-Aged and Older Adults—Evidence From China
Social participation is crucial for enhancing senior’s well-being and promoting their integration into society. Using nationwide data investigated in China, this study explored the association between self-reported visual impairment, health level, and social participation among Chinese middle-aged old adults. It has been found that (a) the probability and frequency of social participation among middle-aged and older adults with self-reported vision loss were significantly lower than those without vision problems; (b) self-reported vision loss was negatively associated with self-rated health and mental health status, and both were positively associated with social participation; and (c) self-rated health and mental health played a mediating role between vision loss and social participation. The findings suggest that under the framework of active aging, universal vision screening programs and rehabilitation plans for the older adults with visual impairment are exceedingly significant to promote their participation in social activities, thereby enhancing their quality of life.
- Open Access
The Association between Internet Use and Depression Risk among Chinese Adults, Middle-Aged and Older, with Disabilities
Background: Globally, nearly 15% of people suffer from various kinds of disabilities, and China has the largest disabled population in the world. The poor mental health status of people with disabilities has become an essential issue in most countries. The main aim of this study was to explore the potential impact of internet use on depression risk among middle-aged and older adults with different types of disabilities. Methods: The data used in this study were obtained from the 2018 China Health and Retirement Longitudinal Study (CHARLS) collected by Peking University. A binary logit model was used to analyze the impact of internet use on the depression risk among adults with disabilities, and the substitute variable method and the propensity score matching method were used to examine the robustness of the results. Results: (1) Internet use was negatively associated with depression risk among disabled people, and the higher the frequency of their internet use, the lower the probability of their depression risk. (2) Different social activities related to the internet had different impacts on the depression risk, and the decline in depression risk was mainly related to watching videos, watching news, and chatting via the internet. (3) Internet use reduced the depression risk of adults with physical disabilities, but had no impact on those with other types of disabilities. Conclusions: Our study suggests that internet use may have a positive spillover effect on decreasing the depression risk of disabled people, but the reduction effect is significantly affected by the social activities related to the internet and the types of disabilities.
Open AccessThe Association between Internet Use and Depression Risk among Chinese Adults, Middle-Aged and Older, with Disabilities
Background: Globally, nearly 15% of people suffer from various kinds of disabilities, and China has the largest disabled population in the world. The poor mental health status of people with disabilities has become an essential issue in most countries. The main aim of this study was to explore the potential impact of internet use on depression risk among middle-aged and older adults with different types of disabilities. Methods: The data used in this study were obtained from the 2018 China Health and Retirement Longitudinal Study (CHARLS) collected by Peking University. A binary logit model was used to analyze the impact of internet use on the depression risk among adults with disabilities, and the substitute variable method and the propensity score matching method were used to examine the robustness of the results. Results: (1) Internet use was negatively associated with depression risk among disabled people, and the higher the frequency of their internet use, the lower the probability of their depression risk. (2) Different social activities related to the internet had different impacts on the depression risk, and the decline in depression risk was mainly related to watching videos, watching news, and chatting via the internet. (3) Internet use reduced the depression risk of adults with physical disabilities, but had no impact on those with other types of disabilities. Conclusions: Our study suggests that internet use may have a positive spillover effect on decreasing the depression risk of disabled people, but the reduction effect is significantly affected by the social activities related to the internet and the types of disabilities.
