Despite heart disease being India’s leading cause of death, accounting for over 28 percent of all fatalities, a new study shows that only a tiny fraction of more than 200,000 health-related apps available in the country actually addresses this urgent health issue.
The research, published in the Journal of Medical Internet Research, involved a large-scale analysis of app store data from Apple and Google using natural language processing and clustering techniques. It showed that very few health apps offer content in Indian languages, making them inaccessible to large segments of the population.
Among the heart disease-related apps found in the English-language pool, most are free, but users rarely rate or review them, which suggests limited use. Researchers at Karl Landsteiner University of Health Sciences (KL Krems) highlight a major gap between digital health innovation and public health needs. Their findings emphasize the need to rethink how mobile technologies are deployed to fight serious conditions in low-resource settings.
India’s Growing Mobile Health Market Still Overlooks Heart Disease Solutions
People often see mobile health (mHealth) apps as a promising way to close health care gaps, especially in areas where access to doctors or hospitals is limited.. With India’s smartphone user base expected to surpass 1 billion, the country offers huge potential for digital health tools. But so far, scientific studies paving the way for exploiting this potential have been small or focused on narrow app categories and did not address heart disease specifically.
To change this, the researchers developed a systematic and scalable method to examine what is really out there in terms of mHealth offerings.
“The numbers really surprised us,” says Dr. Keerthi Dubbala, a researcher at KL Krems and lead author of the study. “We sifted through over 227,000 health-related apps, but only around 2,200 had anything to do with heart disease. And even those often lacked key features like local language support, user reviews, or clear, engaging descriptions.”
Alongside gathering this data, the team categorized the apps and looked at user engagement, content focus, and technical accessibility—offering a much clearer picture of what’s currently available.
Study Reveals Critical Shortage of Heart Health Apps and Regional Language Support in India
Their findings show a sobering fact: only 0.5 percent of Google Play Store apps and 1.4 percent of Apple App Store apps focus on heart disease. And more than 70 percent of those had no user ratings or reviews at all. While it’s good news that most were free, their relatively large file sizes and patchy update history could make them hard to use on older devices or with slower internet—especially in rural areas. Support for regional Indian languages was rare, even though previous research shows that regional-language apps often perform better in terms of user engagement.
Categories and clusters
Using machine learning, the team sorted the apps into three broad categories: clinical (focused on treatment and monitoring), fitness and lifestyle (covering things like diet and exercise), and sleep and wellness (which included meditation and stress reduction). Most fell into the clinical category, but these apps also had the least user engagement, the shortest descriptions, and the smallest file sizes.
“Even the apps that are most relevant in terms of content seem to struggle when it comes to actually reaching and helping people,” says Dubbala. “That might be due to visibility issues, poor design, or simply not offering what users need.”
“In a time when chronic illnesses are on the rise and digital health is gaining ground, this study sends a clear signal,” says Giovanni Rubeis, senior author of the study and former head of the Division of Biomedical and Public Health Ethics at KL Krems, who has since joined the University of Greifswald in Germany.
“It’s not enough to simply have apps—they need to be easy to find, easy to understand, and genuinely helpful.”
The team’s approach, he explains, offers a way to systematically map and analyze the mHealth ecosystem, giving researchers, developers, and policymakers the tools they need to identify gaps and take targeted action. For India—and for many countries facing similar challenges—that could make a real difference.