Empirical Analysis of Financial Inclusion and Gender-Intentional Credit Networks in India

Executive Overview

India's financial inclusion landscape has undergone a profound structural shift over the past decade, driven by state-led digital infrastructure, programmatic bank linkages, and the mobilization of marginalized populations. This transition is empirically captured by the Reserve Bank of India’s (RBI) Financial Inclusion Index (FI-Index), which rose to 67.0 in March 2025 (up from 53.9 in 2021)—marking a 24.3% cumulative increase since its inception.

Calculated annually using 97 indicators, the FI-Index reflects gains across three core dimensions: Access (weighted 35%), Usage (weighted 45%), and Quality (weighted 20%). Parallel findings from the Global Findex Database show that formal bank account ownership in India reached 89% in 2025.

However, while the first decade of financial inclusion (2014–2024) succeeded in expanding basic account access, the current phase presents complex operational challenges: transitioning from basic savings to productive credit, optimizing last-mile delivery via Bank Sakhi agents, and mitigating severe repayment stress emerging in de-regulated micro-credit markets.

Key Insights & Strategic Highlights

• PMJDY Scale: Basic savings accounts reached 57.86 crore (578 million) by May 2026, holding ₹3.03 Lakh Crore in cumulative deposits. Women hold 56% of accounts (32.4 crore), while 66.7% are located in rural or semi-urban areas.

• Gender-Intentional Credit Networks: Under DAY-NRLM, 10.05 crore women have been mobilized into 90.91 lakh Self-Help Groups (SHGs), accessing ₹12.18 Lakh Crore in cumulative bank credit with an outstanding portfolio of ₹3.04 Lakh Crore.

• Bank Sakhi Productivity Premium: Operational data from GIZ and NABARD demonstrates that female Bank Sakhis outperform conventional male agents by +16.15% in monthly transaction value (₹22.3 Lakh vs ₹19.2 Lakh) and +10.45% in settled transaction volume.

• Emerging Micro-Credit Stress: De-regulated NBFC-MFI markets experienced severe credit deterioration in 2024–25, with Gross NPAs surging to 16.0% (up from 8.8% in 2024), contrastingly sharp against the <2.0% GNPA rate maintained by DAY-NRLM SHGs.

1. Universal Account Infrastructure and Digital Public Infrastructure (DPI)

The foundation of India’s retail-led financial integration is the Pradhan Mantri Jan Dhan Yojana (PMJDY), launched in August 2014. Originally designed to eliminate leakages in social security delivery, PMJDY basic savings accounts have matured into active transaction portals.

PMJDY Metric Performance

As of May 13, 2026, PMJDY accounts reached 57.86 crore, representing 578 million previously unbanked individuals:

• Rural and Semi-Urban Concentration: Approximately 66.7% (38.6 crore accounts) are situated in rural or semi-urban areas.
• Gender Integration: 56% of total account holders (32.4 crore) are women, establishing a crucial pathway for household-level financial autonomy.
• Deposit Mobilization: Cumulative deposits reached a record high of ₹3.03 Lakh Crore, with the average account balance rising to ₹5,233 (up from ₹2.3 Lakh Crore across 51 crore accounts in March 2025).

To bridge remaining gaps, the Ministry of Finance executed Gram Panchayat saturation campaigns. In a single month, 99,753 financial inclusion camps generated 6.65 lakh new PMJDY accounts and completed over 10 lakh re-KYC verifications.

The Convergence of JAM and DPI

Universal account access relies on the convergence of the JAM (Jan Dhan, Aadhaar, Mobile) Trinity. Digital Public Infrastructure (DPI) has lowered transaction friction and eliminated beneficiary duplication via biometric direct benefit transfers (DBT):

• Aadhaar Biometrics: India facilitated over 2,707 crore Aadhaar authentication transactions in FY 2024–25. UIDAI recorded 102 crore face authentication transactions in FY 24–25 alone, with July 2025 setting a monthly peak of 19.36 crore transactions (nearly quadrupling July 2024 volumes).
• Aadhaar-enabled Payment System (AePS): Serves as the primary banking interface for remote communities, engaging over 85% of the rural population as of mid-2024.
• Unified Payments Interface (UPI): Handled over ₹24.03 Lakh Crore in transaction value across 18.39 billion transactions in June 2025 alone—accounting for 85% of all digital transactions in India and approximately 50% of global real-time digital payments.

