| Literature DB >> 31390805 |
Erin Ulrich1, Jonathan Hurdelbrink2, Jason Perepelkin3, Kelli Welter2.
Abstract
Background: It has been estimated that in 2018, 20% of pharmacy students were unemployed following graduation. However, many pharmacy positions go vacant each year, with the majority of these positions existing in rural areas.Entities:
Keywords: economic valuation; job preference; pharmacy student; rural; rural pharmacy
Year: 2019 PMID: 31390805 PMCID: PMC6789724 DOI: 10.3390/pharmacy7030109
Source DB: PubMed Journal: Pharmacy (Basel) ISSN: 2226-4787
Operationalization of job attributes for economic valuation bundles.
| Attribute Names | Attribute Levels |
|---|---|
| Geographic Location | Rural, Urban Fringe, Urban |
| Years to Promotion | 1, 3, and 5 years to promotion |
| Practice Setting/Percent Patient Interaction | Community with 0% *, Community with 30%, Community with 70%, Hospital with 0%, Hospital with 30% |
| Salary | $75,000, $100,000, $115,000 (Canada $45/h, $50/h, $55/h) |
| Loan Repayment | 0%, 10%, 30%, 100% (Canada—N/A) |
* Due to a survey error, the ‘Community with 0%’ setting level was accidentally included in the survey administered in Manitoba.
Figure 1Example of job scenario bundle question.
Overall and Subsample Subject Characteristics.
| US Full Sample | Canada Full Sample | Iowa | South Dakota | North Dakota | Saskatchewan | Manitoba | |
|---|---|---|---|---|---|---|---|
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| Male | 31.5 | 32.9 | 33 | 33 | 24.3 | 41 | 29.2 |
| Female | 68.5 | 67.1 | 67 | 67 | 75.7 | 59 | 70.8 |
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| P1 | 17 | 22.9 | 16.5 | 19 | 13.5 | 41 | 14.6 |
| P2 | 22.5 | 20 | 18.7 | 29.1 | 19 | 18.2 | 20.8 |
| P3 | 45 | 25.7 | 37.1 | 46.9 | 62.1 | 18.2 | 29.2 |
| P4 | 13.5 | 31.4 | 27.8 | 5 | 5.4 | 22.6 | 35.4 |
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| Less than 2500 | 26.3 | 31.4 | 17.5 | 26.6 | 48.6 | 31.8 | 31.3 |
| 2500–25,000 | 37 | 31.4 | 35 | 39.2 | 37.9 | 27.3 | 33.3 |
| 25,000+ | 36.7 | 37.2 | 47.5 | 34.2 | 13.5 | 40.9 | 35.4 |
Willingness to pay estimates of United States subjects (Reported in USD).
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| Location: Rural | −18,738 ** | −19,653 ** | −20,182 ** | −14,979 ** | −15,182 * | −21,423 ** | −28,404 ** | −2864 | −33,010 ** | −23,574 ** |
| Location: Fringe | −12,395 ** | −26,458 ** | −6667 | −4511 | −10,848 | −15,511 * | −8794 | −13,394 | −16,851 * | −5495 |
| Years to Promotion | −2178 * | −1,94 | −2139 | −2617 | −2185 | −2270 | 979 | −1124 | −2782 | −2291 |
| Setting: Community with 30% | −5987 | −3337 | −9242* | 4149 | −23,424 ** | −5438 | −12,234 | −11,394 | −4429 | −8949 |
| Setting: Hospital with 0% | −17,023 ** | −11,424 | −19,818 ** | −6681 | −39,909 ** | −15,876 * | 2436 | −26,364 ** | −24,533 ** | −8,138 |
| Setting: Hospital with 30% | 8544 * | 9688 | 6727 | 7894 | 4758 | 6679 | 23,652 | −3394 | 7,647 | 16,096 ** |
| Loan Repayment (% Point) | 654 ** | 722 ** | 600 ** | 509 ** | 733 ** | 686 ** | 571 ** | 706 ** | 644 ** | 577 ** |
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| Location: Rural | −25,143 ** | −13,389 | −35,177 ** | −26,846 ** | −86,845 | −22,810 * | −28,404 ** | −10,391 | −31,762 ** | −28,694 ** |
| Location: Fringe | −15,102 | −5017 | −20,133 | −6769 | −155,428 | −14,714 | −8794 | −32,913 | −13,640 | −10,000 |
| Years to Promotion | 201 | −701 | 1465 | 1610 | 1032 | 122 | 979 | 2535 | 338 | 316 |
| Setting: Community with 30% | −9429 | −4551 | −15,841 | 8026 | −48,531 | −18,619 | −12,234 | −10,783 | −10,077 | −13,510 |
| Setting: Hospital with 0% | −16,898 * | −2854 | −26,239 ** | 10,949 | −25,705 ** | −26,333 * | 2436 | −54,783 ** | −22,452 * | −2665 |
| Setting: Hospital with 30% | 3886 | 21,993 * | −8363 | 16,949 | −108,174 | −8857 | 23,652 | −22,217 | 4866 | 11,633 |
| Loan Repayment (% Point) | 653 ** | 565 ** | 686 ** | 390 ** | 2299 ** | 724 ** | 571 ** | 978 ** | 467 ** | 673 ** |
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| Location: Rural | −8715 | −10,855 | −8242 | −11,124 | −2555 | −8982 | N/A | −5494 | −11,589 | −13,801 |
| Location: Fringe | −11,465 | −65,133 * | −3308 | −8689 | −8758 | −6718 | −43,210 * | −3282 | 1399 | |
