Abstract
This study presents a comprehensive bibliometric analysis of digital financial inclusion (DFI), examining its intellectual structure and forecasting future research trajectories. This study explores how technological innovation aligns with socioeconomic and environmental objectives by bridging traditional financial inclusion models with emerging digital paradigms. Based on 739 peer-reviewed articles indexed in the Web of Science through December 2024, co-citation and co-word analyses were conducted to uncover the field’s conceptual foundations and thematic evolution. The results identified four intellectual clusters: (1) the role of digital financial services in reducing inequality; (2) China’s digital finance experience; (3) the integration of digital finance with environmental sustainability; and (4) fintech’s role in entrepreneurship and innovation. Concurrently, co-word analysis reveals emerging themes, including technological advancements, sustainable urbanization, and inclusive economic development. This study contributes to the literature by offering an evidence-based mapping of DFI research, revealing both mature and underdeveloped areas. It also identifies conceptual gaps related to green finance, digital literacy, and regulatory governance. Practical implications for policymakers and practitioners include the design of inclusive digital ecosystems that prioritize accessibility, environmental sustainability, and financial equity. This analysis underscores DFI’s evolving role of the DFI as a systemic enabler of inclusive growth and sustainable development.
1 Introduction
Digital financial inclusion (DFI) integrates traditional financial inclusion with digital technologies (Wang et al., 2022), emphasizing the use of information and communication technology to expand access to financial services, particularly to underserved populations (Mhlanga, 2020). By emphasizing the provision of financial services at an affordable price, financial inclusion enhances economic participation, fosters a more equitable society (Berry, 2015), and reduces the risk of financial institutions through diversification (Umar & Akhtar, 2024). Traditional finance has historically neglected poverty reduction and the inclusion of marginalized populations, leading to disparities in financial accessibility (Aziz & Naima, 2021). Many financially vulnerable individuals have been excluded because of high transaction costs, information asymmetry, and a lack of collateral (Wang & Fu, 2022). These barriers prevent underserved communities from engaging in economic activities and exacerbate financial inequality. The inclusion of poor and vulnerable communities in financial services has become a key driver of inclusive growth and sustainable development (Saha & Dutta, 2023; Yang & Zhang, 2020).
DFI involves digital access to formal financial services (Gálvez-Sánchez et al., 2021). The integration of digital technologies into financial systems has significantly enhanced financial inclusion by eliminating geographical limitations and expanding service accessibility (Daud & Ahmad, 2023; Khera et al., 2022; Shen et al., 2020). DFI has proven effective in promoting poverty reduction and economic empowerment by extending financial services to the unbanked population (Ozili, 2018; Tay et al., 2022). They also foster financial literacy, lower transaction costs, streamline banking operations, support entrepreneurship, and contribute to inclusive economic growth (Burchi et al., 2021; Jin et al., 2025).
Furthermore, DFI facilitates economic activities among vulnerable groups by reducing service costs and improving access to financial information (Jin et al., 2025). For instance, technologies such as artificial intelligence (AI) and information communication technologies (ICT) help mitigate information asymmetry, a key challenge in traditional financial systems, by enhancing transparency between financial institutions and users (Mhlanga, 2020). This, in turn, fosters social trust and enhances credit accessibility for low-income groups, especially in rural areas (Mumtaz, 2024). Consequently, recent technological innovations have provided affordable and accessible financial solutions to underserved groups and stimulated their economic participation (Shen et al., 2020). Extensive research has highlighted the impact of digital finance in China. FinTech applications strengthen banks’ risk control capabilities, improve credit inclusiveness (Yang et al., 2024), facilitate financing for environmentally sustainable initiatives (Fu et al., 2024), reduce household carbon emissions (Lv et al. 2024), and encourage firms to enhance their environmental, social, and governance (ESG) performance (Li et al., 2025).
Despite increasing adoption, concerns remain regarding the effectiveness of DFI in addressing broader socioeconomic disparities (Li & Peng, 2023; Ren et al., 2023). Challenges such as inconsistent implementation, limited technological infrastructure, and digital literacy gaps hinder their effectiveness, particularly in underdeveloped regions (Xi & Wang, 2023). While DFI contributes to reducing financing constraints for small and micro businesses and alleviates regional income inequality (Ji et al., 2021; Suhrab et al., 2024), there remains an urgent need to assess the extent to which DFI addresses systemic financial exclusion.
Although previous research has highlighted the advantages of DFI, existing studies have primarily focused on traditional financial inclusion mechanisms, often overlooking the transformative role of digital technologies (Adel et al., 2022; Gálvez-Sánchez et al., 2021). The impact of digital financial services on financial accessibility, income equality, and environmental sustainability requires further investigation (Ding et al., 2022; Wang et al., 2022). Moreover, while scholars have explored the influence of AI, big data, and cloud computing on financial accessibility (Mhlanga, 2020; Pattnaik et al., 2024), systematic analysis of the development and long-term implications of DFI remains lacking. Addressing this gap is crucial for understanding the evolving digital finance landscape and its effectiveness in promoting financial inclusion.
Existing bibliometric studies of DFI have several methodological and conceptual limitations that warrant further exploration. First, existing studies primarily employ databases such as Scopus, Google Scholar, and Dimensions.ai, which may not comprehensively capture the interdisciplinary nature of DFI research (Rawat, 2024; Sangma & Das, 2024). For instance, Scopus excludes high-impact journals in social sciences, development economics, and policy studies, which are crucial for understanding the broader implications of financial inclusion (Afjal, 2023). Google Scholar, while extensive, lacks rigorous indexing standards, and Dimensions.ai, although useful for large-scale analyses, does not always offer the same curated dataset quality as the Web of Science (WoS). As a result, previous bibliometric studies may have overlooked critical contributions to financial inclusion research, particularly in areas related to regulatory frameworks, behavioral finance, and policy effectiveness. Given these shortcomings, conducting a bibliometric analysis using WoS can provide a more robust and comprehensive mapping of DFI.
