907papers
13,825worldwide comparison pool
907India-affiliated papers
Research orientation
Contribution mix
Tone counts: 834 positive · 6 neutral · 67 negative.
Common problems researchers identify
193 papers · 21.3% of this field
- Financial services116 papers
- FinTech75 papers
- Financial inclusion37 papers
- Payment21 papers
- Data breach12 papers
- Retail banking11 papers
- Cryptocurrency10 papers
- Investment10 papers
Landmark: Fintech and Financial Services : Initial Considerations
Cautions
88 papers · 9.7% of this field
- Financial services51 papers
- Financial inclusion22 papers
- FinTech22 papers
- Big data12 papers
- Transformative learning12 papers
- Payment11 papers
- Corporate governance11 papers
- Financial market10 papers
Landmark: The FinTech Opportunity
Opportunities
425 papers · 46.9% of this field
- Financial services217 papers
- FinTech120 papers
- Financial inclusion82 papers
- Payment58 papers
- Database transaction46 papers
- Transformative learning44 papers
- Financial literacy34 papers
- Transparency30 papers
Landmark: Fintech Adoption Drivers for Innovation for SMEs in Indonesia
Leading institutions
National Bureau of Economic Research
654 California University of Pennsylvania
623 International Monetary Fund
307 Leading researchers
Highly cited breakthrough-labelled papers
- E.T.-RNN87 citations
- Evolutionary Approaches and the Construction of Technology-Driven Regulations79 citations
- Eagle Strategy Arithmetic Optimisation Algorithm with Optimal Deep Convolutional Forest Based FinTech Application for Hyper-automation32 citations
- FinTech and consumers: a systematic review and integrative framework28 citations
- Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry12 citations
Common problems researchers identify
150 papers · 4 recurring themes
Common problems researchers identify · 01FinTech and Systemic Regulation
55 papers36.7% of this theme group
Researchers highlight gaps in regulatory frameworks as fintech expands public sector financial services and inclusion.
FinTech (41) · Financial services (40) · Financial regulation (7) · Financial system (4)
FINANCIAL INCLUSION THROUGH TECHNOLOGY: A REVIEW OF TRENDS IN EMERGING MARKETS
Enhancing public sector financial operations and inclusion through innovative Fintech solutions
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Common problems researchers identify · 02Inclusion Gaps in Retail Finance
42 papers28.0% of this theme group
Papers point to persistent barriers for underserved consumers in digital banking and payment ecosystems.
Financial inclusion (16) · Financial services (29) · Retail banking (5) · Payment (7)
Leveraging Financial Inclusion Through Technology-Enabled Services Innovation
Digital Finance, Financial Inclusion and Gender Equality: Strategies for Economic Empowerment of Women
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Common problems researchers identify · 03Crypto and Data Security Risks
33 papers22.0% of this theme group
Studies flag vulnerabilities in cryptocurrency transactions and fraud exposure within mobile banking platforms.
Cryptocurrency (6) · Resilience (5) · Data breach (5) · Financial transaction (4)
Machine Learning Approaches for Fraud Detection and Risk Assessment in Mobile Banking Applications and Fintech Solutions
Combating Illicit Finance in Digital Payment Services: The Role of Data Analytics and Technology in Preventing Payment Fraud and Scams
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Common problems researchers identify · 04Risk Management Integration Challenges
20 papers13.3% of this theme group
Authors discuss difficulties aligning AI‑driven risk models with traditional financial institution practices.
Financial services (16) · Leverage (3) · Risk management (2) · Financial risk (2)
Integrating Risk Management in Fintech and Traditional Financial Institutions through AI and Machine Learning
AI-Powered Credit Scoring: Scalable Big Data Architectures and Explainable Decision Intelligence for the Financial Sector
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Cautions
67 papers · 3 recurring themes
Cautions · 01Crypto‑Payment Interdependence Concerns
24 papers35.8% of this theme group
Cautionary work warns that peer‑to‑peer lending and crypto markets may undermine financial stability.
