“There’s a must develop the capability to gather and use gender-disaggregated massive knowledge on purchasers to construct the enterprise case for girls, and in flip to tell their market proposition and consumer segmentation technique.” – Cambodian Nationwide Monetary Inclusion Technique 2019-2025
Entry to correct and numerous knowledge is the spine of an equitable credit score system. It ensures honest and equitable credit score assessments for all candidates—no matter earnings degree or gender—and lays the muse for inclusive monetary alternatives.
To deal with the limitations ladies face in accessing credit score, Girls’s World Banking partnered with Credit score Bureau Cambodia (CBC), the nation’s solely credit score bureau, to analyze how knowledge and credit score assessments may be leveraged to create a extra inclusive ecosystem. Our examine aimed to discover the next:
- How can the monetary sector generate and acquire extra correct gender-disaggregated knowledge and scores to make sure higher inclusion of certified ladies mortgage candidates, particularly these on low incomes, and shield debtors from taking a number of strains of credit score throughout formal and casual sectors?
- How can the credit score ecosystem evolve to develop into extra clear and equitable? In different phrases, what may be executed in the direction of shaping this infrastructure such that it would work higher for girls?
Our strategy included a deep dive into the present practices of monetary companies suppliers (FSPs), inspecting their impression on each ladies candidates and the way suppliers carry out credit score assessments. We additionally lined a number of different key sector stakeholders, together with regulators and coverage makers, sector help establishments in addition to ladies mortgage candidates themselves.
A Distinctive and Difficult Monetary Inclusion Panorama
“Remarkably, ladies are taking part in an necessary function in financial and social growth. In Cambodia, SMEs account for round 98% of all companies, contributing round 58% to the GDP and offering round 73% of complete jobs. Greater than that, 61% of those MSMEs are operated and owned by ladies,” in accordance with H.E. Kry Nallis, Secretary of State at Cambodia’s Ministry of Girls’s Affairs
Credit score has an important function as considered one of a variety of merchandise related to advancing ladies’s monetary inclusion. Notably in Cambodia, it’s typically the primary monetary service, disbursed primarily by microfinance establishments, for girls micro-entrepreneurs.
The excessive uptake of credit score, decrease extent of account possession, and an entrenched co-borrower system – the place 90% of loans are joint credit score obligations – make Cambodia a singular case when discussing monetary inclusion. One other differentiating function of the native panorama is that the proportion of female-led companies in comparison with male-led is likely one of the highest in Southeast Asia.
Whereas 76% of the credit score was attributed to rural areas the place disbursement was balanced between women and men, this function can also be according to the overall demographics of Cambodia the place roughly 74% of the inhabitants dwell in rural areas.
Our evaluation of CBC’s knowledge confirmed that solely 77% of loans are secured, highlighting that roughly one-quarter of Cambodia’s loans are in contrast unsecured, most certainly coming from Cambodia’s aggressive microfinance business, a sector that serves predominantly ladies prospects. Alternatively, 97% of the full system mortgage stability from Nationwide Financial institution of Cambodia-regulated entities are secured, accentuating how SME banking merchandise have room for growth in Cambodia. This case in flip presents a particular problem for the nation’s many women-owned enterprises as they develop.
These companies predominantly function in retail buying and selling, meals companies, and style and crafts, sectors that always don’t require massive capital gear that can be utilized as collateral for loans. Whereas unsecured microfinance credit score is on the market for small loans, the co-borrower follow implies that financial institution credit score is usually used to help the husband’s enterprise first, and girls should rely both unsecured microfinance credit score or on bootstrapping for his or her funding.
CBC’s place because the nation’s sole credit score bureau lends it far-reaching affect throughout the system, notably for enabling honest and inexpensive borrowing. Juxtaposing this attribute with the truth that equitable entry to credit score is paramount to feminine monetary inclusion, it follows that strengthening credit score evaluation and reporting fashions for each CBC and the sector at massive would naturally forge a extra correct and extra equitable formal lending surroundings.
Total, the FSPs interviewed extremely valued the info offered in CBC’s credit score studies for his or her credit score threat evaluation, citing a powerful reliance on the reporting of prior defaults and credit score write-offs, variety of current mortgage inquiries, and overdue funds. Alternatively, since fewer than half of Cambodia’s inhabitants engages in formal monetary companies, CBC estimates that roughly 20% of credit score profile inquiries don’t have any present CBC credit score file and are for first-time debtors or debtors with restricted credit score histories, generally known as thin-file prospects.