Second, previous bibliometric studies have largely overlooked critical areas such as the environmental impact of digital finance, focusing instead on themes such as economic growth, financial literacy, and mobile banking (Afjal, 2023; Sangma & Das, 2024). For instance, given that digital financial services contribute to decreased energy consumption and CO2 emissions, they can potentially contribute to environmental sustainability. However, research on sustainable digital financial solutions remains limited (Ahiase et al., 2024). Similarly, behavioral finance and digital literacy barriers remain under-examined despite their significant influence on consumer adoption of digital financial services (Vasishta & Singla, 2024). Another overlooked dimension is policy effectiveness and regulatory frameworks, as most bibliometric studies focus on trends and citation impact rather than assessing how well financial inclusion policies work across different regions. A bibliometric analysis incorporating policy-oriented research can highlight adoption challenges, policy impacts, and global regulatory comparisons, which are critical for inclusive and future-ready financial systems.
Third, bibliometric studies of the impact of DFI on vulnerable populations are limited. Although digital finance is widely promoted as a tool for reducing income inequality and improving financial access, existing research has not systematically examined its actual benefits for marginalized groups such as low-income households, rural communities, and women entrepreneurs (Afjal, 2023; Rawat, 2024). Many studies track the growth of financial inclusion research, but few explore whether DFI genuinely mitigates economic disparities or unintentionally reinforces the existing financial inequalities. A comprehensive understanding of the genuine impact of DFIs on vulnerable groups is crucial for maximizing their potential for economic empowerment and inclusive growth.
In response to the limitations mentioned above, this study aimed to provide a comprehensive and systematic bibliometric analysis of DFI using the WoS Core Collection. This study aimed to address the following research objectives:
To assess current trends in DFI research using co-citation analysis.
To identify emerging research directions related to DFI using co-word analysis.
This study makes several important contributions to a broader understanding of DFI. This article presents an objective data-driven overview of the field’s development and thematic progression. By applying co-citation analysis, this study identifies key thematic areas that reflect the intellectual structure of the literature. Additionally, a co-word analysis revealed emerging topics that point to future research opportunities and practical considerations. Together, these findings offer valuable insights to researchers, practitioners, and policymakers working to promote more inclusive and sustainable digital finance approaches.
The remainder of this article is structured as follows: Section 1 provides the conceptual background and identifies key knowledge gaps; Section 2 outlines the bibliometric procedures and search criteria; Section 3 interprets the findings from the co-citation and co-word analyses; Section 4 presents both theoretical and practical takeaways; and Section 5 summarizes the study’s contributions, acknowledges its limitations, and suggests directions for future research.
2 Method
A bibliometric approach was adopted to meet the research objective. This quantitative technique offers a systematic overview of existing literature, enabling the identification of publication trends, influential works (Chandrakumar et al., 2024), emergent research fronts, and the intellectual structure of DFI research. Two complementary methods were employed: co-citation and co-word analyses.
Co-citation analysis maps a field’s structural backbone by grouping publications cited together in subsequent works, signaling a shared intellectual lineage (Wider et al., 2024b). To determine the optimal analytical granularity, we experimented with multiple co-citation thresholds and ultimately selected a minimum threshold of 26. This value produced a well-structured network of 52 frequently cited references from the initial corpus of 739 articles. Focusing on this refined subset enhances analytical clarity and helps identify the field’s principal research themes, theoretical foundations, and conceptual linkages (Fauzi, 2024).
Next, a co-word analysis was conducted to uncover emerging topics and thematic foci. This technique reveals how concepts intersect within the literature by examining the co-occurrence patterns (Fauzi et al., 2024). Several keyword frequency thresholds were also tested to balance the network density and thematic interpretability. A final threshold of 13 keyword occurrences was chosen, yielding 52 high-frequency keywords and producing an analytically robust co-word network that captures current research hotspots and conceptual overlaps (Wider et al., 2024a).
To generate and visualize bibliometric networks, we employed VOSviewer, which is a widely used tool for constructing and viewing bibliometric maps (Van Eck & Waltman, 2014). Additionally, Biblioshiny for RStudio was used to conduct thematic mapping and keyword trend analyses, offering deeper insights into the temporal evolution and conceptual maturity of themes within the DFI research.
Each cluster identified from both analyses was manually reviewed and labeled to ensure interpretative accuracy and thematic coherence. Although both techniques rely on network-based metrics, they serve distinct purposes: co-citation analysis uncovers the intellectual roots and the most influential publications in the field, whereas co-word analysis highlights emerging thematic trends and evolving areas of inquiry. Together, they provide a complementary and holistic perspective on the intellectual and thematic landscape of DFI research.
2.1 Search String
We conducted a comprehensive review using the WoS Core Collection database, which includes publications indexed up to December 31, 2024. We searched the “TOPIC” field with the query: “digital financial inclusion” OR “digital inclusive finance,” covering titles, abstracts, and keywords. We restricted our analysis to English-language publications in order to maintain relevance to the target audience. The inclusion criteria were publications indexed in WoS, written in English, and published as peer-reviewed articles or reviews related to DFI or digital inclusive finance, with the keywords “digital financial inclusion” or “digital inclusive finance” appearing in the title, abstract, or keywords. Publications were excluded if they were non-English or conference papers, editorials, book chapters, or other non-article types. Publications unrelated to the core topic, despite the keywords, were excluded.
3 Results and Discussion
3.1 Publication Trend and Descriptive Analysis
Among the 739 papers retrieved from the WoS database, 12,172 were recorded, including 8,942 non-self-citations. On average, each publication received approximately 16.47 citations, and the dataset yielded an H-index of 52, indicating a substantial academic impact. The analysis also revealed a marked increase in scholarly interest in DFI beginning in 2020, with the number of publications increasing from 21 in 2020 to 278 in 2024. This upward trajectory is projected to continue through 2025. Figure 1 presents the annual progression of both the publication volume and citation frequency from 2017 to December 31, 2024.

