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M. Knight, Kelly Bienhoff, B. A, H. Ababneh, M. Abbasi, Zahra Abbasi Dolatabadi, M. Abbasifard, S. A. Abd ElHafeez, Ashraf Nabiel Abdalla, Reda Abdel-Hameed, A. Abdelkader, S. Abd-elsalam, Deldar Morad Abdulah, Auwal Abdullahi, Meklit Girma Abebe, Tesfaye Birhanu Abebe, Habtamu Abebe Getahun, Armita Abedi, Asrat Agalu Abejew, E. Abhilash, Alemwork Abie, R. Aboagye, A. Aborode, Nagah M. Abourashed, M. Abouzid, Lucas Guimarães Abreu, M. R. Abrigo, Dariush Abtahi, A. S. Abu Lila, Bilyaminu Abubakar, Rana Abufarha, Eman Abu-Gharbieh, Ahmad Y. Abuhelwa, Hana J. Abukhadijah, Anirudh B Acharya, K. Acharya, Swetha Acharya, M. Adabi, Lisa C. Adams, N. L. Adamu, I. Y. Addo, O. Adediran, Kamoru A. Adedokun, O. Adegbile, O. Adeleke, M. Adesina, R. Adesola, C. Adetunji, J. B. Adetunji, R. Adhikary, Atman Adiba, P. Adoma, A. Afolabi, M. Afzal, Saira Afzal, V. Agbajelola, Feleke Doyore Agide, P. Agordoh, Cesar Agostinis Sobrinho, Prince Agwu, Williams Agyemang-Duah, Adamu Adamu Ahmad, Aqeel Ahmad, Danish Ahmad, K. Ahmad, Muayyad M. Ahmad, Rabbiya Ahmad, Sajjad Ahmad, S. Ahmad, Ali Ahmadi, Asma Ahmed, Ayman Ahmed, J. Ahmed, Junaid Ahmed, Mehrunnisha Ahmed, M. Ahmed, Mushood Ahmed, Syed Anees Ahmed, Marjan Ajami, Muhammad Nadeem Akhtar, Samina Akhtar, Wole Akosile, Mohammad Al Nawayseh, Yazan Al Thaher, Omar Ali Mohammed Al Zaabi, Mohammad A Al Zoubi, T. Al Zoubi, Timothy Olukunle Aladelusi, Fares Alahdab, Z. Al-Aly, K. Alam, Mohammad Khursheed Alam, M. J. Alam, Pravej Alam, Zufishan Alam, Rasmieh M. Al-amer, F. Alanezi, Turki M. Alanzi, Fahmi Y. Al-Ashwal, H. Albargi, Mohammed ALBashtawy, J. Alcalde-Rabanal, Khalifah A. Aldawsari, M. Aldossary, R. Aldridge, Shereen M. Aleidi, Beza Alemayehu, A. Al-Eyadhy, A. Alfalki, A. Algammal, R. Alhassan, Ashraf Alhumaidi, Irfan Ali, Kamran Ali, Liaqat Ali, Mohammad Ali, M. Ali, Rafat Ali, Syed Shujait Shujait Ali, A. Al-Ibraheem, Montaha Al-Iede, Esubalew Muluneh Aligaz, Hamid Alinejad Rokny, C. Alinia, Morteza Alipour, Samah W. Al-Jabi, M. S. Aljohani, Syed Mohamed Aljunid, Wesam Almagharbeh, Mohammed J. Almalki, Md. Al-Mamun, Sabah Al-Marwani, Joseph Almazan, Mohmmad Minwer Alnaeem, K. Alnawafleh, Mahmoud A. Alomari, Saleh A Alqahtani, Mohammad A. Y. Alqudah, Intima Alrimawi, S. Alrousan, Ali S. Alshami, Mamdouh Alshammari, A. Alsharari, Ala’a B. Al-Tammemi, Malik A. Althobiani, N. Alvis-Guzmán, Y. Al-Worafi, Mohammad Sharif Ibrahim Alyahya, K. Alzoubi, Masoud Aman Mohammadi, M. Amedari, F. Amer, A. Amin, Saeed Amini, Majid Aminzare, Sohrab Amiri, G. Amusa, J. Amzat, Pedro Prata Andrade, Song