- Open Access
- 7 December 2022
- Published by MDPI AG in International Journal of Environmental Research and Public Health
- Vol. 19 (24) , 16401
The Association between Internet Use and Physical Exercise among Middle-Aged and Older Adults—Evidence from China
Background: In an aging and digital society, Internet use is significantly associated with residents’ physical exercise. This study aimed to explore the association between Internet use and physical exercise among Chinese middle-aged and older adults in two respects: Internet use and the purpose of Internet use. Methods: The data used in this study were obtained from the 2018 China Health and Retirement Longitudinal Study (CHARLS) conducted by Peking University. The logit model and the ordered probit model were used to analyze the association between Internet use and physical exercise, and the substitution variable method was used to examine the robustness of the results. Results: (1) Internet use and the frequency of Internet use significantly increased the probability and frequency of middle-aged and older adults’ participation in physical exercise (p < 0.001). (2) “Watching news”, “chatting” and “watching videos” via the Internet were positively associated with physical exercise, while “playing games” had no impact. (3) Internet use had a greater impact on physical exercise participation among middle-aged adults and those living in urban areas than among older adults and those living in rural areas. Conclusions: This study suggests that Internet use among middle-aged and older adults is positively associated with their participation in physical exercise; the government should try to increase the popularity of Internet use to encourage their participation in physical exercise.
- 7 December 2022
- Published by MDPI AG in International Journal of Environmental Research and Public Health
- Vol. 19 (24) , 16401
Open AccessThe Association between Internet Use and Physical Exercise among Middle-Aged and Older Adults—Evidence from China
Background: In an aging and digital society, Internet use is significantly associated with residents’ physical exercise. This study aimed to explore the association between Internet use and physical exercise among Chinese middle-aged and older adults in two respects: Internet use and the purpose of Internet use. Methods: The data used in this study were obtained from the 2018 China Health and Retirement Longitudinal Study (CHARLS) conducted by Peking University. The logit model and the ordered probit model were used to analyze the association between Internet use and physical exercise, and the substitution variable method was used to examine the robustness of the results. Results: (1) Internet use and the frequency of Internet use significantly increased the probability and frequency of middle-aged and older adults’ participation in physical exercise (p < 0.001). (2) “Watching news”, “chatting” and “watching videos” via the Internet were positively associated with physical exercise, while “playing games” had no impact. (3) Internet use had a greater impact on physical exercise participation among middle-aged adults and those living in urban areas than among older adults and those living in rural areas. Conclusions: This study suggests that Internet use among middle-aged and older adults is positively associated with their participation in physical exercise; the government should try to increase the popularity of Internet use to encourage their participation in physical exercise.
- 19 October 2020
- Published by Cambridge University Press (CUP) in Ageing and Society
- Vol. 42 (5) , 1079-1099
The impact of old-age pensions on the happiness level of elderly people – evidence from China
As an important source of income for elderly people, pensions have a great impact on their wellbeing. There are three different pension systems in China (the Old-age Insurance System for Government Agencies and Institutions (OISGAI), the Basic Old-age Insurance System for Urban Employees (BOISUE) and the Social Insurance of the Old-age Pension for Urban and Rural Residents (SIOPURR)). This study empirically analyses the impact of various pension types on the happiness of elderly people in China and further explores the potential impact mechanism using the 2014 China Family Panel Studies data. The study suggests that first, receiving pensions from OISGAI, BOISUE and SIOPURR is positively correlated with the happiness level of elderly people. Second, the sense of happiness of elderly people who receive BOISUE is higher than that of those receiving SIOPURR, which is mainly caused by the difference in the level of pension benefits. When the level of benefits is controlled for, there is no significant difference between these two groups. Third, when they have the same level of pension benefits, the happiness of elderly people who receive OISGAI is significantly higher than that of those who receive pensions from the other two systems, which is possibly related to the hidden ‘special’ government guarantee and the difference of the growth rate of the benefit level.
