The Impact of Healthcare Reforms on the Epidemiology Workforce in Kazakhstan: An Interrupted Time Series Analysis with Predictive Modeling of Nationwide Data Sources from 1998 to 2022
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Data Sources
2.2. Study Units
2.3. Study Formulas
2.4. Definitions Used in This Study
2.5. Data Analysis
2.6. Ethics Statement
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
List of Abbreviations
ARIMA | autoregressive integrated moving average |
CI | Confidence interval |
ITSA | Interrupted Time Series Analysis |
MoH | Ministry of Health |
PMP | per million population |
PPC | percentage point change |
SPSS | Statistical Package for Social Sciences |
UNEHS | Unified National Electronic Healthcare System |
WHO | World Health Organization |
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Mean Before Intervention | Mean After Intervention | Mean Change | ||
---|---|---|---|---|
the adoption of the Entrepreneurial Code of the Republic of Kazakhstan and subsidiary legislation in 2017 | ||||
Number | Total epidemiologists | 3747.16 | 4001.33 | 258.17 |
Urban epidemiologists | 3192.76 | 3302.83 | 110.07 | |
Rural epidemiologists | 623.12 | 698.5 | 75.38 | |
Total nurse Epidemiologists | 3213.42 | 2648.83 | −564.59 | |
Total epidemiological surveillance centers | 443.93 | 335.83 | −108.83 | |
Per million population rates | Total epidemiologists | 235.22 | 214.39 | −20.83 |
Urban epidemiologists | 351.93 | 307.44 | −44.48 | |
Rural epidemiologists | 89.79 | 88.02 | −1.76 | |
Nurse epidemiologists | 203.09 | 142.03 | −61.06 | |
Total epidemiological surveillance centers | 27.42 | 17.99 | −9.43 |
Model Component | Model | Stationary R Squared | Estimate (PPC *) | p Value |
---|---|---|---|---|
Total number of epidemiologists | Brown (0.1.0) | 0.602 | 0.446 | <0.001 |
Number of urban epidemiologists | Simple | −0.007 | 0.994 | <0.001 |
Number of rural epidemiologists | ARIMA (0.1.0) | 0.167 | −201.0 | 0.048 |
Total number of nurse epidemiologists | ARIMA (0.1.0) | 0.002 | 0.869 | <0.001 |
Number of epidemiological surveillance centers | ARIMA (0.1.0) | 0.370 | −96.0 | 0.004 |
Rate of total epidemiologists | ARIMA (0.1.0) | ˂0.001 | −0.005 | 0.625 |
Rate of urban epidemiologists | Brown | 0.446 | 0.573 | <0.001 |
Rate of rural epidemiologists | Simple | −2.309 | 89.327 | <0.001 |
Rate of nurse epidemiologists | Simple | −0.02 | 0.871 | <0.001 |
Rate of epidemiological surveillance centers | ARIMA (0.1.0) | 0.285 | −5.665 | 0.007 |
Indicator | Mean Before Intervention | Mean After Intervention | Mean Change | Mean Change Related to Preintervention Period, % |
---|---|---|---|---|
the adoption of the Entrepreneurial Code of the Republic of Kazakhstan and subsidiary legislation in 2017 | ||||
Number of infectious morbidity | 482,159.2 | 421,873 | −60,286.2 | −12.50 |
Infectious morbidity rate | 3077.84 | 2254.22 | −823.619 | −26.76 |
Number of infectious morbidities per epidemiologist | 128.82 | 105.43 | −23.38 | −18.15 |
Number | Year | Model Parameters | |||
---|---|---|---|---|---|
2026 Rate (95% CI *) | 2030 Rate (95% CI) | Type of Model | Alpha (Level) | ||
T | p Value | ||||
