| Literature DB >> 28159017 |
Jenny X Liu1, Yevgeniy Goryakin2, Akiko Maeda2, Tim Bruckner3, Richard Scheffler4.
Abstract
BACKGROUND: In low- and middle-income countries, scaling essential health interventions to achieve health development targets is constrained by the lack of skilled health professionals to deliver services.Entities:
Keywords: Global health; Health workforce; Labor market projections
Mesh:
Year: 2017 PMID: 28159017 PMCID: PMC5291995 DOI: 10.1186/s12960-017-0187-2
Source DB: PubMed Journal: Hum Resour Health ISSN: 1478-4491
Fig. 1Health worker static labor market theoretical framework. Legend: Demand (D) and supply (S) interact to determine the number of workers (H*) that will be employed at a market wage rate (W*). At a wage rate (WL) that is lower than the market optimum (W*), a shortage of workers results, and the number of workers demanded (HD) exceeds the number supplied (HS). To alleviate shortages in this market, either (1) additional compensation could be given to increase wages to W* and attract more workers into the market, or (2) the production of workers could be increased such that supply shifts outward (S2) and the quantity demand (HD) is achieved while keeping wages at WL
Demand model GLM estimates
| Ln(physicians per 1000) | 95% confidence interval | |
|---|---|---|
| Ln( | 0.231*** | 0.076, 0.387 |
| (0.079) | ||
| Ln( | 0.531*** | 0.253, 0.810 |
| (0.142) | ||
| Ln( | −0.518*** | −0.780. −0.256 |
| (0.133) | ||
| Ln( | −0.099*** | −0.144, −0.054 |
| (0.023) | ||
| Ln( | 0.516*** | 0.372, 0.660 |
| (0.073) | ||
| Constant | −9.882*** | −11.47, −8.29 |
| (0.810) | ||
| Observations | 1179 | |
| Country fixed effects | YES | |
| Log-likelihood | 658.1 |
*** p<0.01
Estimated demand and supply of health workers, by regions and income group, 2013 and 2030
| 2013 (165 countries) | 2030 (165 countries) | # Countries in each group | |||||
|---|---|---|---|---|---|---|---|
| Demand | Supply | Diff (S-D) | Demand | Supply | Diff (S-D) | ||
| WHO Region | |||||||
| Africa | 1,106,183 | 1,874,830 | 768,647 | 2,404,807 | 3,066,666 | 661,859 | 43 |
| Americas | 8,826,933 | 8,385,480 | −441,453 | 15,288,610 | 12,742,856 | −2,545,753 | 28 |
| Eastern Mediterranean | 3,057,524 | 2,690,443 | −367,080 | 6,201,515 | 4,611,408 | −1,590,107 | 15 |
| Europe | 14,178,009 | 12,692,401 | −1,485,607 | 18,158,772 | 16,803,264 | −1,355,508 | 50 |
| South-East Asia | 5,964,318 | 5,772,250 | −192,067 | 12,206,786 | 10,168,591 | −2,038,195 | 8 |
| Western Pacific | 15,133,290 | 10,294,627 | −4,838,663 | 25,894,849 | 17,261,342 | −8,633,507 | 21 |
| WB Region | |||||||
| East Asia and Pacific | 15,481,985 | 11,141,638 | −4,340,347 | 26,546,027 | 18,250,702 | −8,295,325 | 23 |
| Europe and Central Asia | 14,007,183 | 12,594,176 | −1,413,007 | 17,844,850 | 16,640,618 | −1,204,233 | 48 |
| Latin America | 4,526,235 | 4,140,233 | −386,002 | 8,374,987 | 5,784,767 | −2,590,219 | 26 |
| Middle East & North Africa | 2,517,001 | 2,570,885 | 53,884 | 4,913,419 | 3,846,948 | −1,066,471 | 15 |
| North America | 4,300,699 | 4,245,248 | −55,451 | 6,913,623 | 6,958,089 | 44,466 | 2 |