2. Gender-Intentional Credit Networks: SBLP and Peer Mechanisms

While universal accounts provide the physical infrastructure, the SHG-Bank Linkage Programme (SBLP) acts as the primary credit engine for rural women. Launched as a pilot by NABARD in 1992, SBLP has evolved into the world’s largest coordinated financial inclusion initiative.

Scale of SBLP and DAY-NRLM

Integrated under the Ministry of Rural Development's Deendayal Antyodaya Yojana – National Rural Livelihoods Mission (DAY-NRLM):

• Mobilization Scale: Mobilized 10.05 crore women into 90.91 lakh SHGs by December 2025.
• Capital Support: Provided ₹51,368 crore in community investment and revolving funds.
• Credit Outreach: Cumulative bank credit accessed by women SHGs reached ₹12.18 Lakh Crore by December 2025 (expanding from ₹11 Lakh Crore in July 2025).
• Outstanding Portfolio: 84.94 lakh credit-linked SHGs hold an active outstanding loan portfolio of ₹3.04 Lakh Crore (up from ₹2.59 Lakh Crore across 77 lakh SHGs in March 2024).

Peer Repayment Mechanisms and Institutional Design

The high credit-worthiness of the SHG model relies on peer mechanisms that replace physical collateral with "social collateral":

1. Savings-First Discipline: Groups must save collectively and conduct regular internal lending to members before qualifying for external bank loans, which are subsequently extended in multiples of pooled savings.
2. Mutual Group Guarantee: Underwriting is based on group guarantees. If an individual defaults, the entire SHG's credit score is damaged, halting repeat funding cycles and driving internal peer monitoring.
3. Community-Based Recovery Mechanisms (CBRM): CBRM committees at bank branch levels bring together SHG leaders, Bank Sakhis, and bank officers monthly to review loan performance, sustaining an exceptional repayment rate above 98%.

3. Last-Mile Delivery Models: Case Studies in India and PNG

The economic viability of rural credit depends on last-mile delivery agents who reduce the operational costs of brick-and-mortar branch banking.

GIZ-NABARD Pilot and the Jeevika Bank Sakhi Model (Bihar)

In India, the Business Correspondent (BC) model relies on Bank Sakhis (active SHG members trained as transaction agents). MIS data collected through GIZ, NABARD, and Bihar's Jeevika Mission demonstrates that female agents regularly outperform conventional male agents:

• Transaction Volume: Bank Sakhis recorded an average of 486 transactions per month vs. 440 completed by male BC agents (+10.45%).
• Transaction Value: Monthly transaction value settled by Bank Sakhis reached ₹22.3 Lakh vs. ₹19.2 Lakh managed by male agents (+16.15%).
• Account Acquisition: Bank Sakhis opened an average of 53 new bank accounts per month vs. 50 accounts by male BCs (+6.00%).
• Retention & Dormancy: Female agents experience lower attrition rates and manage fewer inactive accounts, as first-time female depositors report lower psychological barriers when interacting with Bank Sakhis.

MiBank's Hibiscus Card Model (Papua New Guinea)

Papua New Guinea represents an extreme operating environment where 85% of the population lives in rural areas and women face a 29% gender account gap. MiBank addressed these barriers via gender-intentional digital financial services:

• Mobile Confidentiality (MiCash): Passbooks were easily visible to male household members, allowing them to control women's earnings. The MiCash mobile wallet protected resource confidentiality, raising women's account share from 25% (2011) to 38%.
• Hibiscus Card Integration: Launched a dedicated debit card reaching 8,000+ active female users, eliminating monthly account maintenance fees.
• Agent Demographics: Expanded its network to 250 agents (50% women). A single female agent serves approximately 800 active customers (70% women), increasing MiBank's overall female account holder share to 51%.

4. Systemic Stress and the Limits of De-Regulated Credit

The rapid expansion of micro-credit networks has also exposed systemic vulnerabilities following the RBI's Harmonized Microfinance Framework of 2022:

• Income Ceiling Alignment: Annual household income limit raised to a uniform ₹3 Lakh.
• Pricing De-regulation: The historical 24% interest rate cap (Malegam Committee) was removed, granting lenders pricing freedom subject to board-approved non-usurious guidelines.
• Indebtedness Control: Restricted monthly repayment installments to a maximum of 50% of monthly household income, with SRO (MFIN) guidelines capping exposure at 3 lenders and ₹2 Lakh total indebtedness.

