Mapping disparities in education across low- and middle-income countries

Journal article


Graetz, N, Woyczynski, L, Wilson, KF, Hall, JB, Abate, KH, Abd-Allah, F, Adebayo, OM, Adekanmbi, V, Afshari, M, Ajumobi, O, Akinyemiju, T, Alahdab, F, Al-Aly, Z, Rabanal, JEA, Alijanzadeh, M, Alipour, V, Altirkawi, K, Amiresmaili, M, Anber, NH, Andrei, CL, Anjomshoa, M, Antonio, CAT, Arabloo, J, Aremu, O, Aryal, KK, Asadi-Aliabadi, M, Atique, S, Ausloos, M, Awasthi, A, Quintanilla, BPA, Azari, S, Badawi, A, Banoub, JAM, Barker-Collo, SL, Barnett, A, Bedi, N, Bennett, DA, Bhattacharjee, NV, Bhattacharyya, K, Bhattarai, S, Bhutta, ZA, Bijani, A, Bikbov, B, Britton, G, Burstein, R, Butt, ZA, Cárdenas, R, Carvalho, F, Castañeda-Orjuela, CA, Castro, F, Cerin, E, Chang, JC, Collison, ML, Cooper, C, Cork, MA, Daoud, F, Das Gupta, R, Weaver, ND, De Neve, JW, Deribe, K, Desalegn, BB, Deshpande, A, Desta, M, Dhimal, M, Diaz, D, Dinberu, MT, Djalalinia, S, Dubey, M, Dubljanin, E, Durães, AR, Dwyer-Lindgren, L, Earl, L, Kalan, ME, El-Khatib, Z, Eshrati, B, Faramarzi, M, Fareed, M, Faro, A, Fereshtehnejad, SM, Fernandes, E, Filip, I, Fischer, F, Fukumoto, T, García, JA, Gill, PS, Gill, TK, Gona, PN, Gopalani, SV, Grada, A, Guo, Y, Gupta, R, Gupta, V, Haj-Mirzaian, A, Haj-Mirzaian, A, Hamadeh, RR, Hamidi, S, Hasan, M, Hassen, HY, Hendrie, D, Henok, A and Herteliu, C. (2020). Mapping disparities in education across low- and middle-income countries. Nature. 577 (7789), pp. 235-238. https://doi.org/10.1038/s41586-019-1872-1
AuthorsGraetz, N, Woyczynski, L, Wilson, KF, Hall, JB, Abate, KH, Abd-Allah, F, Adebayo, OM, Adekanmbi, V, Afshari, M, Ajumobi, O, Akinyemiju, T, Alahdab, F, Al-Aly, Z, Rabanal, JEA, Alijanzadeh, M, Alipour, V, Altirkawi, K, Amiresmaili, M, Anber, NH, Andrei, CL, Anjomshoa, M, Antonio, CAT, Arabloo, J, Aremu, O, Aryal, KK, Asadi-Aliabadi, M, Atique, S, Ausloos, M, Awasthi, A, Quintanilla, BPA, Azari, S, Badawi, A, Banoub, JAM, Barker-Collo, SL, Barnett, A, Bedi, N, Bennett, DA, Bhattacharjee, NV, Bhattacharyya, K, Bhattarai, S, Bhutta, ZA, Bijani, A, Bikbov, B, Britton, G, Burstein, R, Butt, ZA, Cárdenas, R, Carvalho, F, Castañeda-Orjuela, CA, Castro, F, Cerin, E, Chang, JC, Collison, ML, Cooper, C, Cork, MA, Daoud, F, Das Gupta, R, Weaver, ND, De Neve, JW, Deribe, K, Desalegn, BB, Deshpande, A, Desta, M, Dhimal, M, Diaz, D, Dinberu, MT, Djalalinia, S, Dubey, M, Dubljanin, E, Durães, AR, Dwyer-Lindgren, L, Earl, L, Kalan, ME, El-Khatib, Z, Eshrati, B, Faramarzi, M, Fareed, M, Faro, A, Fereshtehnejad, SM, Fernandes, E, Filip, I, Fischer, F, Fukumoto, T, García, JA, Gill, PS, Gill, TK, Gona, PN, Gopalani, SV, Grada, A, Guo, Y, Gupta, R, Gupta, V, Haj-Mirzaian, A, Haj-Mirzaian, A, Hamadeh, RR, Hamidi, S, Hasan, M, Hassen, HY, Hendrie, D, Henok, A and Herteliu, C.