Peng Ang, Blake Angell, Nguyen Hoang Anh, S. E. Ankomah, Dr.Kabilan Annadurai, B. Anuoluwa, Iyadunni A. Anuoluwa, Saeid Anvari, S. Anwar, R. Anwer, A. Anyasodor, J. Arabloo, M. Arafat, A. Aravkin, D. Areda, A. Aremu, Ghazal Arjmand, Jesu Arockiaraj, M. Arooj, A. Artamonov, Nabiy Arystan, Syed Mohammad Basherudin Asdaq, Saeed Asgary, Nestor Asiamah, M. Aslam, G. Asres, A. R. Assariparambil, B. Assembekov, S. Athari, Sulaiman Olusegun Atiku, Ba-Etilayoo Atinga, P. Atorkey, A. Atreya, A. Aujayeb, N. M. Aung, Sana Javaid Awan, Kemal Lemnuro Lemnuro Awol, C. O. Ayala, M. Ayanore, Mohd Yusmaidie Aziz, A. Azzam, Z. Babandi, Fatemeh Baberi, R. Babiker, Abraham Samuel Babu, Syed Babar Jamal Bacha, A. A. Badran, Youngoh Bae, Abdul Rasheed Bahar, A. Bahattab, Razieh Bahreini, Ruhai Bai, A. Baig, L. Bains, A. U. Bai-Sesay, Mohamad Amin Bakhshali, Shankar M. Bakkannavar, A. T. Bako, P. Balakrishnan, Senthilkumar Balakrishnan, W. F. Balcha, Ovidiu Constantin Baltatu, B. Banik, Aleksandra Barac, Till Bärnighausen, H. Barqawi, C. Barth, Z. Basharat, Mohammad-Mahdi Bastan, A. Batiha, Kavita Batra, S. D. Bayable, Mulat Tirfie Bayih, Zemenu Wube Bayleyegn, N. Beeraka, Diana Fernanda Bejarano Ramirez, Bekalu Mekonen Belay, Asnake Gashaw Belayneh, A. Bello, Samiun Nazrin Bente Kamal Tune, K. Berhanu, Robert S. Bernstein, Nikha Bhardwaj, Pankaj Bhardwaj, Sonu M M Bhaskar, P. Bhattacharjee, G. K. Bhatti, Jasvinder Singh Bhatti, Rajbir Bhatti, Zulfiqar A Bhutta, S. Biadgilign, Bijit Biswas, M. Biswas, Fassikaw Kebede Bizuneh, M. Boachie, Trupti Bodhare, S. Bohlouli, Lucimere Bohn, A. Bonny, Sudipta Bose, S. Bouaoud, Dejana Braithwaite, D. Briggs, Ovidiu Bunea, F. Busch, Reinhard Busse, Yasser K. Bustanji, Z. Butt, Jack Cagney, Ismael Campos-Nonato, Si Cao, Yu Cao, M. Car, Rosario Cárdenas, Andre F. Carvalho, F. Carvalho, A. Catapano, P. R. Chacón-Uscamaita, R. Chandika, M. Chandradasa, V. Chandu, Jung-Chen Chang, Qinghua Chang, V. Chattu, L. D. Chau, A. Chaudhary, Sirshendu Chaudhuri, A. Chaurasia, Che Mohd Nasril Che Mohd Nassir, F. A. Chekole, Haowei Chen, Mingling Chen, Yun-Jung Choi, Bryan Chong, Hitesh Chopra, Shivani Chopra, Sonali Gajanan Choudhari, D. Chu, J. M. Chua, I. Chukwu, Sunghyun Chung, A. Cicero, Fred Cohen, J. Conde, C. Cosma, N. Cruz-Martins, Ali Dabbagh, O. Dadras, Bishal Dahal Khatri, X. Dai, M. Dalaba, M. Dalakoti, Emanuele D’Amico, Anh Kim Dang, S. Darcho, R. Darvishi Cheshmeh Soltani, M. D. de Abreu, Jan‐Walter De Neve, Iván Delgado-Enciso, E. Dellie, Dessalegn Demeke, Ismail Dergaa, Nikolaos Dervenis, Muamer Dervisevic, Aragaw Tesfaw Desale, Vinoth Gnana Chellaiyan