Regulatory Alert RBI's final ECL direction mandates forward-looking expected credit loss provisioning — effective April 1, 2027. Is your institution ready?
Phase 1 Product — Available Now

Quantara ECL Accelerator

A rapid-deployment platform to help banks estimate expected credit loss impact, simulate provisioning requirements, and prepare for forward-looking credit risk frameworks — starting with your existing portfolio data.

ECL = PD × LGD × EAD
Request ECL Readiness Demo → Get Sample Impact Report
Apr '27
RBI ECL framework deadline — preparation begins today
14 Days
From first upload to board-ready ECL impact report
Stage 1/2/3
Full IFRS 9-aligned stage classification engine included
The Problem

Expected loss provisioning cannot be managed with spreadsheet chaos

Banks need to move from delinquency-triggered provisioning to forward-looking expected loss estimation. This requires better portfolio segmentation, configurable risk parameters, historical loss analysis, forward-looking macroeconomic scenarios, and strong governance — across Risk, Finance, and Business teams who currently work in silos.

What banks need for ECL
  • Better portfolio segmentation by product, sector, rating
  • Configurable PD, LGD, EAD assumptions
  • Stage classification logic and override governance
  • Historical loss analysis and forward-looking overlays
  • Macroeconomic scenario simulation capability
  • Provision impact simulation for Finance teams
  • Model governance, traceability, and audit trail
  • Faster management and board-level reporting
What Quantara ECL Accelerator delivers

A structured, repeatable, and explainable ECL readiness layer — built on your existing portfolio data, designed for your existing teams, deployable in days not months.

Banks can begin with anonymized or actual loan portfolio files and progressively move toward deeper system integration as confidence grows.

Key Features

Estimate. Simulate. Explain. Report.

The ECL Accelerator enables banks to upload portfolio data, configure assumptions, calculate expected credit loss, run stress scenarios, and generate management-ready reports — all within a governed platform.

01
Portfolio Data Upload
＋

Upload anonymized or actual portfolio-level data through secure Excel or CSV templates. No core system integration required to begin.

Supported Data Fields
  • Account ID and customer segment
  • Product type and outstanding balance
  • Sanction amount and tenor
  • DPD bucket and SMA / NPA status
  • Internal and external rating
  • Collateral value and industry
  • Geography and interest rate
  • Restructuring flag and vintage
Ingestion Capabilities
  • Structured template with validation
  • Data quality and completeness checks
  • Field mapping for non-standard formats
  • Exception report generation
  • Portfolio snapshot versioning
  • Reconciliation against source totals
02
Stage Classification Engine
＋

Classify accounts into IFRS 9-aligned risk stages based on configurable business rules. Full governance over how accounts are categorized.

Stage Definitions
  • Stage 1 — Performing assets, 12-month ECL
  • Stage 2 — Significant increase in credit risk, lifetime ECL
  • Stage 3 — Credit impaired, lifetime ECL on default basis
Classification Rules
  • DPD-based bucket classification rules
  • Rating downgrade triggers
  • Restructuring and forbearance indicators
  • Watchlist and sector stress flags
  • Management overlay with approval workflow
03
ECL Calculation Engine
＋

Calculate expected credit loss using configurable PD, LGD, and EAD assumptions at account, segment, product, and portfolio level.

ECL = PD × LGD × EAD
  • Account-level, segment-level, product-level, and portfolio ECL
  • Stage-wise ECL disaggregation with 12-month vs lifetime logic
  • Baseline ECL and multiple stressed ECL scenarios side-by-side
  • Sensitivity to individual parameter changes (PD +10%, LGD +5%)
  • Collateral-adjusted EAD and net ECL calculation
  • Full calculation audit log for every run
04
Provision Impact Simulator
＋

Understand incremental provision requirements across the bank's loan book. Compare current provisions against expected loss and identify pressure points.

  • Current provision vs expected loss provision gap analysis
  • Product-wise and segment-wise incremental provision
  • Stage-wise provision movement and waterfall
  • Top risk-contributing portfolios ranked by provision impact
  • Provision impact by branch, region, sector, and borrower type
  • P&L impact and capital adequacy sensitivity
05
Scenario & Sensitivity Analysis
＋

Run "what-if" simulations across macroeconomic and portfolio variables. Understand how ECL and capital positions shift under different conditions.

Available Scenarios
  • GDP slowdown (moderate / severe)
  • Interest rate increase stress
  • MSME portfolio deterioration
  • Retail borrower stress
  • Real estate collateral price decline
  • Sector downgrade (chosen sector)
  • Rural stress and gold price movement
  • Vehicle finance and unsecured loan stress
Scenario Outputs
  • ECL movement vs baseline
  • Provisioning delta
  • Capital adequacy impact
  • Portfolio risk hotspot map
  • Scenario comparison table
  • Board-ready scenario summary
06
Management Overlay Module
＋

Allow authorized users to apply justified management overlays with full governance, documentation, and approval tracking.

Overlay Types
  • Sector-specific overlay
  • Geography-specific overlay
  • Product-specific overlay
  • Collateral haircut overlay
  • Borrower segment overlay
Governance Controls
  • Maker-checker workflow
  • Justification reason capture
  • Approval history log
  • Scenario versioning
  • Full audit trail
07
Dashboards & Board Reports
＋

Visual outputs designed for internal decision-making at every level — from portfolio analysts to the board risk committee.

Dashboards
  • CRO and CFO dashboards
  • Product risk dashboard
  • Provision impact dashboard
  • Scenario comparison view
  • Stage migration dashboard
  • Capital sensitivity view
Reports & Exports
  • ECL impact report
  • Provisioning movement report
  • Scenario analysis report
  • Board summary pack (PDF)
  • Assumption register
  • Model run audit report
Fast-Track Option

Start with a 14-day ECL Impact Sprint

For rapid traction, Quantara Labs offers a focused ECL Impact Sprint for banks and NBFCs. Within 14 days, your institution receives a complete expected loss impact assessment with executive-ready outputs — using your portfolio data or anonymized sample data.

What you receive in 14 days

A structured, documented, and presentation-ready ECL readiness assessment covering your loan portfolio.

Day 1–3
Data template onboarding and portfolio upload with validation
Day 4–6
Stage classification and initial ECL estimation (baseline)
Day 7–9
Adverse scenario run and provisioning impact analysis
Day 10–11
Segment heatmap and capital sensitivity view
Day 12–13
Management-ready PDF report and dashboard walkthrough
Day 14
Executive presentation and next-steps planning session
This Sprint can be positioned as
ECL Readiness Assessment Provisioning Impact Diagnostic RBI ECL Transition Sprint
Ideal For

Built for institutions preparing for expected loss transition

The Phase 1 Accelerator is suitable for any institution that needs to understand ECL impact, improve provisioning analytics, or build structured governance around credit risk modelling.

Banks starting ECL readiness
NBFCs wanting early provisioning visibility
Cooperative banks improving risk analytics
Small finance banks strengthening credit governance
Lenders dependent on manual spreadsheets
Institutions needing board-level provision visibility
Get Started

Get your first ECL impact view faster

Upload a sample portfolio and receive an executive-ready expected loss impact view within 14 days.

Request ECL Readiness Assessment → Get Sample Impact Report