All citations and publications from 2017 through December 31, 2024.
3.2 Co-Citation Analysis
Table 1 presents the ten most co-cited references ranked by their total link strength (TLS). Notably, publications by Guo et al. (2020), Li et al. (2020), and Ozili (2018) stand out, with TLS values of 777, 729, and 638, respectively. In this context, TLS refers to the sum of the link strengths between a given publication and all other publications in which it is co-cited. The higher the TLS value, the stronger the association and influence of publications within the co-citation network. This metric highlights the centrality and significance of the publications in the field.
Documents that rank highest in terms of TLS and co-citations
No. | Documents | Citation | TLS |
---|---|---|---|
1 | Guo, F., Wang, J. Y., Wang, F., Kong, T., Zhang, X., & Cheng, Z. Y. (2020). Measuring China’s digital financial inclusion: Index compilation and spatial characteristics. China Economic Quarterly, 19 (4), 1401–1418 | 196 | 777 |
2 | Li, J., Wu, Y., & Xiao, J. J. (2020). The impact of digital finance on household consumption: Evidence from China. Economic modelling, 86 , 317–326 | 154 | 729 |
3 | Ozili, P. K. (2018). Impact of digital finance on financial inclusion and stability. Borsa istanbul review, 18 (4), 329–340 | 146 | 638 |
4 | Liu, Y., Luan, L., Wu, W., Zhang, Z., & Hsu, Y. (2021). Can digital financial inclusion promote China’s economic growth?. International Review of Financial Analysis, 78 , 101889 | 103 | 589 |
5 | Ji, X., Wang, K., Xu, H., & Li, M. (2021). Has digital financial inclusion narrowed the urban-rural income gap: The role of entrepreneurship in China. Sustainability, 13 (15), 8292 | 60 | 344 |
6 | Yu, C., Jia, N., Li, W., & Wu, R. (2022). Digital inclusive finance and rural consumption structure–evidence from Peking University digital inclusive financial index and China household finance survey. China Agricultural Economic Review, 14 (1), 165–183 | 53 | 280 |
7 | Wang, X., Wang, X., Ren, X., & Wen, F. (2022). Can digital financial inclusion affect CO2 emissions of China at the prefecture level? Evidence from a spatial econometric approach. Energy Economics, 109 , 105966 | 48 | 263 |
8 | Gomber, P., Koch, J. A., & Siering, M. (2017). Digital Finance and FinTech: current research and future research directions. Journal of Business Economics, 87 , 537–580 | 64 | 262 |
9 | Xun, Z., Guanghua, W., Jiajia, Z., & Zongyue, H. (2020). Digital economy, financial inclusion and inclusive growth. China Economist, 15 (3), 92–105 | 55 | 262 |
10 | Ozturk, I., & Ullah, S. (2022). Does digital financial inclusion matter for economic growth and environmental sustainability in OBRI economies? An empirical analysis. Resources, Conservation and Recycling, 185 , 106489 | 52 | 258 |
By employing a co-citation analysis, four distinct clusters emerged, each offering a DFI perspective. These clusters reveal thematic linkages and evolving trends in the literature, highlighting the growing complexity of digital finance and its implications for economic development. Figure 2 visualizes these clusters as color-coded nodes representing the interconnectedness and thematic focus of publications.
Cluster 1 (Red): “The Role of Financial Services and Digital Innovation in Advancing Financial Inclusion and Reducing Inequality.” This cluster emphasizes the transformative potential of digital financial services in bridging socioeconomic divides. By making formal financial accounts more accessible and affordable (Allen et al., 2016; Demirguc-Kunt et al., 2018), digital solutions created pathways for marginalized communities to participate in economic activities that were once beyond their reach. Beyond enabling transactions, these innovations can empower women, rural populations, and small-scale entrepreneurs by providing access to credit, savings, and insurance products tailored to their unique needs (Mushtaq & Bruneau, 2019). By reducing the cost of financial intermediation, fintech fosters competition, reduces service fees, and prompts innovation in product offerings. This, in turn, contributes to socioeconomic growth and alleviates gender-based inequalities by giving women greater control over household and business financing. Furthermore, the role of fintech in narrowing income gaps (Demir et al., 2022) highlights how technology-driven solutions can be powerful levers for inclusive economic development, especially in emerging markets. Policymakers and private sector stakeholders are increasingly recognizing that robust regulatory frameworks, consumer protection measures, and digital literacy initiatives must accompany the scale-up of digital finance. When thoughtfully implemented, these strategies can minimize fraud or data security risks, ensuring that technology-driven financial inclusion remains equitable and sustainable.
Cluster 2 (Green): “Digital Financial Inclusion in China: Impacts on Economic Growth, Poverty Alleviation, and Urban-Rural Disparities.” Focusing on China, this cluster highlights how digital finance can catalyze inclusive growth and reduce inequalities between urban and rural regions. Leveraging extensive mobile penetration and innovative payment platforms, policymakers and businesses have shaped new financial ecosystems that encourage entrepreneurship, expand consumer markets, and stimulate sustainable development (Ahmad et al., 2021; Hasan et al., 2022; Liu et al., 2021). Digital financial tools have effectively lowered barriers to entry for small businesses, offering both credit and broader services such as inventory management and peer-to-peer lending. This approach has proven instrumental in narrowing the urban–rural divide, as rural populations gain greater autonomy over financial decision-making and revenue generation (Ji et al., 2021). The role of digital finance in alleviating rural poverty underscores its capacity to provide stable income streams, reduce vulnerability to financial shocks, and encourage asset accumulation (Wang & He, 2020). Moreover, the integration of environmental and sustainability goals (Ozturk & Ullah, 2022) signals the recognition that inclusive finance must transcend conventional growth metrics. Aligning with green principles, digital financial solutions can contribute to responsible resource management and long-term resilience, thereby enhancing their impact on poverty reduction and community well-being.