Devanbu, Syed Masudur Rahman Dewan, Thakur Dhakal, Rajinder K. Dhamija, A. Dhane, Sreedhar Dharmagadda, M. Di Pumpo, Adriana Dima, Delaney D. Ding, I. Dipeolu, H. Do, Mai Hoang Ngoc Do, Mario D’Oria, Fariba Dorostkar, Ojas Prakashbhai Doshi, Robert Kokou Dowou, E. Dumbili, Senbagam Duraisamy, O. Durojaiye, A. Dushpanova, E. Eboreime, I. Ebuenyi, Afework Edmealem, D. Edvardsson, Ferry Efendi, A. Egwuenu, Michael Ekholuenetale, R. E. El Arab, M. Eladl, Muhammed Elhadi, Y. Elhadi, S. Elkahoui, Randa Elsheikh, Chadi Eltaha, S. Eneh, M. Eslami, Fahima Nasrin Eva, E. Ezenwankwo, Adewale Oluwaseun Fadaka, Heidar Fadavian, A. Fagbamigbe, A. Fahim, I. Fakhradiyev, Mohammad Fareed, Aisha Farhana, Liliana Faria, Andre Faro, Fatemeh Farshad, F. Fasina, Davood Fathi, G. Fekadu, A. Feroze, Pietro Ferrara, Marta Figueiredo, Safia Firdous, Florian Fischer, F. Fogacci, A. A. Fomenkov, Arianna Fornari, A. Forray, Alberto Freitas, T. Fukumoto, N. Fullman, Adam Fusheini, Péter Gaál, M. Gadanya, D. Gadeka, Anna Gage, Márió Gajdács, Balasubramanian Ganesh, E. Ganessane, Fernando Jr. Barroga Garcia, Chandi Garg, Jacopo Garlasco, R. Gautam, Tsion S Gebre, Beza A Gelaw, Stefano Gelibter, Julian Gendreau, K. Genty, Gebremariam Wulie Geremew, Genanew Kassie Getahun, K. Y. Gete, M. Ghaderzadeh, F. Ghadirian, Kazem Ghaffari, L. Ghalichi, Arin Ghamkhar, Ali Ghandili, A. Ghashghaee, S. Ghimire, A. Gholamrezanezhad, V. Giannouli, A. Gil, Syed Abdullah Gilani, B. Giri, Alemea girmay, Mahaveer Golechha, Pouya Goleij, Davide Golinelli, Melika Golmohammadi, Y. Goshu, Bárbara Niegia Garcia Goulart, Tulasi Govardhan, A. Grada, G. Guarducci, S. Guicciardi, Sheffali Gulati, K. Gulma, D. Gunawardane, Lei Guo, Aayush Gupta, Bhawna Gupta, R. Gupta, Sapna Gupta, V. K. Gupta, R. S. Gutiérrez-Murillo, José Guzmán-Esquivel, Farrokh Habibzadeh, Zahra Hadian, Khalid Rehman Hakeem, Alex Hakuzimana, P. Halder, K. H. Hama Aziz, A. Hamdan-Mansour, Mohamed Hamed, Parvaneh Hamian Roumiani, S. Hamidi, Asif Hanif, M. Haq, J. Haro, M. J. Hasan, S. M. M. Hasan, Towhid Hasan, A. Hasanpour Dehkordi, Arezou Hashem Zadeh, Ahmad Shoeb Hashmi, M. Hasnain, Amr Hassan, I. Hassan, M. Hassan, S. Hay, A. Hayatu, Mohammad Heidari, Majid Heydari, T. Hinneh, Yuta Hiraike, Ramesh Holla, Yuankun Hong, Mehdi Hoseinzadeh, Lubna S Hossain, M. Hossain, M. Hossain, M. Hostiuc, S. Hostiuc, G. Hu, Junjie. Huang, Yongsong Huang, A. Humayun, Javid Hussain, O. Ibidoja, A. Ibrahim, U. Ibrahim, Anel Ibrayeva, P. Iftikhar, A. Ikram, J. Ikram, O S Ilesanmi, Irena Ilic, Milena Ilic, M. Imam, Arit Inok, Meesha Iqbal, Mujahid Iqbal, Usman Iqbal, L. Irham
1 1. 9. 2026.