Emerging Repayment Stress (2024–2025)

Despite guardrails, de-regulated microfinance markets experienced severe credit stress during 2024–25:

• NBFC-MFI Default Rates: Gross Non-Performing Assets (GNPAs) of NBFC-MFIs surged to ~16.0% in March 2025 (more than doubling from 8.8% in March 2024).
• Portfolio at Risk (PAR): PAR30+ (credit overdue beyond 30 days) for smaller NBFC-MFIs climbed to 8.1%.
• Growth Collapse: Assets Under Management (AUM) growth for NBFC-MFIs collapsed to ~4% in FY 2024–25 (down from 28% in FY 2023–24).
• Commercial Bank Delinquency: SCB MUDRA loan GNPAs rose to 9.81% as of March 2025, while Kisan Credit Card (KCC) NPAs reached ₹97,543 crore.

Structural Failures and Compliance Evasion

Field audits and supervisory actions identified compliance failures reminiscent of the 2010 Andhra Pradesh Microfinance Crisis:

1. Denominator Inflation: Credit officers frequently under-reported household debt or inflated income estimates to bypass the 50% installment-to-income cap.
2. Loan Stacking: Lenders stacked multiple small, short-term loans below credit bureau data-sharing thresholds.
3. Interest Debt Traps: Effective interest rates drifted to 22%–28% on small loans, creating severe debt traps for rural households facing seasonal income volatility.

5. Programmatic Interventions and Policy Recommendations

To transition micro-credit from basic consumption smoothing to wealth-generating assets, India must strengthen market linkages and enforce consumer protection.

Enterprise Graduation via Lakhpati Didi

The Union Budget structured this graduation pathway through the Lakhpati Didi Initiative, targeting 3 crore rural SHG women to earn an annual household income exceeding ₹1 Lakh:

• Progress Scale: Crossed 1.15 crore achieved Lakhpati Didis by December 2024, supported by a pipeline of 2.47 crore Potential Lakhpati Didis (PLDs).
• Market Integration Levers:
• ONDC Integration: Listing SHG products on the Open Network for Digital Commerce to reach national consumer markets.
• GeM Integration: Registering SHGs on the Government e-Marketplace for direct business-to-government (B2G) procurement.
• SARAS Melas: Regular national exhibitions acting as physical B2C sales portals.

Complementary Schemes and Social Safety Nets

• PM SVANidhi (Extended to 2030): Disbursed 96 lakh loans worth ₹13,797 Crore to 68 lakh street vendors, utilizing structured tranche progression (₹15k, ₹25k, ₹50k) paired with UPI-linked RuPay Credit Cards.
• Stand-Up India: Sanctioned ₹61,020.41 Crore to 1.5 lakh SC, ST, and female greenfield entrepreneurs (loans ranging from ₹10 Lakh to ₹1 Crore).
• Mahila Samriddhi Yojana (MSY): Disbursed ₹728.59 Crore to 20-women SHGs, pairing crafts training with enterprise credit up to ₹1,40,000.
• Social Safety Nets: Operational security is reinforced by PMSBY (50.54 crore accident-insurance enrolments) and APY (7.65 crore subscribers holding ₹45,974.67 Crore in corpus, 48% women).

References and Information Portals

1. Department of Financial Services, Ministry of Finance (2026). Pradhan Mantri Jan Dhan Yojana (PMJDY) Progress Report (May 2026). Government of India. Official portal: pmjdy.gov.in
2. Reserve Bank of India (2025). Release of the Financial Inclusion Index (FI-Index) for the Year Ended March 2025. RBI Press Release. Official portal: rbi.org.in
3. Ministry of Rural Development (2026). DAY-NRLM Self-Help Group Database & Deployments. PIB Delhi. Official portal: nrlm.gov.in
4. Sa-Dhan & NABARD (2025). Sa-Dhan Bharat Microfinance Report 2025. Sa-Dhan Publications.
5. GIZ & NABARD (2020). Self-Help Group Members as Bank Agents: The Bank Sakhi Model in Bihar. GIZ India.
6. Brickwork Ratings (2025). Microfinance Sector Under Stress: Rating Outlook on NBFC-MFIs (May 2025). BWR Research.
7. Reserve Bank of India (2022). Master Direction – Reserve Bank of India (Regulatory Framework for Microfinance Loans) Directions, 2022. RBI Publications.
8. Consultative Group to Assist the Poor (CGAP) (2021). Gender and Cash In/Cash Out (CICO) Networks: Case Studies from India and Papua New Guinea. CGAP Publications.