In this chapter, we will present the findings from the data collected using the research methods highlighted in the previous chapter. We will initiate with the case study or Sri Lanka which will be followed up by the case of HISP Centre at University of Oslo which is the coordination entity of the production of dhis2 platform and the global opensource network. This will be followed up by case studies from few salient countries that implemented dhis2 platform during the COVID-19 pandemic.
Sri Lanka
Phase 1: Building capabilities
The Ministry of Health (MoH) in Sri Lanka is responsible for managing, developing, and executing the country's healthcare system at national, district, and field levels. The country has a robust public health system, similar to those found in many affluent nations, and has achieved significant milestones outlined by the United Nations Sustainable Development Goals [33]. The country's achievements can be attributed to its long-term efforts in enhancing public systems, particularly in health and education. Since the 1950s, policy steps have been implemented to ensure healthcare and education are accessible to all citizens without cost. The government has also implemented measures to enhance medical professionals' proficiency in health informatics.
However, the current information systems are predominantly characterized by a high degree of specialization and a strict hierarchical structure, which hindered the response to the pandemic due to lengthy administrative procedures. In 2009, the UoC collaborated with UiO to launch the BMI programme, which laid the groundwork for developing expertise in health informatics and data governance in Sri Lanka. The BMI aimed to cultivate "hybrid doctors" [34] who would be temporarily assigned from the MoH for a two-year period with full salary to pursue further studies. Despite initial opposition from trade unions and traditional medical experts, the dedicated efforts of local academics and UiO successfully overcame these obstacles and gained global recognition for their initiative. Figure 1 provides a summary of the involvement of stakeholders during Phase 1.
Since its inception in 2011, over 200 students have completed the BMI curriculum, with some currently employed as instructors and holding positions in the Ministry of Health (MoH). The graduates have played a crucial role in managing healthcare and digital systems, particularly in developing health informatics capabilities in Sri Lanka. The curriculum focuses on data governance and digital platforms, which were essential for addressing the pandemic. Many graduates specialized in governance-related subjects, conducting extensive research for their thesis work. Over 15 doctoral theses were focused on standards, data policy, data governance, security, and interoperability. The proficiency in digital platforms, particularly dhis2, was facilitated through the relationship with UiO. dhis2, a free and open-source digital platform, was incorporated into the curriculum, allowing students to gain practical experience by actively participating in the development of dhis2 apps and implementing them in various departments. The MoH saw a proliferation of dhis2-based apps, leading to a digital innovation environment but also causing fragmentation and increased need for specialized technical assistance. The following table provides a summary of various applications based on dhis2 that have been developed by graduates from BMI.
Table 2
dhis2-based information systems in Sri Lanka
Aggregate data based dhis2 Implementations | Individual data based dhis2 Implementations |
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Maternal & Child Health Information System (eRHMIS – Phase 1) School Health Information System Perinatal and birth defect surveillance system Information System on Food Safety & Environmental/Occupational Health Quarantine Information System Mental Health Information System Disaster Management Information System Health Promotion Activities Information System National blood transfusion service information system Non-communicable diseases information system | District Nutrition Monitoring System Injury Surveillance System Tuberculosis & Chest Diseases Information System Malaria Information System National Nutrition Information System of the Presidential Secretariat Maternal and new-born reporting system National COVID-19 Surveillance System COVID-19 Immunization Tracker |
The Ministry of Health (MoH) did not completely trust the extensive expansion, considering it largely as an intellectual endeavour [35]. Over time, the Ministry of Health (MoH) developed and expanded several crucial applications, which contributed to a gradual increase in the MoH's confidence in dhis2. From 2014 onwards, certain BMI graduates collaborated with the Family Health Bureau of the MoH to establish a fundamental system for reproductive, maternal, child, and youth health. The positive outcome of this initiative led to the implementation of several other dhis2 based systems, as seen in the figure below.
Phase 2: Period of adaptability of processes
Owing to Sri Lanka's status as a renowned tourism hotspot and the significant influx of Chinese travellers engaged in building ventures, the government promptly recognised the imminent danger posed by COVID-19. The Ministry of Health (MoH) acknowledged the necessity of overcoming the constraints of the current surveillance system, specifically in regards to handling multi-sectoral information. One of the main concerns noted was the demand for software that could be quickly built and implemented, adaptable enough to accommodate fast evolving requirements, cost-effective and resistant to obstacles in the procurement process, and user-friendly. The Ministry of Health (MoH) selected dhis2 as the most suitable platform due to its ability to fulfil the specified criteria and its sufficient technical capacity present in the country including the local node of the global HISP network.