Measuring the composition and availability of human resources for health by sex in 204 countries and territories, 1990-2023, and workforce gaps for universal health coverage: a systematic analysis for the Global Burden of Disease Study 2023.

BACKGROUND Understanding the size, gender composition, and cadre mix of the health workforce and how it has evolved across time and locations can inform policies for planning, recruitment, training, and retention of human resources for health (HRH), and improvement of access to the health-care workforce among populations. Using comparable and standardised data sources, we aim to describe the composition and density of health workers by sex among 20 cadres for 204 countries and territories over 1990-2023 and quantify workforce shortfalls relative to universal health coverage (UHC) attainment. METHODS We used 1816 country-years of data from population-based surveys, 82 from censuses, 3888 from administrative sources, and 96 from scientific literature. We harmonised reported occupation in all sources with the International Standard Classification of Occupations 2008. We produced estimates for 20 cadres and the total health workforce disaggregated by sex using spatiotemporal Gaussian process regression, a standardised method in the Global Burden of Diseases, Injuries, and Risk Factors study. Finally, stochastic frontier meta-regression was used to estimate the minimum density of doctors, nurses and midwives, dentists, and pharmacists required to reach a score of 80 out of 100 on the UHC effective coverage index. FINDINGS In 2023, there were 122·1 million (95% uncertainty interval 115·4-130·5) health workers across 20 cadres, an increase of 81·2 million (72·0-90·5) or 198·5% (161·9-245·6) relative to 1990. Of that total, there were 15·1 million (13·1-18·2) doctors, 33·2 million (30·8-36·3) nurses, 2·4 million (2·0-2·9) midwives, and 7·6 million (6·7-8·6) community health workers (CHWs). 68·9% (66·9-70·6) of all health workers in 2023 were female, and female health workers accounted for 71·4% (64·5-77·4) of net HRH workforce growth. Less than half of doctors were female (43·9%, 34·5-53·2) and most nurses (80·7%, 76·2-83·1), midwives (96·0%, 83·9-98·5), and CHWs (89·5%, 83·6-93·7) were female. Substantial differences in HRH density remained into 2023: sub-Saharan Africa had the lowest HRH densities across cadres, with the exception of CHWs, while high-income countries had the highest HRH densities. To reach 80 out of 100 on the UHC index, an additional 7·1 million (6·6-7·5) doctors, 23·9 million (21·8-26·1) nurses and midwives, 1·8 million (1·6-1·9) dentists, and 1·6 million (1·4-1·9) pharmacists are required globally. INTERPRETATION The global health workforce has expanded substantially since 1990, largely due to women entering the formal health workforce. However, this expansion has been uneven across regions and persistent shortfalls remain in doctors, nurses and midwives, dentists, and pharmacists relative to moderate UHC attainment. Addressing these gaps will require expansion of training capacity, retention and remuneration policies for early-career workers, and gender-responsive workforce arrangements. FUNDING Gates Foundation.


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