| South Asia | 6,494,350 | 5,357,579 | −1,136,771 | 13,459,980 | 10,293,688 | −3,166,292 | 8 |
| Sub-Saharan Africa | 938,804 | 1,660,273 | 721,470 | 2,102,453 | 2,879,315 | 776,862 | 43 |
| WB Income group | |||||||
| Low | 1,400,074 | 692,757 | −707,317 | 1,400,074 | 1,384,576 | −15,498 | 29 |
| Lower-middle | 21,682,581 | 9,867,919 | −11,814,662 | 21,682,581 | 17,958,943 | −3,723,638 | 44 |
| Upper-middle | 33,291,730 | 13,764,139 | −19,527,591 | 33,291,730 | 21,362,033 | −11,929,697 | 46 |
| High | 23,780,953 | 17,385,217 | −6,395,736 | 23,780,953 | 23,948,576 | 167,622 | 46 |
| World | 48,266,256 | 41,710,032 | −6,556,224 | 80,155,338 | 64,654,127 | −15,501,211 | 165 |
Health worker refers to physicians, nurses/midwives, and all other health workers. Demand for nurses/midwives was calculated assuming a ratio of 2.517 nurses/midwives to one physician. Demand and supply of all other health workers was calculated assuming a ratio of 3.517 doctors and nurse/midwives times a World Bank income group-specific multiplier. Supply of physicians and nurses/midwives was projected based on the country-specific linear growth rates of physicians and nurses per 1000 population
Estimated health worker shortages and surpluses by regions and income group, 2013
| Shortage countries | Surplus countries | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Demand | Supply | Need | Difference (S–D) | # Countries | Demand | Supply | Need | Difference (S–D) | # Countries | |
| WHO Region | ||||||||||
| Africa | 32,357 | 20,570 | 168,664 | −11,787 | 3 | 1,073,826 | 1,854,259 | 5,722,406 | 780,434 | 40 |
| Americas | 6,612,863 | 5,111,374 | 3,872,984 | −1,501,490 | 18 | 2,214,070 | 3,274,107 | 1,566,639 | 1,060,037 | 10 |
| Eastern Mediterranean | 2,325,668 | 1,511,359 | 2,576,703 | −814,309 | 9 | 731,856 | 1,179,084 | 1,221,066 | 447,229 | 6 |
| Europe | 9,432,898 | 6,916,358 | 3,504,234 | −2,516,540 | 29 | 4,745,111 | 5,776,043 | 2,124,299 | 1,030,933 | 21 |
| South-East Asia | 5,542,630 | 4,847,018 | 10,129,877 | −695,613 | 3 | 421,687 | 925,233 | 2,303,207 | 503,546 | 5 |
| Western Pacific | 13,132,605 | 7,142,858 | 10,183,203 | −5,989,747 | 6 | 2,000,685 | 3,151,769 | 1,355,351 | 1,151,084 | 15 |
| WB Region | ||||||||||
| East Asia and Pacific | 13,132,605 | 7,142,858 | 10,183,203 | −5,989,747 | 6 | 2,349,380 | 3,998,780 | 3,509,697 | 1,649,400 | 17 |
| Europe and Central Asia | 9,262,072 | 6,818,133 | 3,453,923 | −2,443,939 | 27 | 4,745,111 | 5,776,043 | 2,124,299 | 1,030,933 | 21 |
| Latin America | 2,662,078 | 1,414,236 | 1,935,612 | −1,247,842 | 17 | 1,864,157 | 2,725,997 | 1,351,392 | 861,841 | 9 |
| Middle East & North Africa | 1,617,766 | 1,177,244 | 1,160,165 | −440,522 | 9 | 899,235 | 1,393,641 | 1,194,530 | 494,406 | 6 |
| North America | 3,950,785 | 3,697,138 | 1,937,372 | −253,647 | 1 | 349,914 | 548,110 | 215,247 | 198,196 | 1 |
| South Asia | 6,421,358 | 5,279,358 | 11,596,725 | −1,142,000 | 5 | 72,992 | 78,221 | 148,861 | 5230 | 3 |
| Sub-Saharan Africa | 32,357 | 20,570 | 168,664 | −11,787 | 3 | 906,447 | 1,639,703 | 5,748,942 | 733,256 | 40 |
| WB Income group | ||||||||||