Cluster 3 (Blue): “Digital Financial Inclusion and Sustainable Development: Green Innovation, Carbon Emissions, and Economic Growth.” This cluster underscores the intersection of digital finance with environmental sustainability and green innovation, arguing that access to digital financial tools can generate cascading benefits in both economies and ecosystems. By streamlining investments in renewable energy projects and incentivizing low-carbon technologies, digital finance platforms facilitate the adoption of cleaner production methods and contribute to enhanced energy-environmental performance (Cao et al., 2021; Lin & Ma, 2022). Such platforms can also help small and medium-sized enterprises adopt sustainable practices by easing the burden of initial capital outlays and providing real-time financial data that inform energy-efficient decision-making. At the macro level, digital finance mechanisms, from crowdfunding to mobile-based payment systems, reduce transaction costs, and guide behavior toward greener consumption patterns (Wang & Guo, 2022). Notably, the cluster highlights how these innovations create new forms of sustainable employment, ranging from eco-friendly startups to green project financing, underscoring that inclusive growth need not come at the expense of the environment (Geng & He, 2021). As policymakers and investors increasingly prioritize ESG criteria, a robust digital financial infrastructure may serve as a critical conduit for channeling funds into sustainable ventures, ultimately fostering a more resilient and equitable global economy.
Cluster 4 (Yellow): “Fintech Evolution, Digital Finance Ecosystem, and Its Role in Entrepreneurship and Innovation.” Here, the spotlight is fintech’s transformative power and the capacity to reshape traditional financial landscapes. As fintech ecosystems mature (Gomber et al., 2018), they create an environment in which startups and established enterprises collaborate and share resources and expertise to develop innovative solutions. In China (Guo et al., 2020), the interplay between supportive policies, robust technology infrastructure, and a vast consumer base has catalyzed a fintech revolution beyond mere transactional efficiency. By offering alternatives to conventional bank loans, fintech platforms help entrepreneurs, especially those in underserved areas, gain the capital required to launch and scale their ventures (Tang et al., 2020). This shift has driven technological breakthroughs and fueled competition, pushing traditional financial institutions to adapt and innovate. Moreover, the broader social impact of the evolution of fintech cannot be overlooked. By democratizing access to financing, these solutions empower individuals from diverse socioeconomic backgrounds to pursue entrepreneurial activities, thereby promoting inclusive growth and social mobility. As fintech continues to evolve, the successful alignment of innovation, regulation, and consumer protection will be the key to ensuring that it remains a catalyst for opportunity rather than an amplifier of existing inequalities.

Co-citation analysis.
Table 2 summarizes the co-citation analysis related to research on DFI. The information provided consisted of the labels assigned to each cluster, the total number of publications within each cluster, and examples of key publications representing each cluster’s thematic focus.
Co-citation clusters
Cluster | Cluster label | Number of publications | Representative publications |
---|---|---|---|
1 (Red) | The role of financial services and digital innovation in advancing financial inclusion and reducing inequality | 16 | Allen et al. (2016), Demirguc-Kunt et al. (2018), Mushtaq and Bruneau (2019), Demir et al. (2022) |
2 (Green) | DFI in China: Impacts on economic growth, poverty alleviation, and urban-rural disparities | 15 | Ahmad et al. (2021), Liu et al. (2021), Hasan et al. (2022), Ji et al. (2021), Wang and He (2020), Ozturk and Ullah (2022) |
3 (Blue) | DFI and Sustainable development: Green innovation, carbon emissions, and economic growth | 14 | Cao et al. (2021), Lin and Ma (2022), Wang and Guo (2022), Geng and He (2021) |
4 (Yellow) | Fintech evolution, digital finance ecosystem, and its role in entrepreneurship and innovation | 7 | Gomber et al. (2018), Guo et al. (2020), Tang et al. (2020) |
3.3 Co-Occurrence of Keyword
The most commonly cited keyword was “digital financial inclusion,” appearing 232 times, followed by “digital inclusive finance” with 186 instances, and “growth” with 107 instances. Table 3 delineates the 15 most prevalent keywords, highlighting the principal subjects and the critical domains of DFI.
Top 15 most frequently used keywords
Rank | Keyword | Occurrences | TLS |
---|---|---|---|
1 | DFI | 232 | 481 |
2 | Digital inclusive finance | 186 | 330 |
3 | Growth | 107 | 342 |
4 | Impact | 86 | 298 |
5 | China | 86 | 297 |
6 | Financial inclusion | 77 | 201 |
7 | Innovation | 74 | 266 |
8 | Digital finance | 60 | 148 |
9 | Fintech | 54 | 166 |
10 | Economic-growth | 48 | 195 |
11 | Access | 48 | 160 |
12 | Inequality | 37 | 121 |
13 | Constraints | 37 | 120 |
14 | CO2 emissions | 35 | 169 |
15 | Credit | 33 | 120 |
Figure 3 depicts a network consisting of four clusters of keywords that occur together and are connected to one another. By conducting a more in-depth analysis and discussing the characteristics and thematic focus of each cluster, one can gain insight into the interconnected research areas contained within this field.
