Measuring the availability of human resources for health and its relationship to universal health coverage for 204 countries and territories from 1990 to 2019: a systematic analysis for the Global Burden of Disease Study 2019

Norberto Perico, Giuseppe Remuzzi, Christopher J L Murray, Aleksandr Y. Aravkin, Peng Zheng, Michael R.M. Abrigo, Abdelrahman Ibrahim Abushouk, Gina Agarwal, Fares Alahdab, Ziyad Al‐Aly, Khurshid Alam, Turki M Alanzi, Vahid Alipour, Cătălina Liliana Andrei, Tudorel Andrei, Carl Abelardo T Antonio, Jalal Arabloo, Martin Amogre Ayanore, Maciej Banach, Till Bärnighausen, Celine M Barthelemy, Mohsen Bayati, Adam E. Berman, Ali Bijani, Boris Bikbov, Antonio Biondi, Zahid A Butt, Ismael Campos‐Nonato, Rosario Cárdenas, Félix Carvalho, Vijay Kumar Chattu, Dinh‐Toi Chu, Lalit Dandona, Rakhi Dandona, William James Dangel, Ahmad Daryani, Rajat Das Gupta, Shirin Djalalinia, Hoa Do, Leila Doshmangir, Maha El Tantawi, Eduarda Fernandes, Florian Fischer, Nataliya A Foigt, Artem Alekseevich Fomenkov, Masoud Foroutan, Takeshi Fukumoto, Keyghobad Ghadiri, Mansour Ghafourifard, Ahmad Ghashghaee, Houman Goudarzi, Randah R Hamadeh, Samer Hamidi, Josep María Haro, Edris Hasanpoor, Simon I Hay, Naznin Hossain, Mowafa Househ, Olayinka Stephen Ilesanmi, Seyed Sina Naghibi Irvani, Caleb Mackay Salpeter Irvine, Sheikh Mohammed Shariful Islam, Mohammad Ali Jahani, Rohollah Kalhor, Gbenga A Kayode, Nauman Khalid, Khaled Khatab, Adnan Kısa, Sonali Kochhar, Kewal Krishan, Barthélémy Kuate Defo, Faris Lami, Anders Larsson, Kate E LeGrand, Lee‐Ling Lim, Azeem Majeed, Afshin Maleki, Tomislav Meštrović, GK Mini, Andreea Mirică, Erkin М Мirrakhimov, Yousef Mohammad, Shafiu Mohammed, Ali H. Mokdad, Shane D. Morrison, Mohsen Naghavi, Ionuţ Negoi, Josephine W Ngunjiri, Cuong Tat Nguyen, Yeshambel T. Nigatu, Obinna Onwujekwe, Nikita Otstavnov, Stanislav S Otstavnov, Mayowa Owolabi, Veincent Christian Filipino Pepito, Hai Quang Pham, Mohammad Rabiee, David Laith Rawaf, Salman Rawaf, Lal Rawal, André M. N. Renzaho, Serge Resnikoff, Nima Rezaei, Aziz Rezapour, Jennifer Rickard, Leonardo Roever, Abdallah M Samy, Juan Sanabria, Milena M Santric-Milicevic, Sivan Yegnanarayana Iyer Saraswathy, Subramanian Senthilkumaran, Masood Ali Shaikh, Aziz Sheikh, Caroline Stein, Dan J. Stein, М. В. Титова, Bhaskaran Unnikrishnan, Marco Vacante, Pascual Valdéz, Tommi Vasankari, Narayanaswamy Venketasubramanian, Vasily Vlassov, Theo Vos, Naohiro Yonemoto, Mustafa Z Younis, Zhi-Jiang Zhang, Arash Ziapour, Stephen S Lim, Rafael Lozano, Nelson Alvis‐Guzmán, Janet L Leasher, Xiaochen Dai, Vafa Rahimi‐Movaghar, Olatunde Aremu, Navid Rabiee, Nancy Fullman, David M. Pigott, Habib Benzian, Kelly Bienhoff, Soraya Seedat, Edson Serván‐Mori, Diego Augusto Santos Silva, Sanjay Zodpey, Behzad Heibati, Soosanna Kumary Chattu, Meghnath Dhimal, Doris V Ortega-Altamirano, Marcos Roberto Tovani‐Palone, Saif Ullah, Oladimeji Adebayo, Jacqueline Elizabeth Alcalde‐Rabanal, Arianna Maever L. Amit, Archith Boloor, Reinhard Busse, Chirag Doshi, Mohamed Gad, Nathaniel J Henry, Michael K. Hole, Ankur Joshi, Benjamin B. Massenburg, Ruxandra Irina Negoi, Abhijit Pakhare, Khem Narayan Pokhrel, Jamal A Yearwood, Sojib Bin Zaman, Mohamed Hegazy, Stephanie M. Topp, Jan‐Walter De Neve, Narayan Bahadur Mahotra, Luis Alberto Cámera, Dharmesh Kumar Lal, Mohammad Hasan Imani-Nasab, Duduzile Ndwandwe, Megan Knight, Siddhesh Zadey, Annie Haakenstad, Taddese Alemu Zerfu, Maitreyi Sahu, Vin Gupta, Chuanhua Yu, Corinne Bintz, Collins Chansa, Isaac Oluwafemi Dipeolu, Elham Ehsani‐Chimeh, Thomas Glucksman, Narayana Manjunatha
2022-05-23

SCID:  54.1/zt2qehyf