The initial module created was designed for the purpose of registering individuals entering the nation at the designated port of entry. Its main function is to facilitate the sharing of information regarding positive COVID-19 instances with the Ministry of Health (MoH) officials, enabling them to conduct additional monitoring and surveillance. Following that, a compulsory quarantine was enforced on all individuals arriving from mid-March, necessitating a change in attention to the management of quarantines. The adjustment was implemented through the setup of the dhis2 tracker module. Due to a rise in hospitalisations, the Ministry of Health (MoH) mandated the expansion of the system to include both suspected and confirmed cases. This expansion was made possible by the adaptable nature of dhis2. dhis2 facilitated the administration of both personalised data (such as tracking confirmed cases) and collective data (such as hospital resources).
As the pace of new requirements increases, the development team has also become aware of certain limitations of dhis2. In mid-March, the government ICT agency organised a hackathon to encourage further voluntary participation from the wider software community in Sri Lanka and the dhis2 team from UiO. This partnership between local and worldwide entities led to the development of many novel features and tailored web applications. These include tools for visualising content mapping, monitoring ICU bed availability, and tracking individuals who have been infected. Within a brief period of three months, a grand total of eight novel modules were created (refer to the timeframe depicted in Fig. 3).
During the initial weeks, it became evident that implementing physical exercise programmes was impractical due to the heightened risk of transmission. Zoom-based training and training videos were the main components of the capacity building initiatives at both national and district levels.
The period of adaptability emerged as a result of a series of events triggered by the COVID-19 pandemic. These events led to the establishment of new governance structures involving multiple stakeholders, such as the HISP team, the Ministry of Health (MoH), the government's ICT agency, and the steering committee. These structures were put in place to oversee the response to the pandemic, as depicted in Fig. 4.
In the end of year 2021, the Ministry team together with the local HISP group embarked on customizing dhis2 platform for COVID-19 vaccination. The team was able to customize the new module and test it over few weeks and rapidly rolled out in the country with pre-populated basic data of entire adult population of the country. This was then integrated with DIVOC, a DPG successfully operating in India then. The government ICT agency collaborated with MoH in sustaining the integration between dhis2 and DIVOC together with support from the local HISP group.
Phase 3: Post-pandemic Routinization
From the year 2022, the acute phase of the COVID-19 pandemic subsided. The majority of the adult population received COVID-19 vaccination. The country contemplated challenges and learnings from their approach during the pandemic. This led to several changes in the policies and practices related to the implementation of digital technologies. A major obstacle encountered during the pandemic was the ability of sharing data between existing information systems deployed in the health sector. To streamline these challenges, the Ministry of Health embarked on the development of a digital health blueprint for the country. This document defined how the implementation of digital solutions in the health sector should be streamlined and how data should be shared across the systems. Based on this, work is underway in integrating existing digital systems and defining standards to be adhered to for newly implemented systems. Based on the success in implementing open-source technologies and DPGs during the pandemic, the ministry has started considering DPGs as the first level of option when selecting a digital technology for a designated task. The ministry has designed a local community of practice for dhis2 which is being sustained by the ministry. The community of practice is also used for capacity building and peer support. Engagement of the health informatics community with the global open-source communities has been more prominent in the post-pandemic era. This includes the dhis2 community as well as communities of several other DPGs. Networking with global communities has benefitted the health informaticians in the ministry in building local capacities as well as obtaining support and sharing experiences. The hackathon launched in the early phase of the pandemic paved the path in onboarding local developers as well as accelerating the development of modules. Learnings from this has motivated the health ministry in organizing connectathons which are targeted to come up with a specific deliverable related to interoperability work conducted in implementing the digital health blueprint of the health sector.
The country was also hit by the worst economic crisis in their history during the year 2022. Some of the practices related to information management that they were able to establish during the pandemic such as conducting data review meetings online, was of immense value to continue the data quality and review practices during the financial crisis with limited mobility due to lack of availability of fuel for transportation of health staff for district review meetings.
Therefore, we observe a solid set of actions launched by the ministry in the health sector in strengthening the digital health activities during the 3rd phase which is the post-pandemic period.