Cluster 1 (Red): “Technological Advancements and Sustainable Pathways in Digital Financial Inclusion.” This cluster underscores the increasing significance of technological innovation for broadening and improving digital financial services. As new tools and platforms emerge, they help individuals and communities overcome geographical and socioeconomic barriers and offer swift and reliable access to financial resources. The increasing ubiquity of mobile devices and internet connectivity, combined with targeted financial literacy initiatives, ensures that more people can actively participate in the digital economy (Gunawan et al., 2023). These developments are especially pertinent for underserved groups, which may have been excluded from formal financial systems because of cost, lack of infrastructure, or rigid regulatory frameworks. By leveraging continuous innovation, digital solutions can reduce transaction costs and bridge affordability (Hasan et al., 2024). Concurrently, a growing focus is on aligning these technological strides with sustainable practices, ensuring that economic advantages are balanced with social responsibility and environmental stewardship (Edunjobi, 2024). This integrated perspective drives inclusive economic growth and fosters resilience by encouraging transparent governance and responsible resource management. Consequently, future pathways to DFI will likely emphasize synergy between innovation, sustainability, and equitable access. Investments in cutting-edge infrastructure, supportive policies, and cross-sector collaborations are pivotal for creating a financial ecosystem in which technology catalyzes positive social change. By prioritizing user-friendly interfaces, robust data protection, and ongoing education, stakeholders can ensure that digital finance evolves into a key driver of inclusive and enduring progress for individuals and communities worldwide.
Cluster 2 (Green): “Financial Development, Urbanization, and Environmental Sustainability.” This cluster examines how the accelerated pace of financial development and urban expansion intersect with urgent environmental considerations. As economies grow and urban populations surge, energy consumption inevitably increases, placing significant pressure on natural resources and contributing to higher carbon emissions (Manigandan et al., 2024). Consequently, policymakers and industry leaders are seeking ways to harness financial instruments to promote cleaner technologies, energy efficiency, and low-carbon strategies. Such measures range from green bonds and sustainability-linked loans to incentives for renewable energy projects, which can spur innovation and reduce environmental degradation (Dong et al., 2024). The challenge lies in harmonizing financial prosperity with ecological well-being; sustainable urban growth calls for regulatory frameworks that guide investments toward greener solutions and align economic incentives with emission-reduction goals. Urbanization also prompts a greater demand for infrastructure transportation networks, housing, and public facilities that can be developed by integrating renewable energy sources (Niu et al., 2024). This cluster highlights the importance of a balanced approach to economic development and environmental stewardship. By directing financial resources toward sustainable projects, societies can mitigate the adverse impacts of urbanization, minimize dependence on fossil fuels, and create healthier living spaces. It is equally important to raise awareness among stakeholders, the government, private sector, and citizens regarding the long-term benefits of environmentally conscious financial policies. In the coming years, attention will increasingly focus on how financial systems can expedite this transition, reflecting the growing realization that prosperity and sustainability are not mutually exclusive, but synergistic objectives.
Cluster 3 (Blue): “Digital Financial Inclusion as a Catalyst for Socioeconomic Equity and Poverty Reduction.” In this cluster, DFI emerges as a transformative force that bridges the socioeconomic divide and elevates disadvantaged communities. The proliferation of information and communication technologies (ICT), especially mobile applications and payment platforms, has drastically widened access to financial services (van Zanden, 2023). By transcending traditional banking structures, digital tools empower individuals who lack formal financial accounts or who live in remote locations. Effortless transactions and immediate access to services such as remittances, savings, and insurance reduce poverty by facilitating capital accumulation and risk management (Mishra et al., 2024). Additionally, digital credit channels bolster entrepreneurship, particularly among low-income groups because they streamline lending processes and offer tailored financial products (Nguimkeu & Okou, 2021). This approach boosts productivity and fosters inclusivity by giving marginalized populations a stake in economic growth. As these platforms continue to evolve, data-driven insights can improve the customization of financial products, aligning them more closely with local needs and capabilities. Nonetheless, investments in infrastructure and digital literacy are essential to ensuring that digital finance genuinely benefits everyone. Governments, development agencies, and private-sector actors must collaborate to address cybersecurity, data privacy, and responsible lending issues. Overcoming these hurdles will solidify the role of DFI as a catalyst for reducing inequality. Ultimately, accessible, reliable, and secure digital platforms have the potential to reshape the global financial landscape and reinforce social stability and economic progress for communities historically excluded from the mainstream financial systems.
Cluster 4 (Yellow): “Fintech and Digital Finance: Overcoming Barriers to Entrepreneurship and Economic Growth.” This cluster focuses on how fintech and digital finance revolutionize entrepreneurship by dismantling the long-standing barriers tied to funding and resource constraints. Traditional lending processes often sideline small enterprises that face rigorous credit requirements, limited collateral options, and lengthy approval procedures. However, fintech platforms offer nimble and inclusive alternatives, enabling entrepreneurs to secure capital more efficiently (Jin & Liu, 2025). By democratizing access to finance through peer-to-peer lending, crowdfunding, and mobile-based credit services, fintech reduces entry barriers that have historically stifled innovation among underrepresented groups. Such financial inclusion not only heightens economic activity but also mitigates income disparities, as individuals previously overlooked by mainstream institutions can now launch or expand their ventures (Mishra et al., 2024). Broadening credit access stimulates job creation and fosters a diverse and vibrant entrepreneurial ecosystem. Moreover, digital financial services generate real-time insights and analytics, providing entrepreneurs with valuable data to refine business strategies and optimize operations (Naili et al., 2023). Adaptability is vital to sustaining growth in competitive markets. Nevertheless, the success of fintech solutions depends on user trust and effective supervision. Regulators and industry players must collaborate to establish a balanced framework that protects consumers, ensures data security, and maintains financial integrity. Aligned with supportive policies, technological innovation in finance drives the virtuous cycle of entrepreneurship, employment, and inclusive economic expansion. Ultimately, by transforming how capital is accessed and managed, fintech and digital finance champion a more equitable, opportunity-rich future.

Co-word analysis.
Table 4 summarizes the results of the co-word analysis of DFI. This table provides information regarding the assigned title for each cluster, number of keywords contained within each cluster, and representative keywords that capture the principal ideas and concepts associated with each cluster.