| Low | 395,927 | 223,855 | 1,699,364 | −172,072 | 5 | 241,657 | 468,902 | 3,162,540 | 227,245 | 24 |
| Lower middle | 8,834,452 | 6,850,983 | 12,800,744 | −1,983,469 | 17 | 2,063,083 | 3,016,936 | 4,804,549 | 953,853 | 27 |
| Upper middle | 15,462,673 | 8,497,379 | 10,939,972 | −6,965,294 | 20 | 3,577,879 | 5,266,760 | 3,677,217 | 1,688,881 | 26 |
| High | 12,385,969 | 9,977,320 | 4,995,585 | −2,408,649 | 26 | 5,304,614 | 7,407,897 | 2,648,661 | 2,103,283 | 20 |
| World | 37,079,021 | 25,549,537 | 30,435,665 | −11,529,485 | 68 | 11,187,234 | 16,160,495 | 14,292,968 | 4,973,261 | 97 |
Estimated health worker shortages and surpluses by regions and income group, 2030
| Shortage countries | Surplus countries | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Demand | Supply | Need | Shortage | # Countries | Demand | Supply | Need | Surplus | # Countries | |
| WHO Region | ||||||||||
| Africa | 643,548 | 453,757 | 2,423,284 | 189,791 | 13 | 1,761,259 | 2,612,909 | 6,487,188 | 851,649 | 30 |
| Americas | 5,294,324 | 2,177,226 | 2,270,537 | 3,117,097 | 17 | 9,994,286 | 10,565,630 | 3,975,926 | 571,344 | 11 |
| Eastern Mediterranean | 5,735,711 | 3,976,303 | 4,248,811 | 1,759,408 | 12 | 465,804 | 635,105 | 806,814 | 169,301 | 3 |
| Europe | 8,813,848 | 6,485,872 | 2,740,579 | 2,327,976 | 32 | 9,344,924 | 10,317,392 | 3,045,689 | 972,468 | 18 |
| South-East Asia | 11,420,891 | 9,039,083 | 12,091,674 | 2,381,808 | 3 | 785,895 | 1,129,508 | 2,621,313 | 343,613 | 5 |
| Western Pacific | 23,359,616 | 13,836,069 | 11,088,037 | 9,523,547 | 10 | 2,535,233 | 3,425,273 | 1,182,439 | 890,040 | 11 |
| WB Region | ||||||||||
| East Asia and Pacific | 23,359,616 | 13,836,069 | 11,088,037 | 9,523,547 | 10 | 3,186,411 | 4,414,633 | 3,646,462 | 1,228,222 | 13 |
| Europe and Central Asia | 8,499,926 | 6,323,225 | 2,676,878 | 2,176,701 | 30 | 9,344,924 | 10,317,392 | 3,045,689 | 972,468 | 18 |
| Latin America | 5,294,324 | 2,177,226 | 2,270,537 | 3,117,097 | 17 | 3,080,663 | 3,607,541 | 1,555,339 | 526,878 | 9 |
| Middle East & North Africa | 4,574,811 | 3,342,787 | 2,615,168 | 1,232,024 | 13 | 338,608 | 504,161 | 417,742 | 165,553 | 2 |
| North America | 0 | 0 | 0 | 0 | 0 | 6,913,623 | 6,958,089 | 2,420,587 | 44,466 | 2 |
| South Asia | 13,325,263 | 10,153,540 | 14,091,101 | 3,171,723 | 5 | 134,717 | 140,148 | 157,290 | 5431 | 3 |
| Sub-Saharan Africa | 213,998 | 135,463 | 2,121,201 | 78,535 | 12 | 1,888,455 | 2,743,852 | 6,876,260 | 855,397 | 31 |
| WB Income group | ||||||||||
| Low | 1,142,167 | 787,953 | 4,149,362 | 354,214 | 14 | 257,907 | 596,623 | 2,899,686 | 338,716 | 15 |
| Lower middle | 19,143,815 | 14,797,698 | 16,063,131 | 4,346,117 | 23 | 2,538,766 | 3,161,245 | 5,877,124 | 622,479 | 21 |
| Upper middle | 28,403,598 | 15,305,990 | 12,465,315 | 13,097,608 | 23 | 4,888,132 | 6,056,042 | 3,469,462 | 1,167,910 | 23 |
| High | 6,578,358 | 5,076,669 | 2,185,113 | 1,501,689 | 27 | 17,202,596 | 18,871,907 | 5,873,098 | 1,669,311 | 19 |
| World | 55,267,937 | 35,968,311 | 34,862,922 | −19,299,627 | 87 | 24,887,401 | 28,685,817 | 18,119,370 | 3,798,416 | 78 |
Estimated health workforce supply versus “need” by regions and income group, 2013 and 2013