Scaling from Sri Lanka to multiple countries: Leveraging dhis2 country network and WHO ‘app’ collaboration and with financial support from Norad and Gavi
Witnessing the early initiative and relative success of developing digital COVID-19 responses based on the dhis2 open-source platform in Sri Lanka, other countries quickly followed suit. This was made possible by three important factors: 1) Dissemination and further innovations of digital solutions could leverage the already existing network of countries using the dhis2 software and the capacity in countries and the supporting cross-country network of dhis2 activists in the HISP network, making sharing of best practices and digital solutions possible. 2) The already existing development and dissemination practices of WHO digital health program-specific metadata packages (also known as Health Data Toolkit) provide both a channel for dissemination and a certain level of WHO-mandated authority. 3) Norad and GAVI provided emergency funding support to the dissemination of the dhis2 based digital solutions responding to the COVID-19 crisis.
dhis2 open-source platform and HISP network
The dhis2 software is an web based open source platform which is used as an aggregate general Routine Health Information System as well as for case based application for various health programs in more than 60 countries in the global south, mainly in Africa and Asia. Development of the software is coordinated through the University of Oslo and funding has been provided by various agencies, such as Norad, Global Fund, PEPFAR and GAVI. Starting in South Africa in the 90’s, a network of universities, researchers and groups providing training and support of the dhis2 platform, called HISP, has been instrumental in supporting the support, development and implementation of dhis2 in countries[36]. The flexibility of the meta data structure in the dhis2 software makes it easy to configure new modules and applications that can be deployed in new use cases, and platform capacities make it possible to develop and use external ‘apps’ that can communicate with the ‘core’ dhis2 database through an open API (application interface).
dhis2 Health Data Toolkits
Since 2014, the dhis2 software team has been working with WHO to develop digital health packages consisting of meta data, analytics and training manuals targeting data needs of specific health programs, such as TB, HIV, EPI/vaccination, etc [37]. These ‘packages’ can be downloaded and installed in the local dhis2 system, or the standards could be used as templates and points of departure for local configuration. Based on collaboration with Sri Lanka and short time after the hackathon there in March 2020, the first version of a digital health package for COVID-19 including case registration and contact tracing was released based on WHO guidelines.
Funding from Norad and Gavi
To make it possible to respond to the rapidly increasing country demand to use dhis2 for COVID-19 surveillance, Norad started to provide financial support to countries through the University of Oslo already from March 2020. This early support from Norad was instrumental in enabling the scaling up of existing global and regional support structures in a time of great uncertainty, limited travel and need for innovative remote and virtual support solutions. When vaccination became possible in the global south, Gavi started supporting the use of dhis2 for COVID-19 vaccination from March 2021. The University of Oslo’s Gavi Global contract saw three major releases of new WHO digital health packages for the ‘COVID-19 Vaccine Delivery Toolkit’ and dhis2 was used by 34 countries as an immunization registry for COVID-19.
Country cases: comprehensive platform ecosystems in Bangladesh and Rwanda
Bangladesh
The Ministry of Health in Bangladesh has directed the Management Information System - Directorate General of Health Services (MIS-DGHS) to develop a comprehensive surveillance system for COVID-19. The objective of the system is to detect patients displaying suspected symptoms of COVID-19, verify their condition using RT-PCR assays, and offer suitable subsequent medical attention. HISP Bangladesh offered technical assistance and tailored the national COVID-19 systems using the 'global' dhis2 software created by the University of Oslo. The system underwent expansion to encompass a broader platform ecosystem, using data from both the corporate and public health sectors.
The integrated COVID-19 systems consist of several essential elements, including a centralised hub for complete COVID-19 information, up-to-the-minute reports on hospitalisations, availability of ICU beds, and logistical details on ICU operations. Additionally, it provides real-time updates on the status of oxygen supply, progress in vaccination efforts, and the logistics of vaccine distribution. A total of 15,676,173 tests have been carried out, utilising 1800 public and private sample collection sites and hospitals to acquire documented samples. The surveillance system employs an automated SMS notification system to inform those who are under suspicion of their test results. Additionally, it offers a secure electronic verification method for COVID-19 certificates.