Abstract

© 2019, The Author(s). Educational attainment is an important social determinant of maternal, newborn, and child health1–3. As a tool for promoting gender equity, it has gained increasing traction in popular media, international aid strategies, and global agenda-setting4–6. The global health agenda is increasingly focused on evidence of precision public health, which illustrates the subnational distribution of disease and illness7,8; however, an agenda focused on future equity must integrate comparable evidence on the distribution of social determinants of health9–11. Here we expand on the available precision SDG evidence by estimating the subnational distribution of educational attainment, including the proportions of individuals who have completed key levels of schooling, across all low- and middle-income countries from 2000 to 2017. Previous analyses have focused on geographical disparities in average attainment across Africa or for specific countries, but—to our knowledge—no analysis has examined the subnational proportions of individuals who completed specific levels of education across all low- and middle-income countries12–14. By geolocating subnational data for more than 184 million person-years across 528 data sources, we precisely identify inequalities across geography as well as within populations.

Year2020
JournalNature
Journal citation577 (7789), pp. 235-238
PublisherSpringer Science and Business Media LLC
ISSN0028-0836
Digital Object Identifier (DOI)https://doi.org/10.1038/s41586-019-1872-1
Web address (URL)https://www.nature.com/articles/s41586-019-1872-1
Publication dates
Print09 Jan 2020
Online25 Dec 2019
Publication process dates
Accepted12 Nov 2019
Deposited19 Feb 2020
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Open
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Evidence regarding external financing in manufacturing MSEs using partial least squares regression
Ceptureanu, E.G., Ceptureanu, S. and Herteliu, C. (2019). Evidence regarding external financing in manufacturing MSEs using partial least squares regression. Annals of Operations Research. pp. 1-14. https://doi.org/10.1007/s10479-019-03291-2
Past, present, and future of global health financing: a review of development assistance, government, out-of-pocket, and other private spending on health for 195 countries, 1995–2050
Chang, AY, Cowling, K, Micah, AE, Chapin, A, Chen, CS, Ikilezi, G, Sadat, N, Tsakalos, G, Wu, J, Younker, T, Zhao, Y, Zlavog, BS, Abbafati, C, Ahmed, AE, Alam, K, Alipour, V, Aljunid, SM, Almalki, MJ, Alvis-Guzman, N, Ammar, W, Andrei, CL, Anjomshoa, M, Antonio, CAT, Arabloo, J, Aremu, O, Ausloos, M, Avila-Burgos, L, Awasthi, A, Ayanore, MA, Azari, S, Azzopardi-Muscat, N, Bagherzadeh, M, Bärnighausen, TW, Baune, BT, Bayati, M, Belay, YB, Belay, YA, Belete, H, Berbada, DA, Berman, AE, Beuran, M, Bijani, A, Busse, R, Cahuana-Hurtado, L, Cámera, LA, Catalá-López, F, Chauhan, BG, Constantin, MM, Crowe, CS, Cucu, A, Dalal, K, De Neve, JW, Deiparine, S, Demeke, FM, Do, HP, Dubey, M, El Tantawi, M, Eskandarieh, S, Esmaeili, R, Fakhar, M, Fazaeli, AA, Fischer, F, Foigt, NA, Fukumoto, T, Fullman, N, Galan, A, Gamkrelidze, A, Gezae, KE, Ghajar, A, Ghashghaee, A, Goginashvili, K, Haakenstad, A, Haghparast Bidgoli, H, Hamidi, S, Harb, HL, Hasanpoor, E, Hassen, HY, Hay, SI, Hendrie, D, Henok, A, Heredia-Pi, I, Herteliu, C, Hoang, CL, Hole, MK, Homaie Rad, E, Hossain, N, Hosseinzadeh, M, Hostiuc, S, Ilesanmi, OS, Irvani, SSN, Jakovljevic, M, Jalali, A, James, SL, Jonas, JB, Jürisson, M, Kadel, R, Karami Matin, B, Kasaeian, A, Kasaye, HK and Kassaw, MW (2019). Past, present, and future of global health financing: a review of development assistance, government, out-of-pocket, and other private spending on health for 195 countries, 1995–2050. The Lancet. 