| Years to Promotion | −2162 | −1525 | −2495 | −3349 | −2144 | −3257 | −4198 | −684 | −4637 | |
| Setting: Community with 30% | 4473 | −6490 | 4121 | 14,262 | −5040 | 6260 | −16,821 | 14,439 | 587 | |
| Setting: Hospital with 0% | 1270 | 13,274 | −2136 | 16,885 | −1313 | 896 | −4568 | 6114 | −16,767 | |
| Setting: Hospital with 30% | 13,368 | 2767 | 15,992 * | 7799 | 19,870 * | 10,000 | 12,531 | 24,819 * | −4968 | |
| Loan Repayment (% Point) | 519 ** | 649 ** | 452 ** | 543 * | 315 * | 560 ** | 824 ** | 434 ** | 154 | |
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| Location: Rural | −13,942 ** | −36,042 ** | −11,701 * | −3861 | −7807 | −25,942 ** | N/A | 4957 | −49,294 ** | −14,498 * |
| Location: Fringe | −12,692 * | −37,257 * | −7908 | −1554 | −2988 | −26,331 | 1911 | −36,580 * | −9052 | |
| Years to Promotion | −3918 ** | −4167 | −3747 ** | −4079 * | −2046 | −3474 | −777 | −10,446 ** | −3309 | |
| Setting: Community with 30% | −7380 | −4653 | −10,575 | −2139 | −27,229 ** | −4318 | −7447 | −18,699 | −5595 | |
| Setting: Hospital with 0% | −21,947 ** | −41,215 ** | −21,172 ** | −20,059 ** | −27,976 ** | −17,922 | −25,404 ** | −53,941 ** | −7045 | |
| Setting: Hospital with 30% | 11,899 * | −7153 | 13,241 * | 6733 | 12,337 | 17,922 | −1117 | −4424 | 24,851 ** | |
| Loan Repayment (% Point) | 642 ** | 997 ** | 552 ** | 477 ** | 716 ** | 692 ** | 460 ** | 1030 ** | 528 ** |
* significant p = 0.05, ** p < 0.01.
Willingness to pay estimates of Canadian subjects (Reported in USD).
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| Location: Rural | −17,156 ** | −19,224 ** | −13,808 ** | −2074 | −5239 * | −26,543 ** | −50,344 ** | −14,860 ** | −23,499 ** | −14,815 ** |
| Location: Fringe | −5198 ** | −6361 * | −3368 | 4033 | −4324 | 928 | −15,836 ** | −3829 | −6081 * | −4627 |
| Years to Promotion | −2149 ** | −2304 ** | −1697 ** | −2185 ** | −733 | −2114 | −1223 | −2567 ** | −1391 | −1824 ** |
| Setting: Community with 30% | −5277 ** | −50 | −7781 ** | −2650 | −1026 | −19,444 ** | −15,230 * | −7678 ** | −6862 * | −505 |
| Setting: Hospital with 0% | −10,410 ** | −4839 | −13,701 ** | −8177 | −5566 * | −22,568 ** | −24,299 ** | −15,606 ** | −12,828 ** | −3791 |
| Setting: Hospital with 30% | 1468 | 1476 | 513 | 1955 | 1799 | 471 | −5152 | −4484 | −3664 | 10,227 * |
| Setting: Community with 0% ⧫ | −18,306 ** | −81,247 | −18,690 ** | −5218 | −27,399 | −158,530 | −177,232 | −81,732 | −2562 | −122,262 |
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| Location: Rural | −7037 | −11,739 | −6322 | 610 | −3025 | 31,022 * | N/A | −1917 | 17,184 | 1004 |
| Location: Fringe | −1884 | −3055 | −2409 | 3107 | 4347 | 23,824 | −2884 | 16,779 | 5579 | |
| Years to Promotion | −1519 | −2071 | −1504 | −2244 | 1175 | 1824 | −1944 | 4114 | −470 | |
| Setting: Community with 30% | −6056 | −202 | −11,036 * | −2593 | −9173 * | 4324 | −7601 | −7426 | −3939 | |
| Setting: Hospital with 0% | −10,457 | −7921 | −11,111 | −6730 | −17,371 | −13,137 | −14,375 | −23,442 | −9626 | |
| Setting: Hospital with 30% | −300 | 4699 | −2484 | −1732 | −5047 | −6381 | −8821 | 767 | 3577 | |
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| Location: Rural | −22,173 ** | −12,682 | −20,086 ** | −1934 | −5794 | 60,265 | −41,775 * | 33,054 | −18,687 * | −22,257 * |
| Location: Fringe | −4232 | −9642 | −1494 | 7907 | −2835 | −42,907 | −12,566 | −24,713 | −7461 | −4114 |
| Years to Promotion | −2710 ** | −1292 | −2769 * | −2469 | −626 | 7296 | −2927 | 4799 | −1474 | −1876 |
| Setting: Community with 30% | −7203 * | 2238 | −9195 * | −4286 | −701 | 61,188 ** | −9313 | 16,296 | −3624 | −6516 |
| Setting: Hospital with 0% | −15,270 ** | 4350 | −22,057 ** | −14,815 | −5741 | 88,330 ** | −19,390 | 47,268 | −8173 | −13,479 |
| Setting: Hospital with 30% | −2026 | 6860 | −2145 | 2510 | 795 | 26,611 | −8231 | 39,377 | 276 | 5204 |
| Setting: Community with 0% ⧫ | −22,734 * | 644 | −26,228 * | −8836 | −37,860 | 486,093 | −130,209 | 184,219 | −381 | −180,849 |
Note: ⧫ The surveys for Manitoba respondents accidentally included bundles that contained a community setting with 0% of the individual’s time spent interacting with patients, which is why this result is not available in other states/provinces; * significant p = 0.05, ** p < 0.01.