Co-word analysis on DFI
Cluster No and color | Cluster label | Number of keywords | Representative keywords |
---|---|---|---|
1 (Red) | Technological advancements and sustainable pathways in DFI | 16 | Adoption, constraints, digital economy, digital finance, efficiency, entrepreneurship, financing constraints, information, innovation, internet, investment, literacy, performance, technological innovation, technology, transformation |
2 (Green) | Financial development, urbanization, and environmental sustainability | 15 | Carbon emissions, China, CO2 emissions, consumption, DFI, economic growth, economic growth, emissions, energy consumption, financial development, impact, model, renewable energy, urbanization, sustainable developments |
3 (Blue) | DFI as a catalyst for socioeconomic equity and poverty reduction | 14 | Access, banking, credit, determinants, digital financial services, financial inclusion, fintech, ICT, income, income-inequality, mobile money, poverty, risk, services |
4 (Yellow) | Fintech and digital finance: Overcoming barriers to entrepreneurship and economic growth | 7 | Digital inclusive finance, economy, growth, heterogeneity, inequality, productivity, threshold effect |
The thematic map derived from the co-word analysis offers a visual representation of the conceptual landscape of DFI along two core dimensions: centrality, which reflects the theme’s relevance to the field as a whole, and density, which indicates the level of internal development or conceptual maturity of a theme. This dual-axis framework enables a nuanced interpretation of both the structural positioning and thematic evolution of DFI literature. Figure 4 illustrates the spatial distribution of keyword clusters within this framework.

Thematic map.
No themes are positioned in the upper-right quadrant, which typically signifies motor themes that are both well-developed and central to the field. The absence of clusters in this area suggests that, while several topics are widely addressed in the literature, none simultaneously exhibit both high centrality and high density. This indicates a potential gap in the development of conceptually mature and structurally integrated themes in DFI research.
Two basic themes were identified in the lower-right quadrant, both of which are central to DFI research, but exhibit relatively low density, indicating limited conceptual development. The first cluster, comprising keywords such as “growth,” “impact,” and “innovation,” reflects ongoing scholarly interest in the transformative potential of DFI for economic development and entrepreneurial activity. However, the low density of this cluster suggests that these concepts are yet to be systematically theorized or integrated into cohesive frameworks. The second cluster, consisting of “access,” “constraints,” and “inequality,” inequality, signals the enduring importance of foundational concerns regarding equitable financial participation. While these themes remain prominent in the literature, their theoretical underdevelopment underscores the need for more integrated models that address structural barriers to inclusion and map pathways to socioeconomic equity.
Two niche clusters were observed in the upper left quadrant. The first includes keywords such as “information-technology,” “user acceptance,” and “gender,” while the second comprises terms like “business,” “labor,” and “empowerment.” These themes are marked by high density but low centrality, indicating that they are internally well-developed yet relatively peripheral to the core discourse. They reflect specialized areas of inquiry, such as the gendered adoption of fintech and labor-related implications of digital finance, which, while mature, have not yet achieved mainstream prominence in the field.
Interestingly, the lower-left quadrant, which usually denotes emerging or declining themes, also contained no clusters. This absence suggests that the DFI literature is currently stable, with a limited emergence of entirely new themes or obsolescence of existing ones. It points to a relatively consolidated field, though potentially in need of revitalization, through interdisciplinary perspectives or novel conceptual approaches.
Figure 5 shows the trend topic analysis, revealing the dynamic progression of key terms within the DFI literature from 2020 to 2024. Notably, terms such as “services,” “emissions,” and “income” have shown marked increases in usage by 2024, indicating a growing scholarly interest in how DFI intersects with digital public services, environmental sustainability, and income distribution. The increasing visibility of “emissions,” in particular, reflects the rising convergence between the DFI and green finance initiatives, possibly linked to sustainable digital ecosystems and carbon-neutral financial infrastructure.

Temporal evolution of keywords in DFI.
Themes such as “growth,” “impact,” and “innovation” experienced consistent attention from 2020 to 2023. Their prominence aligns with broader discussions on the potential of DFI to drive inclusive economic development, foster entrepreneurial activity, and support technological innovation in underserved communities. However, the moderate density of these themes, as shown in the thematic map, suggests the need for further theoretical consolidation.
Earlier terms such as “economy,” “entrepreneurship,” “sector,” and “women” had higher visibility between 2020 and 2022 but have since declined in prominence. While these may represent foundational areas of study, their decreasing presence points to a shifting focus toward more recent global challenges such as climate resilience, digital service provision, and financial access in the post-pandemic world.
4 Implications
4.1 Theoretical Implications
This bibliometric investigation of the DFI yields significant theoretical insights by mapping the intellectual and thematic evolution of the field. The findings suggest a transition from an early economic emphasis on formal financial access to a more expansive multidimensional construct that incorporates technological innovation, sustainability transitions, and socio-behavioral perspectives.
The co-citation analysis reaffirms the field’s theoretical grounding in development economics and financial intermediation, with sustained attention paid to issues of access, stability, and poverty alleviation (Aziz & Naima, 2021; Khera et al., 2022). These foundational paradigms continue to shape the scholarly discourse on financial exclusion. In contrast, the co-word analysis revealed a more dynamic and fragmented thematic landscape, with growing interest in sustainability, urbanization, and digital innovation, suggesting a shift toward interdisciplinary integration and problem-oriented theorizing.
The thematic map provided further evidence of this evolution. Positioned in the lower-right quadrant, the clusters containing “access,” “constraints,” and “inequality” as well as “growth,” “impact,” and “innovation” are classified as basic themes central to the discourse but still lacking in theoretical depth and internal cohesion. This provides a clear opportunity to develop integrative models that link digital financial systems to measurable financial outcomes, inclusive growth, and systemic equity. The enduring relevance of these basic themes, coupled with their conceptual underdevelopment, indicates that DFI scholarship has not yet matured fully in its core focus areas.
