Non-pharmaceutical Interventions#

Non-pharmaceutical interventions (NPIs) are mitigations, apart from getting vaccinated and taking medicine, that people and communities can take to help slow the spread of communicable diseases. As a vaccine for COVID-19 has yet to be deployed, NPIs are among the best strategies for controlling the spread of the current COVID-19 virus. The structure of the Bucky model allows for the incorporation of NPIs via the modification of a combination of the following : the basic reproduction number, local contact matrices, and inter-regional mobility matrices.

For each country an initial list of NPIs was obtained from the ACAPS COVID-19 Government Measures Dataset . This dataset is complemented with additional qualitative information from in-country stakeholders. The estimated compliance level are tailored to specific countries.


NPIs are categorized and implemented in Bucky based on their classification into three categories:

Contact-Matrix Based NPIs#

These NPIs are those that effect only certain age groups within the total population. These NPI effect the ratios relating the components of the contact matrices. The NPI that fall under this category are:

  • School Closure

  • Shielding Elderly

Mobility Based NPI#

This classification is for those NPI that lead to changes in mobility/movement between administrative districts (as opposed to movement within an administrative district). The NPI that fall under this category are :

  • Closing of borders, ports, and/or international flights

  • Restricting inter-regional movement

Reproduction Number Based NPI#

This classification is for those NPI that have an effect on the overall scaling of transmissibility. It encompasses both intra-regional measures to reduce transmission as well as national level initiatives designed to reduce transmission throughout the country. The NPI that fall under this category are :

  • Social distancing

  • Face mask wearing

  • Installation of hand washing stations

  • Reduction of size of public gatherings

  • Closing businesses

  • Partial Lockdown

  • Awareness campaigns (e.g., vaccination programs)

A summary of the NPIs that are currently implemented in Bucky are given in the table below. This table includes the classification, effects, and sources that are currently being used to approximate the effects of various NPI.

With the current implementation, we have the ability to distinguish between the effects of NPI within the categories mentioned above. For the case in which multiple NPI within category III are implemented, we have implemented a value-added approach to calculating their effectiveness in reducing the basic reproduction number. In this case, we calculate the reduction in \(R_0\) based on the number of NPIs in place. If one NPI is in place, \(R_0\) is reduced by 40%. If two NPI are in place, \(R_0\) is reduced by 60%. If three or more NPI are in place, then \(R_0\) is reduced by 70%.

NPI Classification

Effect in Model

Mean Reduction (SD)


Contact-based: School closure

Reduce contact between school aged groups and increase the contacts in the home environment

~44% reduction in overall community transmission



Reduction in mobility between regions

60% (10)

[CAN+20] [WSM+20]

Reproduction number-based

60-8% reduction in overall community transmission

72.5% (6.25)

[JVZG+20] [JJA+20]