Forecasting Covid-19 Mortality in the Dominican Republic

Abstract

In this study, the ANN approach was applied to analyze COVID-19 deaths in the Dominican Republic. The employed data covers the period 1 January 2020 to 20 April 2021 and the out-of-sample period ranges over the period 21 April to 31 August 2021. The residuals and forecast evaluation criteria (Error, MSE and MAE) of the applied model indicate that the model is quite stable. The results of the study indicate that the daily COVID-19 deaths in the Dominican Republic are likely to be close to 0 over the out-of-sample period. Therefore there is need for the authorities in the Dominican Republic to ensure adherence to safety guidelines while continuing to create awareness about the COVID-19 pandemic and scale up COVID-19 vaccination. 

Country : Zimbabwe

1 Dr. Smartson. P. NYONI2 Mr. Thabani NYONI3 Mr. Tatenda. A. CHIHOHO

  1. ZICHIRe Project, University of Zimbabwe, Harare, Zimbabwe
  2. SAGIT Innovation Center, Harare, Zimbabwe
  3. Independent Health Economist, Harare, Zimbabwe

IRJIET, Volume 5, Issue 6, June 2021 pp. 139-144

doi.org/10.47001/IRJIET/2021.506027

References

  1. Ann John., Jane Pirkis., David Gunnell., Louis Appleby., & Jacqui Morrissey (2020). Trends in suicide during the covid-19 pandemic, BMJ 2020;371:m4352 http://dx.doi.org/10.1136/bmj.m4352
  2. Brooks SK., Webster R K., Smith LE (2020). The psychological impact of quarantine and how to reduce it: rapid review of the evidence. Lancet, 395(10227):912–20. https://doi.org/10.1016/S0140-6736(20)30460-8
  3. Elisabeth Mahase (2021). Covid-19: What new variants are emerging and how are they being investigated? : BMJ 2021;372:n158 http://dx.doi.org/10.1136/bmj.n158
  4. Ettman CK., Abdalla S M., Cohen G H., Sampson L., Vivier PM.,  &  Galea S (2020). Prevalence of depression symptoms in U.S. adults before and during the COVID-19 pandemic. JAMA Netw Open. 2020 ;( 9) In Press. https://doi.org/10. 1001/jamanetworkopen.2020.19686.
  5. Firoj al Mamun., HS C., Ismail Hosen., HS C., Mohammed A. Mamun., & HSC (2021). Sexual violence and rapes’ increment during the COVID-19 pandemic in Bangladesh, EClinicalMedicine 34 (2021) 100817
  6. ILO (2020). ILO Monitor: COVID-19 and the world of work. Second edition Updated estimates and analysis, pp 1-11. 
  7. Katherine A. Muldoon., Kathryn M., Denize., Robert Talarico., Deshayne B. Fel., Agnes Sobiesiak., Melissa Heimerl and Kari Sampsel (2021). COVID-19 pandemic and violence: rising risks and decreasing urgent care-seeking for sexual assault and domestic violence survivors, BMC Medicine (2021) 19:20 https://doi.org/10.1186/s12916-020-01897-z
  8. Wong LP., Alias H., Md Fuzi AA., Omar IS., Mohamad Nor A., Tan MP (2021) Escalating progression of mental health disorders during the COVID-19 pandemic: Evidence from a nationwide survey. PLoS ONE 16(3): e0248916. https://doi.org/10.1371/journal.pone.0248916