Additionally, the growing presence of environmentally linked terms such as “carbon,” “emissions,” and “renewable energy” underscores an emergent convergence between DFI and global sustainability agendas. This intersection calls for new theoretical frameworks that conceptualize DFI not only as a tool for economic empowerment but also as a mechanism for environmental accountability and resilience (Cao et al., 2021; Wang & Guo, 2022). Integrating ESG considerations into DFI theory is imperative as digital finance becomes embedded in broader climate policy discourse.
Meanwhile, the upper-left quadrant houses well-developed but peripheral clusters, such as those focused on gender, user acceptance, and labor empowerment. Their thematic maturity suggests conceptual richness, but their marginal centrality points to limited integration into mainstream DFI theory. This highlights the need to incorporate behavioral, gender-sensitive, and sociological perspectives into core theoretical models to achieve a more inclusive and representative understanding of digital financial systems.
The centrality of China’s DFI ecosystem within the co-citation network also affirms the importance of contextualized theorization. Empirical insights from China demonstrate how regulatory innovation, state-led infrastructure, and fintech platforms can catalyze inclusion in ways that differ markedly from Western-centric models (Guo et al., 2020; Liu et al., 2021). This affirms the need for comparative theory building that accommodates institutional diversity and region-specific dynamics.
4.2 Practical Implications
The results of this study also offer actionable insights for policymakers, financial institutions, fintech developers, and development actors seeking to implement inclusive and sustainable DFI strategies.
First, the basic theme cluster comprising “access,” “constraints,” and “inequality” inequality reaffirms the enduring relevance of structural barriers to digital finance. Despite technological advancements, digital illiteracy, affordability concerns, and infrastructure gaps continue to marginalize vulnerable populations, particularly women, rural residents, and informal workers (Allen et al., 2016; Demirguc-Kunt et al., 2018). Addressing these barriers requires targeted investments in infrastructure, digital education, and culturally adaptive design of financial tools.
Second, the cluster featuring “growth,” “impact,” and “innovation” reveals the strategic potential but current underdevelopment of outcome-oriented digital finance interventions. Fintech solutions should be designed using mechanisms to measure tangible improvements in household income, business performance, and financial resilience. Tools such as dynamic credit scoring, predictive analytics, and AI-assisted user profiling can enhance the efficiency and inclusivity of these outcomes.
Third, the increased salience of environmentally linked themes points to a growing intersection between DFI and sustainability. Policymakers and financial innovators should align digital financial tools with climate mitigation strategies by promoting access to green financial products, supporting ESG data reporting, and integrating environmental incentives into financial behavior. Regulatory frameworks must ensure transparency, prevent greenwashing, and strike a balance between innovation and oversight (Ozturk & Ullah, 2022).
Fourth, the recent uptick in keywords such as “services,” “income,” and “emissions” suggests a widening application of DFI in public service delivery, income redistribution, and climate adaptation. Governments and multilateral organizations can leverage the DFI infrastructure to improve access to digital welfare systems, conditional cash transfers, and climate-resilient insurance schemes, thereby integrating financial inclusion with broader developmental objectives.
Fifth, the role of fintech in enabling entrepreneurship is underscored by keyword linkages with productivity, credit, and growth. Platforms, such as peer-to-peer lending, crowdfunding, and digital microfinance, have democratized access to capital. However, developers must address the ethical challenges related to data privacy, algorithmic bias, and exclusion. Policymakers should promote responsible innovation through inclusive design standards and regulatory sandboxes that prioritize user protection.
Finally, the emergence of well-developed but peripheral themes related to gender, labor, and user acceptance suggests a practical need for participatory and inclusive innovation. End-user engagement, especially with marginalized groups, should inform the design and rollout of digital financial tools. Policymakers may consider incentive structures that reward inclusivity in fintech services and penalize discriminatory or inaccessible models.
In conclusion, DFI is no longer merely an instrument for expanding access to finance. It is increasingly recognized as a critical infrastructure for inclusive digital transformation, intersecting climate resilience, economic equity, and social protection. To fully realize its potential, stakeholders must adopt systemic, coordinated, and ethically grounded strategies that align financial innovation with long-term development and environmental goals.
5 Conclusion, Limitations, and Future Works
This study offers a comprehensive bibliometric analysis of DFI, revealing its intellectual foundations, thematic evolution, and multidimensional trajectory. Through the integrated application of co-citation and co-word analyses, the findings demonstrate how DFI has progressed from a traditional emphasis on financial access to a broader construct encompassing poverty alleviation, inclusive entrepreneurship, environmental sustainability, and digital innovation. The identification of four co-citation clusters – (1) financial inclusion and inequality reduction, (2) China’s digital finance model, (3) green innovation and carbon mitigation, and (4) fintech-driven entrepreneurship – highlights the field’s interdisciplinary complexity and regional differentiation. Complementing this, co-word analysis identifies emerging thematic areas, such as technological transformation, sustainable development, urban financial infrastructure, and economic empowerment, positioning DFI at the center of contemporary development discourse.
The thematic map further emphasized the ongoing relevance of core concerns such as “access,” “inequality,” and “constraints,” while exposing the conceptual underdevelopment of critical but fragmented themes such as “growth,” “impact,” and “innovation.” The recent rise in terms like “income,” “services,” and “emissions” signals a potential research shift toward climate-responsive financial inclusion and digital public service delivery, reinforcing the notion of DFI as a strategic enabler of sustainable and inclusive transformation.