Cryptocurrency (5) · Mobile payment (4) · Financial inclusion (8) · Financial services (12)
Interdependence between online peer‐to‐peer lending and cryptocurrency markets and its effects on financial inclusion
Cryptography in Financial Markets: Potential Channels for Future Financial Stability
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Cautions · 02FinTech Systemic Risk Implications
23 papers34.3% of this theme group
Research cautions that rapid fintech growth could amplify systemic risk and complicate sustainable finance goals.
FinTech (14) · Financial services (13) · Systemic risk (4) · Big data (5)
FinTech and Sustainable Finance: How is FinTech Shaping the Future of Sustainable Finance?
The Complex Implications of Fintech for Financial Inclusion
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Cautions · 03AI Bias and Transparency Issues
18 papers26.9% of this theme group
Scholars urge responsible AI use, highlighting bias and opacity risks in financial services.
Financial services (13) · Transformative learning (5) · FinTech (8) · Transparency (4)
Artificial Intelligence, Machine Learning, and Bias In Finance: Toward Responsible Innovation
Unleashing the Power of AI in Financial Services: Opportunities, Challenges, and Implications
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A further 2 papers sit in smaller themes.
Opportunities
314 papers · 6 recurring themes
Opportunities · 01Mobile Solutions for Inclusion
82 papers26.1% of this theme group
Opportunities focus on leveraging mobile payments to reach unbanked populations and improve financial literacy.
Financial inclusion (52) · Mobile payment (16) · Financial literacy (21) · Financial services (44)
Advancing financial inclusion through fintech: Solutions for unbanked and underbanked populations
The Role of Financial Technology (FinTech) in Advancing Financial Inclusion and Equity.
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Opportunities · 02FinTech‑Driven Innovation
60 papers19.1% of this theme group
Papers explore how digital transformation fuels new payment models and service innovations.
FinTech (40) · Financial innovation (9) · Financial services (26) · Payment (12)
FinTech and Financial Innovation: Drivers and Depth
Digital Transformation in Financial Services and FinTech: Trends, Innovations and Emerging Technologies
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Opportunities · 03AI‑Enabled Sustainable Finance
56 papers17.8% of this theme group
Research highlights AI’s potential to create greener financial products and manage systemic risk.
Financial services (35) · Transformative learning (13) · Financial market (7) · Systemic risk (4)
Empowering Financial Services: The Transformative Impact of AI on FinTech Innovation
Leveraging Artificial Intelligence and Machine Learning for Sustainable Financial Technologies: Innovations, Challenges, and Future Prospect
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Opportunities · 04Predictive Analytics for Services
56 papers17.8% of this theme group
Studies showcase analytics and cloud‑based deep learning to enhance risk evaluation and market forecasting.
Financial services (31) · Analytics (11) · Scalability (9) · Leverage (7)
Transforming financial services through predictive analytics and banking systems integration
Deep Learning Architectures Deployed on Cloud Platforms for Dynamic Financial Risk Evaluation and Market Prediction
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Opportunities · 05Blockchain for Transparency
30 papers9.6% of this theme group
Works emphasize blockchain’s role in real‑time auditing and fraud detection across financial services.
Blockchain (11) · Cryptocurrency (10) · Digital currency (8) · Currency (6)
Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry
Blockchain Technology for Financial Services & Globalization
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Opportunities · 06Deep Learning in Fraud Prevention
30 papers9.6% of this theme group
Research demonstrates deep learning techniques improving detection of credit card fraud and related financial crimes.
Credit risk (10) · Credit card fraud (5) · Database transaction (9) · Credit card (5)
Deep Learning in Financial Fraud Detection: Innovations, Challenges, and Applications
Application of Deep Learning in Financial Credit Card Fraud Detection
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How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
Concerns receiving less research attention
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.