| 2013 (165 countries) | 2030 (165 countries) | # Countries in Category | |||||
|---|---|---|---|---|---|---|---|
| Supply (S) | Need (N) | Diff (S–N) | Supply (S) | Need (N) | Diff (S–N) | ||
| WHO Region | |||||||
| Africa | 1,874,830 | 5,891,071 | −4,016,241 | 3,066,666 | 8,910,473 | −5,843,806 | 43 |
| Americas | 8,385,480 | 5,439,623 | 2,945,857 | 12,742,856 | 6,246,463 | 6,496,393 | 28 |
| Eastern Mediterranean | 2,690,443 | 3,797,769 | −1,107,326 | 4,611,408 | 5,055,625 | −444,217 | 15 |
| Europe | 12,692,401 | 5,628,533 | 7,063,868 | 16,803,264 | 5,786,268 | 11,016,996 | 50 |
| South-East Asia | 5,772,250 | 12,433,083 | −6,660,833 | 10,168,591 | 14,712,987 | −4,544,397 | 8 |
| Western Pacific | 10,294,627 | 11,538,553 | −1,243,926 | 17,261,342 | 12,270,476 | 4,990,867 | 21 |
| WB Region | |||||||
| East Asia and Pacific | 11,141,638 | 13,692,899 | −2,551,261 | 18,250,702 | 14,734,499 | 3,516,203 | 23 |
| Europe and Central Asia | 12,594,176 | 5,578,223 | 7,015,953 | 16,640,618 | 5,722,567 | 10,918,050 | 48 |
| Latin America | 4,140,233 | 3,287,004 | 853,229 | 5,784,767 | 3,825,876 | 1,958,892 | 26 |
| Middle East & North Africa | 2,570,885 | 2,354,695 | 216,190 | 3,846,948 | 3,032,910 | 814,038 | 15 |
| North America | 4,245,248 | 2,152,619 | 2,092,629 | 6,958,089 | 2,420,587 | 4,537,501 | 2 |
| South Asia | 5,357,579 | 11,745,586 | −6,388,007 | 10,293,688 | 14,248,390 | −3,954,702 | 8 |
| Sub-Saharan Africa | 1,660,273 | 5,917,606 | −4,257,333 | 2,879,315 | 8,997,462 | −6,118,146 | 43 |
| WB income groups | |||||||
| Low | 692,757 | 4,861,904 | −4,169,147 | 1,384,576 | 7,049,048 | −5,664,472 | 29 |
| Lower middle | 9,867,919 | 17,605,293 | −7,737,374 | 17,958,943 | 21,940,256 | −3,981,313 | 44 |
| Upper middle | 13,764,139 | 14,617,189 | −853,050 | 21,362,033 | 15,934,777 | 5,427,256 | 46 |
| High | 17,385,217 | 7,644,247 | 9,740,970 | 23,948,576 | 8,058,211 | 15,890,364 | 46 |
| World | 41,710,032 | 44,728,633 | −3,018,601 | 64,654,127 | 52,982,292 | 11,671,836 | 165 |
Health worker “need” refers to the WHO SDG threshold density of 4.45 health workers per 1000 population [31]
Fig. 2Trends in the projected demand, supply, and need-based number of health workers by World Bank income group, 2013–2030. Legend: Middle-income countries are predicted to experience the largest and most rapidly increasing demand and subsequent labor market shortages over this time period. The average annual growth in the supply of health workers is lower in high- and upper middle income countries than in the lower-middle income countries, but the comparatively higher growth in demand will lead to the largest health worker shortages in the labor market in upper middle-income countries. The growth in the supply for workers is predicted to be the slowest in low-income countries, but the growth in demand is also slow. As a result, the net shortage of health workers in low-income countries will reduce by 2030, but still fall significantly below the threshold level (4.45 health workers per 1000 population) estimated by WHO [31] to be required to meet the basic health care needs