The results of this study have several practical implications. Financial institutions and fintech developers must move beyond access-focused models by addressing infrastructural, digital literacy, and behavioral barriers, while embedding ESG principles into product design. Policymakers should develop inclusive and adaptable regulatory frameworks that foster innovation, while ensuring equity, sustainability, and accountability. Moreover, the alignment of the DFI with climate goals and social protection mechanisms suggests its growing importance in broader public policy and development finance strategies.
Despite these contributions, this study had several limitations. First, the study relied exclusively on the WoS Core Collection and English-language publications. While WoS is a reputable and multidisciplinary source, it may omit significant studies indexed in other databases such as Scopus or Dimensions, particularly in the domains of development studies, sociology, and regional economics. Likewise, excluding non-English literature may limit the representation of DFI practices in non-Anglophone and Global South contexts. Future research should consider multilingual and multidatabase approaches to provide more inclusive and representative mapping of the global DFI landscape.
Second, although bibliometric methods offer powerful tools for identifying influential publications, thematic clusters, and research trends, they are inherently quantitative and may overlook the nuanced lived experiences that shape DFI outcomes in various contexts. Future studies should complement bibliometric approaches with qualitative methodologies, such as in-depth interviews, ethnographic case studies, or focus groups with users and providers of digital finance. This would enable a richer understanding of the cultural, behavioral, and psychological dimensions of DFI adoption, particularly among marginalized groups.
Third, further empirical exploration is required to assess the contextual variability of DFI outcomes across diverse regulatory, institutional, and infrastructure environments. Comparative studies across high-, middle-, and low-income countries, as well as longitudinal investigations tracing the evolution of DFI systems, would help identify enabling factors and persistent bottlenecks. Special attention should be paid to rural–urban disparities, gender-based exclusions, and digital literacy gaps that continue to hinder the equitable diffusion of digital financial tools.
Finally, the role of advanced digital technologies such as blockchain, big data analytics, and AI in the DFI ecosystem remains underexplored. Although these technologies have the potential to reduce costs, improve targeting, and enhance financial transparency, they also raise critical concerns regarding data privacy, algorithmic discrimination, and technological exclusion. Future research should adopt a critical lens to evaluate the ethical, regulatory, and social implications of these technologies in digital finance. Scholars should investigate how these tools can be leveraged to advance financial equity, promote green finance, and safeguard against unintended harm.
In conclusion, this study contributes to a deeper and more forward-looking understanding of DFI. As the field continues to evolve, future research should adopt integrative, cross-disciplinary, and equity-centered approaches. By doing so, researchers and practitioners can ensure that digital finance promotes economic participation, inclusive innovation, social justice, and sustainable development.
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Funding information: Authors state no funding involved.
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Author contributions: All authors have accepted responsibility for the entire content of this manuscript and consented to its submission to the journal, reviewed all the results and approved the final version of the manuscript. MY and CW drafted the original manuscript and conceptualized the study. WW revised, supervised, and validated the results. MAF and EBM revised the manuscript.
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Conflict of interest: Authors state no conflict of interest.
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Data availability statement: Data will be made available upon request from the corresponding author.
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Article note: As part of the open assessment, reviews and the original submission are available as supplementary files on our website.
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- Impact of Green Credit on the Performance of Commercial Banks: Evidence from 42 Chinese Listed Banks
- Rethinking the Theoretical Foundation of Economics II: Core Themes of the Multilevel Paradigm
- Spillover Nexus among Green Cryptocurrency, Sectoral Renewable Energy Equity Stock and Agricultural Commodity: Implications for Portfolio Diversification
- Cultural Catalysts of FinTech: Baring Long-Term Orientation and Indulgent Cultures in OECD Countries
- Loan Loss Provisions and Bank Value in the United States: A Moderation Analysis of Economic Policy Uncertainty
- Collaboration Dynamics in Legislative Co-Sponsorship Networks: Evidence from Korea
- Does Fintech Improve the Risk-Taking Capacity of Commercial Banks? Empirical Evidence from China
- Multidimensional Poverty in Rural China: Human Capital vs Social Capital
- Property Registration and Economic Growth: Evidence from Colonial Korea
- More Philanthropy, More Consistency? Examining the Impact of Corporate Charitable Donations on ESG Rating Uncertainty
- Can Urban “Gold Signboards” Yield Carbon Reduction Dividends? A Quasi-Natural Experiment Based on the “National Civilized City” Selection
- How GVC Embeddedness Affects Firms’ Innovation Level: Evidence from Chinese Listed Companies
- The Measurement and Decomposition Analysis of Inequality of Opportunity in China’s Educational Outcomes
- The Role of Technology Intensity in Shaping Skilled Labor Demand Through Imports: The Case of Türkiye
- Legacy of the Past: Evaluating the Long-Term Impact of Historical Trade Ports on Contemporary Industrial Agglomeration in China
- Unveiling Ecological Unequal Exchange: The Role of Biophysical Flows as an Indicator of Ecological Exploitation in the North-South Relations
- Exchange Rate Pass-Through to Domestic Prices: Evidence Analysis of a Periphery Country
- Private Debt, Public Debt, and Capital Misallocation
- Impact of External Shocks on Global Major Stock Market Interdependence: Insights from Vine-Copula Modeling
- Informal Finance and Enterprise Digital Transformation
- Review Article
- Bank Syndication – A Premise for Increasing Bank Performance or Diversifying Risks?
- Special Issue: The Economics of Green Innovation: Financing And Response To Climate Change
- A Bibliometric Analysis of Digital Financial Inclusion: Current Trends and Future Directions
- Targeted Poverty Alleviation and Enterprise Innovation: The Mediating Effect of Talent and Financing Constraints
- Special Issue: EMI 2025
- Digital Transformation of the Accounting Profession at the Intersection of Artificial Intelligence and Ethics
- Special Issue: The Path to Sustainable And Acceptable Transportation
- Factors Influencing Environmentally Friendly Air Travel: A Systematic, Mixed-Method Review