The system also provides current information on the availability of ICU beds, allowing the hospitalisation of persons requiring medical oxygen assistance. Data statistics are provided to health managers, decision-makers, and development partners. The system functions as a tool for reporting the utilisation of vaccines at the district and Upazila levels, as well as for controlling and tracking the supply of COVID-19 vaccines through the Vaccine Logistics Management Information System (VLMIS).
Rwanda
The Rwandan Ministry of Health adopted the dhis2 platform to mechanise the laboratory procedures, reduce reliance on paper, and enhance the accessibility of data and visibility of samples amidst the COVID-19 pandemic. The software comprised modules for clinical examination, diagnosis, sample collection, laboratory request, sample processing, and laboratory findings.
Following the implementation of automated COVID surveillance procedures, it became necessary to provide certificates for those who had been tested. HISP Uganda and Rwanda worked to customise their COVID-19 truck driver application to fit local parameters and distribute certificates over email. Nevertheless, the app proved to be insufficient as airports and land border crossings resumed operations, prompting the creation of an online platform for citizens to retrieve their credentials.
HISP Rwanda extended assistance to more nations, including Sudan, Chad, and Madagascar, by facilitating the adaptation and implementation of authorised COVID-19 modules and certificate portals. As a result, a verification capability for certificates was implemented, which was made possible via a verifier app. This improved the authentication procedure at airports and streamlined the verification process.
In March 2021, vaccines that were approved by the World Health Organisation (WHO) became accessible. Additionally, the Ministry of Health (MoH) team created a vaccination registry and support module in the dhis2 system, utilising unique identities. Nevertheless, a rival system proposed by a development collaborator failed to meet the changing demands of the Ministry of Health (MOH) and the immunisation campaign. The Ministry of Health (MoH) selected the dhis2 platform as the foundation for their Covid vaccination system and subsequently determined to utilise the dhis2 platform for other Covid-related processes.
Networking cases: Lusophone countries and West and Central Africa
HISP Mozambique, Lusophone countries and Guinea-Bissau
HISP Mozambique introduced the dhis2 Covid-19 package in Mozambique, Guinea Bissau, Cape Verde, and Sao Tome & Principe. They created additional modules, such as data compatibility with laboratories, and extended the dhis2 Vaccination package to incorporate COVID-19 monitoring and vaccination modules. The approach encompassed the localization, translation of package metadata into Portuguese, and customisation to meet local requirements.
In Guinea-Bissau, the implementation of dhis2 necessitated enhanced functionality and integration, encompassing real-time data inquiries, verification of test outcomes, screening at Port of Entry, waiting durations for testing, and public availability of data. The incorporation of test result data into dhis2 and the incorporation of a verified QR code in a downloadable pdf certificate resolved the issue of inaccurate negative COVID-19 test results. A mobile application for Android was created to allow border authorities at Ports of Entry to verify test findings by scanning the QR code on their mobile devices.
The "Index Case" application integrated patient data contained in the dhis2 Tracker with laboratory findings, enabling laboratories and health facilities to generate printed COVID-19 test results straight from the dhis2 system. The public dashboard encompasses a comprehensive range of public services, including the ability to request COVID-19 testing, access test results, download certificates, and stay informed on the national status of the pandemic.
HISP's efforts in addressing the COVID-19 pandemic were reproduced in neighbouring countries such as The Gambia and Cape Verde. Some of the innovative approaches were partially implemented in Sao Tome and Mozambique, as well as in São Tome and Principe. External applications utilised dhis2 data to tackle challenges such as certificate generation and the promotion of data accessibility.
West and Central Africa
COVID committees were established by West and Central African countries to supervise monitoring and response actions. Nevertheless, the illness surveillance team of the Ministry of Health was frequently inadequately represented. The primary stage centred on the implementation of monitoring and social distancing protocols. In February 2020, the HISP community provided COVID surveillance packages, which included case-based monitoring and Point of Entry case management. After participating in webinars, HISP groups worked together with the Ministry of Health and other stakeholders to customise surveillance packages according to specific local circumstances. The dhis2 information system has provided an opportunity for any proposed solution to be submitted and defended before these committees.
The dhis2 community in countries such as Senegal, Cameroun, The Gambia, DR Congo, and Mali promptly embraced packages for the management of COVID cases. Nevertheless, Burkina Faso and Guinea opted to utilise the packages as a blueprint to independently create their own COVID modules. Specific country needs prompted the development of innovations, such as the creation of contact tracing apps in Guinea. These methods facilitated the ability of countries to efficiently monitor cases and handle daily reporting on the COVID situation.
