Health workers doing the work twice: once on paper, once digitally.
In Rwanda, where decades of effort have brought maternal mortality from catastrophic to merely concerning, a digital antenatal care module now sits at the intersection of genuine hope and structural friction. Deployed across fourteen health facilities in 2024, the tool was designed to do what paper never could — track missed appointments, preserve records, and send reminders to women who might otherwise disappear from care. Yet the story unfolding in Nyanza and Nyagatare is one familiar to many nations attempting to modernize health systems: the technology works, but the conditions surrounding it do not yet.
- Rwanda's maternal mortality has fallen dramatically over twenty-five years, but the country still trails global targets — making every missed antenatal visit a consequential failure.
- Health workers and pregnant women alike report that the digital module genuinely changes things: flagged absences, retrieved records, automatic reports, and SMS reminders that bring women back to clinic.
- Yet the system runs slowly, internet connectivity collapses in rural areas, and the offline mode still requires a connection to log in — turning a promising tool into a source of daily frustration.
- The most damaging problem is the dual workload: paper registers were never retired, so health workers enter every piece of data twice, slowing clinics and exhausting staff who feel they are doing the same job twice over.
- Supervision collapsed after the initial three-day training, leaving workers without guidance to troubleshoot or grow, while women without phones or with changed numbers fall entirely outside the SMS reminder system.
- Rwanda's path forward is clear but demanding — faster systems, reliable connectivity, embedded supervision, and the political will to finally let go of paper.
Rwanda has spent a generation driving down maternal mortality, moving from over a thousand deaths per hundred thousand live births in 2000 to 149 by 2025. Progress is real, but the finish line remains distant. In 2024, the Ministry of Health introduced a digital antenatal care module across fourteen health facilities in two districts, built to track pregnancies, store records securely, send SMS appointment reminders, and generate reports automatically — all aligned with WHO guidelines and the country's own digital health ambitions.
Researchers spoke with health center heads, nurses, midwives, and nearly eighty pregnant women to understand how the tool was actually functioning. What they found was a story of genuine promise shadowed by structural friction. Health workers described how the system transformed their ability to follow up with women who missed visits — before, a skipped appointment could mean a woman simply vanished from care. Now she was flagged immediately. Pregnant women noticed too: when they lost their paper appointment cards, staff could retrieve their full history by name and issue a new one on the spot. Records that once disappeared between visits were now preserved and accessible. Monthly reports that once took hours of manual counting could be generated in minutes. And the SMS reminders worked — women showed up more reliably because the system remembered their appointments even when they did not.
But the implementation exposed deep problems. The system ran slowly, frustrating health workers who sometimes resorted to writing notes on paper during consultations and entering data later at home — a workaround that risked errors and undermined the tool's purpose. Internet connectivity was unreliable, and even the offline mode required a connection to sign in and synchronize, meaning rural facilities with weak signals faced freezes and crashes mid-entry. After an initial three-day training, supervisory support largely evaporated, leaving staff unable to troubleshoot or develop their skills.
The heaviest burden was the dual workload. Paper registers were never retired, so health workers entered every piece of information twice — once by hand, once digitally. This doubled their labor, slowed clinic visits, and left pregnant women waiting longer. Health center heads were direct: the paper system had to go, or the digital tool would never function as intended. There was also a quieter human gap — women without mobile phones, or those who had changed their numbers, received no SMS reminders and depended entirely on community health workers to track them down.
Researchers concluded that Rwanda has built something with real potential, but potential alone is not enough. Faster system performance, stronger internet infrastructure, routine supervisory support, and the elimination of the paper-digital hybrid are not optional improvements — they are the conditions under which the tool can actually deliver on its promise. Without them, a genuinely useful innovation risks becoming a permanent half-measure.
Rwanda has spent years building down the maternal mortality rate—from 1,071 deaths per 100,000 live births in 2000 to 149 in 2025. The country has made real progress, but the numbers still lag behind global targets. So in 2024, the Ministry of Health rolled out a digital tool designed to strengthen antenatal care across fourteen health facilities in two districts: Nyanza and Nyagatare. The module was built to track pregnancies, store records securely, send appointment reminders via text, and generate reports automatically—all aligned with WHO guidelines and Rwanda's own digital health strategy.
Researchers interviewed 13 health center heads, 14 nurses and midwives, and 79 pregnant women to understand how the tool was actually working in practice. The pregnant women had an average age of 28.8 years; most had completed primary school and were attending their scheduled visits. The health workers were experienced—nearly half were between 35 and 44 years old, and most held diplomas with several years on the job.