- 19 October 2020
- Published by Cambridge University Press (CUP) in Ageing and Society
- Vol. 42 (5) , 1079-1099
The impact of old-age pensions on the happiness level of elderly people – evidence from China
As an important source of income for elderly people, pensions have a great impact on their wellbeing. There are three different pension systems in China (the Old-age Insurance System for Government Agencies and Institutions (OISGAI), the Basic Old-age Insurance System for Urban Employees (BOISUE) and the Social Insurance of the Old-age Pension for Urban and Rural Residents (SIOPURR)). This study empirically analyses the impact of various pension types on the happiness of elderly people in China and further explores the potential impact mechanism using the 2014 China Family Panel Studies data. The study suggests that first, receiving pensions from OISGAI, BOISUE and SIOPURR is positively correlated with the happiness level of elderly people. Second, the sense of happiness of elderly people who receive BOISUE is higher than that of those receiving SIOPURR, which is mainly caused by the difference in the level of pension benefits. When the level of benefits is controlled for, there is no significant difference between these two groups. Third, when they have the same level of pension benefits, the happiness of elderly people who receive OISGAI is significantly higher than that of those who receive pensions from the other two systems, which is possibly related to the hidden ‘special’ government guarantee and the difference of the growth rate of the benefit level.
- Open Access
- 1 October 2020
- Published by Taylor & Francis in Risk Management and Healthcare Policy
- Vol. ume 13, 2199-2212
Out-Patient Service and in-Patient Service: The Impact of Health Insurance on the Healthcare Utilization of Mid-Aged and Older Residents in Urban China
Purpose: Medical insurance is a disease risk-sharing mechanism that can improve residents’ financial access to medical treatment and thus increase their utilization of health services. This paper aims to identify the impact of different kinds of medical insurances on the use of healthcare for Chinese mid-aged and older urban residents from four aspects: outpatient behaviour, outpatient costs, inpatient behaviour and inpatient costs. Materials and Methods: The data used in this study were from 2015 China Health and Retirement Longitudinal Study (CHARLS) conducted by Peking University. Binary logit model and multiple linear regression model were used to analyse the impact of health insurance on the use of healthcare, and the PSM method was used to test the robustness of the results. Results: Participating in either BMIUSE or BMISURR can significantly improve all kinds of healthcare utilization for mid-aged and older urban groups. However, there are huge differences on the healthcare utilization between BMISUE and BMISURR. Specifically, the probability of using inpatient care and inpatient costs of urban residents enrolled in the BMISUE are 4.2% and 45% higher, respectively, than those covered by the BMISURR, but there are no differences in outpatient care utilization and outpatient costs between these two health insurance programs. Conclusion: This paper suggests that the large gaps between BMISUE and BMISURR only reflect on inpatient care and inpatient costs, there is no difference in outpatient services between these two health insurance programs. “Excessive demand”, “induced demand” and other moral hazard phenomena in BMISUE should be avoided when receiving hospitalization services.
- 1 October 2020
- Published by Taylor & Francis in Risk Management and Healthcare Policy
- Vol. ume 13, 2199-2212
Open AccessOut-Patient Service and in-Patient Service: The Impact of Health Insurance on the Healthcare Utilization of Mid-Aged and Older Residents in Urban China
Purpose: Medical insurance is a disease risk-sharing mechanism that can improve residents’ financial access to medical treatment and thus increase their utilization of health services. This paper aims to identify the impact of different kinds of medical insurances on the use of healthcare for Chinese mid-aged and older urban residents from four aspects: outpatient behaviour, outpatient costs, inpatient behaviour and inpatient costs. Materials and Methods: The data used in this study were from 2015 China Health and Retirement Longitudinal Study (CHARLS) conducted by Peking University. Binary logit model and multiple linear regression model were used to analyse the impact of health insurance on the use of healthcare, and the PSM method was used to test the robustness of the results. Results: Participating in either BMIUSE or BMISURR can significantly improve all kinds of healthcare utilization for mid-aged and older urban groups. However, there are huge differences on the healthcare utilization between BMISUE and BMISURR. Specifically, the probability of using inpatient care and inpatient costs of urban residents enrolled in the BMISUE are 4.2% and 45% higher, respectively, than those covered by the BMISURR, but there are no differences in outpatient care utilization and outpatient costs between these two health insurance programs. Conclusion: This paper suggests that the large gaps between BMISUE and BMISURR only reflect on inpatient care and inpatient costs, there is no difference in outpatient services between these two health insurance programs. “Excessive demand”, “induced demand” and other moral hazard phenomena in BMISUE should be avoided when receiving hospitalization services.