393 (10187), pp. 2233-2260. https://doi.org/10.1016/S0140-6736(19)30841-4
Deciphering the fluctuations of high frequency birth rates
Herteliu, C, Richmond, P and Roehner, BM (2018). Deciphering the fluctuations of high frequency birth rates. Physica A: Statistical Mechanics and its Applications. 509, pp. 1046-1061. https://doi.org/10.1016/j.physa.2018.06.057
Day of the week submission effect for accepted papers in Physica A, PLOS ONE, Nature and Cell
Boja, CE, Herteliu, C., Dârdală, M and Ileanu, BV (2018). Day of the week submission effect for accepted papers in Physica A, PLOS ONE, Nature and Cell. Scientometrics. 117 (2), pp. 887-918. https://doi.org/10.1007/s11192-018-2911-7
Quantitative methods to analyze the severe obesity in Romania and its impact over public administration health expenditures
Andrei, CL, Sinescu, RD, Herteliu, C. and Mirică, A (2018). Quantitative methods to analyze the severe obesity in Romania and its impact over public administration health expenditures. Transylvanian Review of Administrative Sciences. 14 (55), pp. 5-17. https://doi.org/10.24193/tras.55E.1
Global, regional, and national age-sex-specific mortality for 282 causes of death in 195 countries and territories, 1980–2017: a systematic analysis for the Global Burden of Disease Study 2017
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Quantitative and qualitative analysis of editor behavior through potentially coercive citations
Herteliu, C, Ausloos, M, Ileanu, BV, Rotundo, G and Andrei, T (2017). Quantitative and qualitative analysis of editor behavior through potentially coercive citations. Publications. 5 (2), pp. 15-15. https://doi.org/10.3390/publications5020015
Global, regional, and national age-sex specific mortality for 264 causes of death, 1980–2016: a systematic analysis for the Global Burden of Disease Study 2016
Naghavi, Mohsen, Abajobir, Amanuel Alemu, Abbafati, Cristiana, Abbas, Kaja M, Abd-Allah, Foad, Abera, Semaw Ferede, Aboyans, Victor, Adetokunboh, Olatunji, Afshin, Ashkan, Agrawal, Anurag, Ahmadi, Alireza, Ahmed, Muktar Beshir, Aichour, Amani Nidhal, Aichour, Miloud Taki Eddine, Aichour, Ibtihel, Aiyar, Sneha, Alahdab, Fares, Al-Aly, Ziyad, Alam, Khurshid, Alam, Noore, Alam, Tahiya, Alene, Kefyalew Addis, Al-Eyadhy, Ayman, Ali, Syed Danish, Alizadeh-Navaei, Reza, Alkaabi, Juma M, Alkerwi, Ala'a, Alla, François, Allebeck, Peter, Allen, Christine, Al-Raddadi, Rajaa, Alsharif, Ubai, Altirkawi, Khalid A, Alvis-Guzman, Nelson, Amare, Azmeraw T, Amini, Erfan, Ammar, Walid, Amoako, Yaw Ampem, Anber, Nahla, Andersen, Hjalte H, Andrei, Catalina Liliana, Androudi, Sofia, Ansari, Hossein, Antonio, Carl Abelardo T, Anwari, Palwasha, Ärnlöv, Johan, Arora, Megha, Artaman, Al, Aryal, Krishna Kumar, Asayesh, Hamid, Asgedom, Solomon W, Atey, Tesfay Mehari, Avila-Burgos, Leticia, Avokpaho, Euripide 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