BACKGROUND: Human resources for health (HRH) include a range of occupations that aim to promote or improve human health. The UN Sustainable Development Goals (SDGs) and the WHO Health Workforce 2030 strategy have drawn attention to the importance of HRH for achieving policy priorities such as universal health coverage (UHC). Although previous research has found substantial global disparities in HRH, the absence of comparable cross-national estimates of existing workforces has hindered efforts to quantify workforce requirements to meet health system goals. We aimed to use comparable and standardised data sources to estimate HRH densities globally, and to examine the relationship between a subset of HRH cadres and UHC effective coverage performance. METHODS: Through the International Labour Organization and Global Health Data Exchange databases, we identified 1404 country-years of data from labour force surveys and 69 country-years of census data, with detailed microdata on health-related employment. From the WHO National Health Workforce Accounts, we identified 2950 country-years of data. We mapped data from all occupational coding systems to the International Standard Classification of Occupations 1988 (ISCO-88), allowing for standardised estimation of densities for 16 categories of health workers across the full time series. Using data from 1990 to 2019 for 196 of 204 countries and territories, covering seven Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) super-regions and 21 regions, we applied spatiotemporal Gaussian process regression (ST-GPR) to model HRH densities from 1990 to 2019 for all countries and territories. We used stochastic frontier meta-regression to model the relationship between the UHC effective coverage index and densities for the four categories of health workers enumerated in SDG indicator 3.c.1 pertaining to HRH: physicians, nurses and midwives, dentistry personnel, and pharmaceutical personnel. We identified minimum workforce density thresholds required to meet a specified target of 80 out of 100 on the UHC effective coverage index, and quantified national shortages with respect to those minimum thresholds. FINDINGS: We estimated that, in 2019, the world had 104·0 million (95% uncertainty interval 83·5-128·0) health workers, including 12·8 million (9·7-16·6) physicians, 29·8 million (23·3-37·7) nurses and midwives, 4·6 million (3·6-6·0) dentistry personnel, and 5·2 million (4·0-6·7) pharmaceutical personnel. We calculated a global physician density of 16·7 (12·6-21·6) per 10 000 population, and a nurse and midwife density of 38·6 (30·1-48·8) per 10 000 population. We found the GBD super-regions of sub-Saharan Africa, south Asia, and north Africa and the Middle East had the lowest HRH densities. To reach 80 out of 100 on the UHC effective coverage index, we estimated that, per 10 000 population, at least 20·7 physicians, 70·6 nurses and midwives, 8·2 dentistry personnel, and 9·4 pharmaceutical personnel would be needed. In total, the 2019 national health workforces fell short of these minimum thresholds by 6·4 million physicians, 30·6 million nurses and midwives, 3·3 million dentistry personnel, and 2·9 million pharmaceutical personnel. INTERPRETATION: Considerable expansion of the world's health workforce is needed to achieve high levels of UHC effective coverage. The largest shortages are in low-income settings, highlighting the need for increased financing and coordination to train, employ, and retain human resources in the health sector. Actual HRH shortages might be larger than estimated because minimum thresholds for each cadre of health workers are benchmarked on health systems that most efficiently translate human resources into UHC attainment. FUNDING: Bill & Melinda Gates Foundation.