- Open Access
- 19 May 2020
- Published by MDPI AG in International Journal of Environmental Research and Public Health
- Vol. 17 (10) , 3539
The Impact of Internet Medical Information Overflow on Residents’ Medical Expenditure Based on China’s Observations
Background: The rapid rise of medical expenditure is a common problem in the field of public health around the world, but the challenges for the Chinese government are even greater. How to control the rapid rise in medical expenditure and reduce individuals’ economic burden when receiving medical treatment has become one of the core issues that the Chinese government urgently needs to solve. The aim of this study was to evaluate the impact of Internet use on individuals’ medical expenditure and further discuss the potential impact mechanism. Methods: The data used in this study were from the 2018 China Family Panel Studies (CFPS) conducted by Peking University. The Heckman sample selection model was used to analyse the impact of Internet use on individuals’ medical expenditure. Results: Internet use reduced the medical expenditure of individuals by 6.19%; high frequency Internet use reduced the medical expenditure of individuals by 15.1%, while low frequency Internet use had no impact. In addition, Internet use had different impacts on individuals’ medical expenditure at different levels of hospitals. Specifically, Internet use reduced the medical expenditure of individuals who received medical treatment at general hospitals by 9.63%, and high frequency Internet use reduced the medical expenditure of individuals by 22.2%. However, Internet use had no impact on the medical expenditure of individuals who received medical treatment at primary hospitals. Conclusions: Findings from this study underscore the importance of Internet use as an important role in reducing individuals’ medical expenditure. The use of the Internet can significantly reduce the level of individuals’ medical expenditure, and high frequency Internet use has a greater effect. However, Internet use has different impacts on individuals’ medical expenditure among different levels of hospitals. The reduction effect of Internet use on individuals’ medical expenditure is mainly concentrated in general hospitals but has no effect in primary hospitals.
- 19 May 2020
- Published by MDPI AG in International Journal of Environmental Research and Public Health
- Vol. 17 (10) , 3539
Open AccessThe Impact of Internet Medical Information Overflow on Residents’ Medical Expenditure Based on China’s Observations
Background: The rapid rise of medical expenditure is a common problem in the field of public health around the world, but the challenges for the Chinese government are even greater. How to control the rapid rise in medical expenditure and reduce individuals’ economic burden when receiving medical treatment has become one of the core issues that the Chinese government urgently needs to solve. The aim of this study was to evaluate the impact of Internet use on individuals’ medical expenditure and further discuss the potential impact mechanism. Methods: The data used in this study were from the 2018 China Family Panel Studies (CFPS) conducted by Peking University. The Heckman sample selection model was used to analyse the impact of Internet use on individuals’ medical expenditure. Results: Internet use reduced the medical expenditure of individuals by 6.19%; high frequency Internet use reduced the medical expenditure of individuals by 15.1%, while low frequency Internet use had no impact. In addition, Internet use had different impacts on individuals’ medical expenditure at different levels of hospitals. Specifically, Internet use reduced the medical expenditure of individuals who received medical treatment at general hospitals by 9.63%, and high frequency Internet use reduced the medical expenditure of individuals by 22.2%. However, Internet use had no impact on the medical expenditure of individuals who received medical treatment at primary hospitals. Conclusions: Findings from this study underscore the importance of Internet use as an important role in reducing individuals’ medical expenditure. The use of the Internet can significantly reduce the level of individuals’ medical expenditure, and high frequency Internet use has a greater effect. However, Internet use has different impacts on individuals’ medical expenditure among different levels of hospitals. The reduction effect of Internet use on individuals’ medical expenditure is mainly concentrated in general hospitals but has no effect in primary hospitals.