Amidst the pandemic response, the dhis2 community provided novel packages for the administration of the COVID immunisation programme. Individual packets facilitated the tracking of vaccinations on a per-dose basis, including information such as the batch number, any adverse events that occurred after immunisation, and the total number of doses administered. Aggregate packages are designed to focus on collective figures, such as the total number of individuals who have received their initial dosage and the total number of adverse events following immunisation (AEFI).
Countries select between options for handling aggregated data or individual data based on their specific requirements, skills, and aspirations. As an illustration, the Central African Republic made the decision to gather combined information on immunisation, while simultaneously establishing a dhis2 monitoring system for individuals who travel. Togo utilised dhis2 for both aggregate reporting and individual-level data, capitalising on the preexisting dhis2 ecosystem consisting of proficient healthcare professionals, internet access, and electronic devices.
Togo achieved the distinction of being the inaugural sub-Saharan African nation to have its digital immunisation certificate officially acknowledged by the European Union. This achievement not only enabled the complete resumption of administrative activities but also strengthened worldwide economic connections. Other nations pursued comparable trajectories with various levels of achievement.
Nevertheless, the public's enthusiasm for the vaccine has diminished following over a year of immunisation, resulting in certain countries having unrecorded data that has accumulated over time.
Many countries found it very straightforward to adopt dhis2 for COVID surveillance and immunisation. However, there was a conflict between traditional surveillance, HMIS, and HISP groups. The COVID committees, comprised of influential individuals lacking expertise in current systems, facilitated the implementation of several additional digital systems. Nevertheless, certain systems encountered constraints as a result of the sheer volume of cases and the absence of necessary design and process modifications. In nations such as country A, the system was terminated within a year, and administrators were unable to transfer data for integration into another system like dhis2. In nations such as country B, the donor organisations successfully established themselves as an IT solution for overseeing the COVID immunisation campaign, resulting in a state of conflict and uncertainty. In country C, the government allocated millions of dollars for the acquisition and execution of an electronic system, which attracted the attention of a new contender to secure the contract and receive a substantial payment for selling an immature technology.
Outlier cases: Tanzania, Norway and Chile
Tanzania case
Tanzania stands up as an exceptional case in our study during the initial stages of monitoring the pandemic. Until the demise of the former president Magufuli in March 2021, Tanzania implemented a policy of rejecting the existence of the pandemic and ceased publishing data on COVID-19 cases after May 2020. The World Health Organization's recommended measures to combat COVID-19 were deliberately disregarded, and instead, the population was encouraged to rely on prayer as a remedy. Testing for COVID-19 was actively discouraged, as it was believed to instill fear among the people (Tanzania Leader Says Prayer Will Cure Covid, as Hospitals Overflow | Tanzania | The Guardian, n.d.). The newly appointed president instigated a substantial change in COVID-19 policy, which involved the establishment of a committee of COVID-19 experts and the commencement of a vaccination programme.
Prior to this policy shift, a surveillance system was established to oversee the movement of travellers crossing the border between Tanzania and Kenya. This was in response to Kenya's requirement for Tanzanian individuals to present negative COVID-19 test results in order to enter. Although Tanzanian authorities first prohibited testing and other measures to address the pandemic, they were obligated to provide testing services in order to adhere to the legislation of neighbouring nations. During this phase, all services were performed manually, including the booking process and the delivery of results. Therefore, in December 2020, the Ministry of Health, in collaboration with HISP Tanzania, commenced the creation of a digital tool for COVID-19 testing and result generating using the dhis2 platform, known as PIMA COVID. This website facilitated the booking of testing services and issuance of certificates, effectively accommodating the rapidly changing demands of Tanzania.
In addition, Tanzania initiated the development of AFYAMSAFIRI, a new COVID monitoring module for incoming travellers, in February 2021. Upon arrival, guests were obligated to cover the cost of a PCR COVID test. The app was rapidly deployed, with financial partners actively involved in creating the applications as the payments had to be processed through their banks.