What emerged from the conversations was a story of genuine promise shadowed by real friction. Health workers said the digital module had transformed how they tracked pregnant women who missed appointments. Before, a woman who skipped a visit might slip through the cracks. Now the system flagged her immediately, making it possible to reach out and reschedule. One nurse described it plainly: when a pregnant woman came for her second contact, the tool let her pull up all previous information without hunting through paper forms. Another noted that the system made danger signs visible in a way paper registers could not—a woman with warning symptoms that might have been overlooked on a handwritten page now appeared flagged in the digital record. Pregnant women themselves noticed the difference. When they lost their appointment cards, health workers could retrieve their information by name and issue a new appointment on the spot. The system also remembered details from earlier visits, so women did not have to repeat their stories.
The digital tool also solved a chronic problem: lost records. Before, information collected at the first antenatal visit often vanished, making it impossible to provide consistent care at the next one. Now records were stored securely and remained accessible for years. Health workers could generate monthly reports in minutes instead of spending hours counting and calculating by hand. And the SMS reminders worked. Women received text messages about their upcoming appointments and showed up more reliably. One health center head noted that because pregnant women are not sick, they often forget their appointments—the text reminder solved that.
But the implementation revealed deep structural problems. The digital tool ran slowly. Health workers described it as frustratingly sluggish, with delays moving from one screen to another. Some resorted to writing information on paper during the clinic visit, then entering it into the system later at home—a workaround that defeated the purpose and risked introducing errors. Internet connectivity was unreliable. Although the tool was designed to work offline, it still needed a connection to sign in, synchronize folders, and transfer data. In rural areas where connectivity was weak, the system would freeze mid-entry, halting the entire workflow. One nurse said that at the start, entering patient information would cause the system to crash due to poor connection.
Supervision dried up after the initial training. Health workers received a solid three-day training course, but follow-up support was sparse. Some facilities received only a single supervisory visit since the tool's introduction. Without ongoing guidance, staff could not troubleshoot problems or deepen their skills. The biggest complaint, though, was the dual workload. Despite introducing the digital tool, the old paper-based registers remained in use. Health workers had to enter data twice—once on paper, once digitally. This doubled their work, slowed down clinic visits, and left pregnant women waiting longer. One nurse said plainly that it felt like doing the job twice. Health center heads pushed back: stop using paper files, they said, or the digital system will never work properly.
There was also a human gap. Some pregnant women did not own mobile phones, and others had changed their numbers. These women could not receive SMS reminders, leaving them dependent on community health workers to track them down. One health center head acknowledged the problem: when a woman had no phone or a new number, reaching her became difficult.
The research team concluded that Rwanda has built a tool with real potential—it genuinely improves tracking, prevents record loss, and simplifies reporting. But to make it work at scale, the country needs to fix the system's speed, strengthen internet infrastructure, embed supervision into routine practice, and most critically, abandon the paper-digital hybrid. The tool cannot succeed if health workers are doing the work twice. Rwanda's next step is clear: address these barriers or the digital module will remain a promising idea that never fully delivers.
Notable Quotes
The digital tool improved follow-up by making it easier to track pregnant women who miss appointments and contact them for rescheduling, helping reduce missed contacts.— Health center head, study participant
The increased workload from using both digital and paper-based systems simultaneously feels like doing double work, especially when clinics are busy.— Nurse/midwife providing ANC services, study participant
The Hearth Conversation Another angle on the story
Why does a tool that clearly helps—better tracking, no lost records, automatic reminders—still struggle so much in practice?
Because the tool exists in a system that was not built for it. The paper registers are still there because policy and reporting requirements have not changed. So health workers are caught between two worlds, doing everything twice.
But the benefits are real. Women are not getting lost. Records are not disappearing. Why is that not enough to drive change?
It is enough to prove the concept works. But implementation is not about proof—it is about workflow. A slow system that crashes on poor internet, combined with the requirement to also fill out paper forms, becomes a burden rather than a tool. Health workers start seeing it as extra work, not improvement.
So the problem is not the digital tool itself. It is everything around it.
Exactly. The tool is sound. But it was introduced into a system with weak internet, no dedicated data managers, insufficient supervision, and no decision to actually stop using paper. Those are policy and infrastructure problems, not technology problems.
What would actually need to change for this to work at scale?
Three things. First, the system needs to be faster and more reliable—that requires investment in infrastructure and optimization. Second, Rwanda needs to formally retire the paper registers and commit to digital-only workflows. Third, supervision needs to be ongoing, not a one-time training. Without those changes, even a perfect tool will fail.
And the women without phones—how do they fit into this picture?
They are a reminder that digital tools can exclude people if you are not intentional. SMS reminders only work if you have a phone. Rwanda will need to think about how to reach those women through other channels—community health workers, for instance—or the tool becomes a tool only for some.