Whereas CBC’s credit score studies and scores play a significant function within the credit score ecosystem, notably for medium- and large-sized companies, FSPs serving low-income ladies should depend on inside credit score scoring fashions to guage first-time or thin-file debtors.
Moreover, though a number of FSPs actively acquire gender-disaggregated knowledge—a big step ahead—utilizing this knowledge for decision-making and product design will not be but commonplace follow throughout the business.
Within the pursuits of transparency, CBC actively promotes on social media info on the way it makes use of credit score knowledge for credit score studies and scoring. CBC additionally affords consumer-facing avenues via which prospects can entry their credit score studies freed from cost in addition to be taught extra about CBC’s credit score scoring methodology. Nevertheless, monetary literacy remains to be nascent. In our analysis, twenty-eight of the thirty ladies interviewed acknowledged they didn’t know they might see their credit score scores via CBC’s consumer channels.
These insights helped us construct an image of the prevailing ecosystem, main us to counsel a number of motion areas for additional progress.
Diversified Suggestions, However Frequent Themes
Girls’s World Banking and CBC analysis checked out how the sector’s three key stakeholders – coverage makers and regulators, CBC itself and FSPs – can contribute to extra equitable entry to finance. The widespread threads uniting our proposals for the stakeholders are expanded and extra correct knowledge assortment and the appliance of a gender lens.
For policymakers and regulators, we advocate six motion steps:
- Enhance the interoperability of information amongst CBC, non-bank FSPs, telecom and utility firms to facilitate knowledge sharing; as such, the Nationwide Financial institution of Cambodia should sort out points which inhibit sharing throughout ministries and authorities authorities.
- Require knowledge sharing with CBC by entities regulated by the Non-Financial institution Monetary Companies Authority (NBFSA) and their use of CBC knowledge of their credit score threat selections.
- Implement widespread definitions of MSME loans primarily based on mortgage objective reasonably than measurement.
- Mandate use of gender-disaggregated knowledge in FSP’s choice making and product design.
- Set up a singular digital authorities ID to enhance monitoring and use of monetary companies.
- Strengthen digital monetary functionality.
CBC can take 4 motion steps:
- Speed up work to acquire entry to different knowledge for incorporation into its credit score studies and for enchancment of Ok-Rating accuracy.
- Enhance public communication of knowledge on the overall methodology for Ok-Rating and predictive default charges.
- Proceed enhancements in knowledge high quality via engagement with FSPs to make sure the accuracy of their knowledge inputs.
- Apply a gender lens when designing monetary functionality modules and interactive instruments.
FSPs ought to:
- Apply a gender lens for all choice making and product design.
- Share on the business degree profitable approaches to leveraging different knowledge.
- Conduct error evaluation and enhance the standard of information inputs.
Excessive-Influence Suggestions
Our suggestions give attention to creating a good and equitable credit score ecosystem, with three high-impact actions:
- Improve Knowledge Sharing: Set up mechanisms for NBFSA-regulated entities to share knowledge with CBC. This improves credit score assessments by banks and non-bank monetary establishments, ensures all credit score dangers are mirrored in candidates’ profiles, and prevents over-indebtedness, notably for low-income prospects.
- Apply a Gender Lens: FSPs shouldn’t solely acquire gender-disaggregated knowledge but in addition leverage it in designing merchandise, supply processes, and academic supplies for girls debtors. Together with feminine views at each stage is vital. CBC units a powerful instance, with 54% of employees and 40% of administration being ladies, and its Knowledge Analytics Division attaining gender parity. “We consider in main by instance,” says CBC CEO Sothearoath Oeur.
- Speed up Various Knowledge Use: Broaden and diversify different knowledge sources—similar to utilities, telecom utilization, and transaction histories—to strengthen credit score reporting. This helps thin-file people with restricted credit score histories achieve entry to credit score and improves the predictive energy of instruments just like the CBC Ok-Rating.
As one FSP consultant noticed, “Our prospects are paying their utility payments – we all know that they’re paying. So, primarily based on their funds, we will [provide] loans for many who are paying utility payments”.
Summing Up – It’s All To Do with Cooperation and Disaggregated Knowledge
In the end, fostering cooperation amongst stakeholders is essential for attaining the purpose of inexpensive credit score in a clear, accessible credit score ecosystem that provides entrepreneurial and private alternatives for people and households, particularly low-income ladies. We should emphasize the vital significance of amassing and using gender-disaggregated knowledge in decision-making and the design of FSP merchandise.
A greater ecosystem for girls is a greater ecosystem for everybody. When merchandise, insurance policies, and techniques are designed with ladies in thoughts, all of society advantages.