Tanzania became a participant in the worldwide GAVI COVAX vaccine effort in June 2021 and initiated preparations for a large-scale immunisation campaign. In the past, vaccination data were documented in a registry and reports were manually prepared. Additionally, individuals were given paper-based certificates after receiving their vaccinations. In order to alleviate the strain on health workers when it comes to manually recording personal information of each patient in registries, HISP and MoH collaborated to create the CHANJO COVID application, which is designed to track immunisations. The system incorporates a public web platform that enables individuals to choose health institutions offering immunisations, sign up for appointments at certain times, and receive confirmation of their appointments. In August 2022, vaccination certificates containing QR codes that may be verified were introduced. This solution was created and distributed via the Open Source network. The COVID-19 dhis2 metadata packages were provided and served as the foundation for the creation and localization of the aforementioned apps.
Norway
This case study analyses the deployment of the Fiks contact tracing system in six municipalities in Norway. For nearly two centuries, the health care industry has been in charge of contact tracing. However, thanks to the widespread vaccination against contagious diseases, local authorities have been able to manage small outbreaks using traditional methods such as phone calls, writing on paper, and organising data in spreadsheets. Nevertheless, the absence of a vaccine for COVID-19 prompted the exploration of digital contact tracing systems (CTS) as a means to facilitate contact tracing. The Norwegian Association of Local and Regional Authorities (KS) offered IT assistance via a software-as-a-service platform known as Fiks. The initiation of dhis2, an open-source system equipped with Application Programming Interfaces (APIs), was prompted by suggestions from the World Health Organisation (WHO) and the Centre for Disease Control and Prevention (CDC). KS and HISP Oslo commenced a grassroots digitalization process by deploying the Fiks contact tracing system on the KS digital platform. The digitization of COVID-19 has been recognised as the most rapid collaboration in Norwegian history, involving all participants who possess an exceptional willingness to assist.
The stand-alone system, Fiks contact tracing, encountered difficulties as a result of its limited interaction with other health information systems (HIS). With financial assistance from NIPH, KS established connections between Fiks contact tracing and the national population register, NIPH's laboratory database, and NIPH's clinical report database. A self-registration module was implemented for public use, enabling the automatic transfer of recorded positive cases from one municipality to another.
The municipalities in Norway exhibited a bureaucratic and hierarchical structure, which constrained the ability to engage in interdisciplinary collaboration. Amidst the pandemic, a municipal project manager formed an interdisciplinary team with individuals from several fields including law, health, IT, project management, and economics. The team reduced the distance between stakeholders and established connections between Fiks contact tracing and the readiness team, facilitating the effortless generation of reports and swift digitization. The team's proficiency in digitalization, ICT operation, analysis, health, and welfare technologies played a crucial role in expediting the process of digitalization.
Chile
The Epidemiology Unit of the Ministry of Health played a pivotal role in overseeing the management of information and IT responses to the COVID-19 epidemic. At first, it modified the preexisting epidemiological information system in Chile for COVID-19 and created a nationwide platform for handling samples. This platform consolidated all the outcomes of PCR testing carried out in the country. In addition, a specialised system was created to document interventions at healthcare facilities.
Nevertheless, the country encountered substantial obstacles since it was unable to make modifications to the current platforms, such as the national epidemiological surveillance system, due to their development being carried out by external teams that were no longer functioning or affiliated with the ministry. Chile came across dhis2 when searching for system improvements and decided to investigate and install it using the "fail fast and cheap" approach. As the country advanced in online training and technical documentation, they created tailored programmes. Significantly, these initiatives encompassed the Paxlovid programme, which facilitated the registration and surveillance of COVID-19 medicine distribution, as well as a novel system for health residences that enabled the tracking of occupied and vacant beds at isolation centres across the entire country. Later on, other programmes were implemented to monitor monkeypox, childhood cancer, and units for notifying cases of polio, measles, and rubella.
Chile conducted experiments with various system topologies, deploying them in the cloud and utilising Kubernetes, a previously unused paradigm. These operations were carried out in an isolated and autonomous manner. Thanks to its elastic capacity, this design effectively managed large amounts of data and supported multiple concurrent connections. It dynamically adjusted to changing demands and efficiently returned to a stable state, resulting in greatly reduced maintenance costs.
An important drawback that was discovered is the utilisation of open-source software. This can lead to mistrust, especially when an organisation lacks a culture that is familiar with free software. Furthermore, the Ministry did not possess the resources to sustain an in-house development team for dhis2. Additionally, due to the limited recognition of this system in Chile and Latin America, there was a scarcity of foreign development teams accessible.