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Framing Community Happiness in Korean National and Local Newspapers: A Longitudinal Text-Mining Analysis, 2016–2025

This longitudinal text-mining analysis of over 62,000 Korean newspaper articles from 2016 to 2025 reveals that community happiness is publicly constructed through two complementary frames—an institutional-national perspective in national media and a relational-local perspective in local media—both of which experienced crisis-induced agenda compression during the COVID-19 pandemic followed by post-crisis diversification.

Original authors: Ji-Hyun Jang

Published 2026-09-17
📖 6 min read🧠 Deep dive

Original authors: Ji-Hyun Jang

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ✨ This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Happiness is often thought of as a private feeling, a quiet satisfaction that lives inside a single person's mind. But when people live together in a town or a city, that feeling changes shape. It becomes something shared, built on whether the local school is good, if the neighbors look out for one another, or if the streets are safe. This shared sense of well-being is not just the sum of individual smiles; it is a complex web of services, relationships, and the feeling that a place is worth living in. To understand how a society views this collective happiness, researchers often look at the news. Newspapers do not just report on events; they choose which stories to tell and how to tell them, effectively deciding what matters to the public. By studying these stories, we can see how a nation and its local communities imagine their own well-being, and how those imaginations shift when the world faces a crisis.

A recent study by Ji-Hyun Jang of Sangmyung University offers a clear window into this process by examining how Korean newspapers talked about community happiness over a ten-year period, from 2016 to 2025. The researcher gathered a massive collection of news articles, searching for the Korean words for "community" and "happiness" appearing together in titles and full texts. This search pulled in nearly 66,000 records from a major news database. After removing duplicates and technical errors, the final analysis focused on 62,738 articles. These were split into two groups: 7,337 articles from twelve national daily newspapers, which cover the country as a whole, and 55,401 articles from up to forty-five local daily newspapers, which focus on specific regions and neighborhoods. The study divided this decade into three distinct eras: the years before the pandemic, the years of the pandemic itself, and the years following the peak of the crisis. By using computer tools to count words, map how words connect to one another, and measure the emotional tone of the writing, the study reveals two very different ways that happiness is framed in the news.

The analysis shows that national and local newspapers tell two different stories about what makes a community happy, and these stories rarely overlap. National newspapers tend to view community happiness through the lens of institutions and large-scale progress. In these articles, happiness is linked to expansion, economic growth, new facilities, and government support. The language often focuses on children as a policy target, the environment as a national project, and the role of corporations in providing aid. When a national paper writes about a happy community, it is often describing a place where the system is working, where resources are being distributed, and where measurable improvements are taking place. The focus is on the machinery of society: the schools, the hospitals, the budgets, and the policies that are supposed to make life better for everyone.

In contrast, local newspapers paint a picture of happiness that is deeply personal and rooted in daily relationships. These articles rarely talk about grand economic plans. Instead, they focus on gratitude, neighbors, care for the elderly, and the act of volunteering. When a local paper describes a happy community, it is often highlighting a specific person helping another, a village gathering, or a sense of belonging to a specific place. The words that appear most often in local coverage are "neighbors," "love," "care," and "gratitude." This suggests that for local journalists, community well-being is not about how much money a city has or how many new buildings are going up, but about whether people feel connected to one another and whether they can rely on the people living right next door.

The arrival of the pandemic in 2020 acted as a powerful force that temporarily squeezed these two different stories into a single, urgent narrative. During the crisis years, from 2020 to 2022, the word "COVID-19" became the central hub of the news. It connected to every other topic, from education to the economy, in a way that no other word ever had. In the national news, the pandemic became the only lens through which everything else was viewed, creating a highly concentrated focus on emergency response and protection. Local news also centered on the virus, but it managed to keep the language of neighbors and care alive even in the middle of the crisis. The emotional tone of the news dropped sharply during these years, with fewer positive stories and more negative ones, reflecting the difficulty of the times. However, the local papers remained slightly more positive than the national ones, holding onto the idea of community support even when the situation was dire.

Once the immediate crisis began to fade in 2023, the news did not simply return to how it was before. The study found that the topics diversified again, but the connections formed during the crisis remained. The pandemic did not disappear from the conversation; instead, it left a lasting mark on how health, care, and vulnerability are discussed. The news began to talk about health and welfare more frequently, linking them more tightly to the idea of community support. The national papers returned to talking about policy and institutions, while the local papers continued to emphasize the importance of neighbors and care for older residents. The study suggests that the crisis compressed the public agenda, forcing many different issues to be viewed through the single frame of the pandemic, but the recovery phase showed a new, more complex mix of topics that included both the structural support of the state and the relational bonds of the community.

The researchers were careful to note that their findings describe how the news talks about happiness, not how happy people actually are. The study does not measure the real-life satisfaction of residents or the actual quality of their services. Instead, it maps the vocabulary that governments, organizations, and the public use to recognize and discuss well-being. The data shows that a complete picture of community happiness requires both the national view of resources and the local view of relationships. One frame without the other leaves blind spots: the national view might miss the daily struggles of access, while the local view might overlook the structural inequalities that make those struggles harder. The study concludes that for a society to truly understand its own well-being, it needs to listen to both the story of the institution and the story of the neighbor, recognizing that they are two necessary parts of the same whole.

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