Publication Details
Publication Date
2022-05-23
Journal
Publisher
ISSN
Access Type
Author Information
Authors
Norberto Perico
Giuseppe Remuzzi
Christopher J L Murray
Aleksandr Y. Aravkin
Peng Zheng
Michael R.M. Abrigo
Abdelrahman Ibrahim Abushouk
Gina Agarwal
Fares Alahdab
Ziyad Al‐Aly
Khurshid Alam
Turki M Alanzi
Vahid Alipour
Cătălina Liliana Andrei
Tudorel Andrei
Carl Abelardo T Antonio
Jalal Arabloo
Martin Amogre Ayanore
Maciej Banach
Till Bärnighausen
Celine M Barthelemy
Mohsen Bayati
Adam E. Berman
Ali Bijani
Boris Bikbov
Antonio Biondi
Zahid A Butt
Ismael Campos‐Nonato
Rosario Cárdenas
Félix Carvalho
Vijay Kumar Chattu
Dinh‐Toi Chu
Lalit Dandona
Rakhi Dandona
William James Dangel
Ahmad Daryani
Rajat Das Gupta
Shirin Djalalinia
Hoa Do
Leila Doshmangir
Maha El Tantawi
Eduarda Fernandes
Florian Fischer
Nataliya A Foigt
Artem Alekseevich Fomenkov
Masoud Foroutan
Takeshi Fukumoto
Keyghobad Ghadiri
Mansour Ghafourifard
Ahmad Ghashghaee
Houman Goudarzi
Randah R Hamadeh
Samer Hamidi
Josep María Haro
Edris Hasanpoor
Simon I Hay
Naznin Hossain
Mowafa Househ
Olayinka Stephen Ilesanmi
Seyed Sina Naghibi Irvani
Caleb Mackay Salpeter Irvine
Sheikh Mohammed Shariful Islam
Mohammad Ali Jahani
Rohollah Kalhor
Gbenga A Kayode
Nauman Khalid
Khaled Khatab
Adnan Kısa
Sonali Kochhar
Kewal Krishan
Barthélémy Kuate Defo
Faris Lami
Anders Larsson
Kate E LeGrand
Lee‐Ling Lim
Azeem Majeed
Afshin Maleki
Tomislav Meštrović
GK Mini
Andreea Mirică
Erkin М Мirrakhimov
Yousef Mohammad
Shafiu Mohammed
Ali H. Mokdad
Shane D. Morrison
Mohsen Naghavi
Ionuţ Negoi
Josephine W Ngunjiri
Cuong Tat Nguyen
Yeshambel T. Nigatu
Obinna Onwujekwe
Nikita Otstavnov
Stanislav S Otstavnov
Mayowa Owolabi
Veincent Christian Filipino Pepito
Hai Quang Pham
Mohammad Rabiee
David Laith Rawaf
Salman Rawaf
Lal Rawal
André M. N. Renzaho
Serge Resnikoff
Nima Rezaei
Aziz Rezapour
Jennifer Rickard
Leonardo Roever
Abdallah M Samy
Juan Sanabria
Milena M Santric-Milicevic
Sivan Yegnanarayana Iyer Saraswathy
Subramanian Senthilkumaran
Masood Ali Shaikh
Aziz Sheikh
Caroline Stein
Dan J. Stein
М. В. Титова
Bhaskaran Unnikrishnan
Marco Vacante
Pascual Valdéz
Tommi Vasankari
Narayanaswamy Venketasubramanian
Vasily Vlassov
Theo Vos
Naohiro Yonemoto
Mustafa Z Younis
Zhi-Jiang Zhang
Arash Ziapour
Stephen S Lim
Rafael Lozano
Nelson Alvis‐Guzmán
Janet L Leasher
Xiaochen Dai
Vafa Rahimi‐Movaghar
Olatunde Aremu
Navid Rabiee
Nancy Fullman
David M. Pigott
Habib Benzian
Kelly Bienhoff
Soraya Seedat
Edson Serván‐Mori
Diego Augusto Santos Silva
Sanjay Zodpey
Behzad Heibati
Soosanna Kumary Chattu
Meghnath Dhimal
Doris V Ortega-Altamirano
Marcos Roberto Tovani‐Palone
Saif Ullah
Oladimeji Adebayo
Jacqueline Elizabeth Alcalde‐Rabanal
Arianna Maever L. Amit
Archith Boloor
Reinhard Busse
Chirag Doshi
Mohamed Gad
Nathaniel J Henry
Michael K. Hole
Ankur Joshi
Benjamin B. Massenburg
Ruxandra Irina Negoi
Abhijit Pakhare
Khem Narayan Pokhrel
Jamal A Yearwood
Sojib Bin Zaman
Mohamed Hegazy
Stephanie M. Topp
Jan‐Walter De Neve
Narayan Bahadur Mahotra
Luis Alberto Cámera
Dharmesh Kumar Lal
Mohammad Hasan Imani-Nasab
Duduzile Ndwandwe
Megan Knight
Siddhesh Zadey
Annie Haakenstad
Taddese Alemu Zerfu
Maitreyi Sahu
Vin Gupta
Chuanhua Yu
Corinne Bintz
Collins Chansa
Isaac Oluwafemi Dipeolu
Elham Ehsani‐Chimeh
Thomas Glucksman
Narayana Manjunatha
Explore More Research
Use the citation graph to discover related papers and expand your research horizons.
Click any node to explore
Download PDF
100%