Credits Modelling
Credits Modelling is the basic practice of assessing the creditworthiness, reputation or engagement risk attached to an individual or a collection of beneficiaries.
With Finscale Artificial Intelligence, most Credit Modelling is an automated use case with few exceptions of flagged edge cases requiring human intervention - approvals or rejections.
CREDIT SCORING, PRICING AND RISK RATINGS:
Component | Feature | Description | Secondary Description |
Credit Scoring Engine | Credit Scoring automation | Determine chances a borrower will fail to make a payment on a loan and identity credit risk, credit score | Ability to generate a credit score based on business rules |
Pricing Engine | Pricing with Interest | Determine a loan offer for an eligible borrower based on dynamic Risk category, explicit Interest, Principal Range, amortization structure | Ability to create a loan offer based on configured System Administration |
Pricing Engine | Pricing with Charges | Ability to post, reconcile or map fees to loan offers at entry point from LMS | Ability to associate Fees with Loan offer based on configured System Administration |
Risk Rating | Risk classification framework automatiom | Determine lending risk buckets associations with loan portfolio distributions | Ability to tag Risk buckets based on configured dynamic Risk categories in System Administration |
DATA MODEL RULES:
Feature | Description |
Run workflows to automatically underwrite and verify applications | Ability to run workflow scenarios based on System Administration mappings |
CREDIT MODELLING MEMO:
Component | Feature | Description | Secondary Description |
CREDIT MODELLING MEMO | Loan modelling: Dynamic Risk Assessment | Determines if a beneficiary's unique credit application is an acceptable risk. | Model assesses the beneficiary's ability to repay the credit based on an analysis of their credit, capacity, and collateral. |
System Administration: Dynamic Score Card Generator:
Design and Setup Score card components for Credit modelling and risk indicators |
provides ability to create, delete, update and read Eligibility Index, based on multiple factors |
provides the ability to create, delete, update and read the Stability Index, based on employment tenure & employment type factors |
provides the ability to create, delete, update and read the Affordability Index, based on income factors such as DTI, existing loan liabilities, LTV etc |
provides the ability to update and read externally managed Credit Reporting System Data such as Experian, CRIF etc. |
provides theAbility to create, delete, update and read Character Index: Social Capital |
provides theAbility to create, delete, update and read Character Index: Social Media |
provides the ability to create, delete, update and read Alternative Assessment Index: Expense Assessment & Spend analysis: Spend management by tracking spending patterns of individuals, with saving suggestions and financial advice for ROI |
provides the ability to create, delete, update and read Alternative Assessment Index: Income Tax Assessment |
provides the ability to create, delete, update and read Alternative Assessment Index: Financial Statement Assessment |
provides the ability to create, delete, update and read the Historical Behaviour Index: Repayment Behaviour for Reschedule and Refinance |
System Administration: Business Rules for Lending:
Workflow Components of Loan Products Lifecycle Events other than standard events such as Approval, Underwriting, Disbursal, Closure |
provides the ability to create, delete, update and read loan lifecycle events and branches of loan lifecycle events |
Screening and filtering criteria based business rules for Loan Underwriting: Pre Screening or Eligibility Analysis |
provides the ability to create, read, update and delete screening business rules in a graphical approach |
provides the ability to create, read, update and delete weightage to different screening criteria |
provides the ability to create, read, update and delete validation and restrictions in screening criteria in a graphical approach |
Define Risk Categories for Lending (Risk rating) |
Ability to create, read, update and delete Risk Categories definitions |
Ability to create, read, update and delete Risk Categories mapping to specific Users |
Ability to create, read, update and delete Risk Categories mapping to Loan Products |
Ability to create, read, update and delete Risk Categories mapping to dynamic Score Card |
Ability to create, read, update and delete Risk Categories mapping to Loan Portfolio management |
System Administration: Portfolio's Risk Management |
Definining Segmentation for Portfolio's Risk reporting, compliance and internalization, identification of Risk drivers, triggers |
Generator for borrowing products including interest rates, maturities, amount, etc. |
Generator for creating sectors or industry types for lending |
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