Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2021 Jul 24;18(15):7841.
doi: 10.3390/ijerph18157841.

The Global Interest in Vaccines and Its Prediction and Perspectives in the Era of COVID-19. Real-Time Surveillance Using Google Trends

Affiliations

The Global Interest in Vaccines and Its Prediction and Perspectives in the Era of COVID-19. Real-Time Surveillance Using Google Trends

Magdalena Sycinska-Dziarnowska et al. Int J Environ Res Public Health. .

Abstract

Background: The COVID-19 pandemic has globally overwhelmed all sectors of life. The fast development of vaccines against COVID-19 has had a significant impact on the course of the pandemic.

Methods: Global data from Google Trends was analyzed for vaccines against flu, BCG, HPV, pneumococcal disease, polio, and COVID-19. The time frame includes the last five-year period starting from 17 April 2016. Multiple training of time series models with back testing, including Holt-Winters forecasting, Exponential Smoothing State Space, Linear model with trend and seasonal components (tlsm), and ARIMA was conducted. Forecasting according to the best fitting model was performed.

Results: Correlation analysis did not reveal a decrease in interest in vaccines during the analyzed period. The prediction models provided a short-term forecast of the dynamics of interest for flu, HPV, pneumococcal and polio vaccines with 5-10% growth in interest for the first quarter of 2022 when compared to the same quarter of 2021.

Conclusions: Despite the huge interest in the COVID-19 vaccine, there has not been a detectable decline in the overall interest in the five analyzed vaccines.

Keywords: BCG vaccine; COVID-19 vaccine; Google Trends; HPV vaccine; Polio vaccine; flu vaccine; pneumococcal vaccine; vaccination programs.

PubMed Disclaimer

Conflict of interest statement

The authors declare no conflict of interest.

Figures

Figure 1
Figure 1
Pairwise time series plots of weekly number of requests (2016–2021) for: (a) “covid” and “flu”; (b) “covid” and “bcg”; (c) “covid” and “hpv”; (d) “covid” and “pneumo”; (e) “covid” and “polio”.
Figure 2
Figure 2
ACF and PACF plots of time series for (a) “covid”; (b) “flu”; (c) “bcg”; (d) “hpv”; (e) “pneumo”; (f) “polio”.
Figure 3
Figure 3
Cross-correlation plots for: (a) “covid”–“flu”; (b) “covid”–“bcg”; (c) “covid”–“hpv”; (d) “covid”–“pneumo”; (e) “covid”–“polio”.
Figure 4
Figure 4
Forecast of interest in “flu” vaccine: (a) using SARIMA model; (b) using tslm model.
Figure 5
Figure 5
Forecast using Holt–Winters model of interest in: (a) “hpv” vaccine; (b) “polio” vaccine.
Figure 6
Figure 6
Forecast of interest in “pneumo” vaccine: (a) by using SARIMA model; (b) using tslm model.

References

    1. WHO Director-General’s Opening Remarks at the Media Briefing on COVID-19. [(accessed on 28 May 2021)];2020 Mar 11; Available online: https://www.who.int/director-general/speeches/detail/who-director-genera....
    1. Huang C., Wang Y., Li X., Ren L., Zhao J., Hu Y., Zhang L., Fan G., Xu J., Gu X., et al. Clinical Features of Patients Infected with 2019 Novel Coronavirus in Wuhan, China. Lancet. 2020;395:497–506. doi: 10.1016/S0140-6736(20)30183-5. - DOI - PMC - PubMed
    1. Worldometer—COVID-19 Coronavirus Pandemic. [(accessed on 28 June 2021)]; Available online: https://www.worldometers.info/coronavirus/?utm_campaign=homeAdvegas1.
    1. WHO COVID-19 Vaccines. [(accessed on 29 May 2021)]; Available online: https://www.who.int/emergencies/diseases/novel-coronavirus-2019/covid-19....
    1. WHO Immunization in the Context of COVID-19 Pandemic. [(accessed on 28 May 2021)]; Available online: https://www.who.int/publications/i/item/immunization-in-the-context-of-c....

Publication types