Total epidemiologists | 3701 (2878; 4523) | 3777 (2614; 4941) | ARIMA (0.1.0) | 0.472 | 0.641 |
Urban epidemiologists | 2917 (2160; 3673) | 2975 (1905; 4044) | ARIMA (0.1.0) | 0.373 | 0.713 |
Rural epidemiologists | 803 (367; 1239) | 841 (225; 1458) | ARIMA (0.1.0) | 0.427 | 0.673 |
Total nurse epidemiologists | 2289 (921; 3657) | 2168 (233; 4102) | ARIMA (0.1.0) | −0.449 | 0.658 |
Epidemiological surveillance centers | 277.5 (126; 429.1) | 256.1 (256.1; 470.4) | ARIMA (0.1.0) | −0.649 | 0.525 |
Infectious morbidity | 400,218.8 (249,525.6; 550,912.1) | 356,237.7 (569,350.1; 143,125.3) | ARIMA (0.1.0) | −1.479 | 0.153 |
Rate of total epidemiologists | 181.8 (145.32; 224.91) | 178.954 (129.948; 241.001) | ARIMA (0.1.0) | −0.495 | 0.625 |
Rate of urban epidemiologists | 241.607 (162.393; 320.821) | 231.957 (119.932; 343.982) | ARIMA (0.1.0) | −0.594 | 0.559 |
Rate of rural epidemiologists | 89.327 (66.505; 112.149) | 89.327 (66.505; 112.149) | ARIMA (0.0.0) | 38.929 | <0.001 |
Rate of nurse epidemiologists | 114.905 (73.402; 172.378) | 107.499 (56.329; 188.405) | ARIMA (0.1.0) | −1.044 | 0.308 |
Rate of epidemiological surveillance centers | 12.783 (3.516; 22.051) | 10.329 (−2.777; 23.435) | ARIMA (0.1.0) | −1.213 | 0.241 |
Rate of infectious morbidity | 1858.1 (961.54; 2754.58) | 1452.3 (184.47; 2720.21) | ARIMA (0.1.0) | −2.29 | 0.031 |
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Akpanova, T.; Rakhypbekov, T.; Semenova, Y.; Mussakhanova, A.; Turgambayeva, A.; Zhanaliyeva, M.; Zharilkassimov, R.; Kim, S.; Alzhanova, A.; Sekenova, R.; et al. The Impact of Healthcare Reforms on the Epidemiology Workforce in Kazakhstan: An Interrupted Time Series Analysis with Predictive Modeling of Nationwide Data Sources from 1998 to 2022. Healthcare 2025, 13, 170. https://doi.org/10.3390/healthcare13020170
Akpanova T, Rakhypbekov T, Semenova Y, Mussakhanova A, Turgambayeva A, Zhanaliyeva M, Zharilkassimov R, Kim S, Alzhanova A, Sekenova R, et al. The Impact of Healthcare Reforms on the Epidemiology Workforce in Kazakhstan: An Interrupted Time Series Analysis with Predictive Modeling of Nationwide Data Sources from 1998 to 2022. Healthcare. 2025; 13(2):170. https://doi.org/10.3390/healthcare13020170
Chicago/Turabian StyleAkpanova, Togzhan, Tolebay Rakhypbekov, Yuliya Semenova, Akmaral Mussakhanova, Assiya Turgambayeva, Marina Zhanaliyeva, Ruslan Zharilkassimov, Sergey Kim, Aigerim Alzhanova, Raushan Sekenova, and et al. 2025. "The Impact of Healthcare Reforms on the Epidemiology Workforce in Kazakhstan: An Interrupted Time Series Analysis with Predictive Modeling of Nationwide Data Sources from 1998 to 2022" Healthcare 13, no. 2: 170. https://doi.org/10.3390/healthcare13020170
APA StyleAkpanova, T., Rakhypbekov, T., Semenova, Y., Mussakhanova, A., Turgambayeva, A., Zhanaliyeva, M., Zharilkassimov, R., Kim, S., Alzhanova, A., Sekenova, R., & Dauletyarova, M. (2025). The Impact of Healthcare Reforms on the Epidemiology Workforce in Kazakhstan: An Interrupted Time Series Analysis with Predictive Modeling of Nationwide Data Sources from 1998 to 2022. Healthcare, 13(2), 170. https://doi.org/10.3390/healthcare13020170