Engineering & Architecture 3 min read

Why Your BI Reports Don’t Match Your LMS (And What to Do About It)

By Srinivas Thonse
Why Your BI Reports Don’t Match Your LMS (And What to Do About It)

The Month-End Mismatch

It’s the 5th of the month.

The Finance team reviews the BI dashboard: NPA is 2.3%.
Operations checks the live LMS: 2.1%.

Both teams are confident in their numbers.
Neither made a mistake.

And yet, management is left asking a familiar question:

Which number should we trust?

This situation is not caused by poor reporting discipline or human error.
It’s the result of a structural limitation in how most lending systems treat time.


How Snapshot-Based BI Quietly Breaks

Most NBFCs follow a well-intentioned reporting pipeline:

  1. The LMS exports a full snapshot at the end of the day
  2. That snapshot is ingested into a BI or data warehouse
  3. Trends are calculated by stacking daily snapshots over time

On paper, this looks reasonable.

In practice, it breaks the moment reality doesn’t follow a clean, forward-only timeline.


Where Reality Conflicts With Snapshots

Consider a common scenario:

  • A borrower attempts to pay an EMI on March 31
  • The payment fails due to a bank timeout
  • The loan is marked overdue in the March 31 snapshot
  • On April 2, the bank confirms the payment
  • Operations posts the payment back-dated to March 31

From the LMS’s perspective, this is correct.
The borrower was never overdue.

From the BI system’s perspective, history is now wrong.

The March 31 snapshot remains frozen in time, still showing the loan as delinquent.

Unless you reload every historical snapshot — which is slow, expensive, and operationally risky — your BI layer permanently diverges from reality.

This is how:

  • NPA numbers drift
  • Provisioning calculations become unreliable
  • Month-end reconciliations turn into manual firefights

Back-Dated Transactions Are Not Edge Cases

In lending, back-dated activity is routine:

  • Late bank confirmations
  • Reversals and re-presentments
  • Manual corrections
  • Regulatory adjustments

Systems that assume “today’s data is final” are fundamentally incompatible with how financial operations actually work.

The issue isn’t BI tooling.
It’s relying on static snapshots to represent a dynamic ledger.


How Encore Approaches Time Differently

Encore is designed around a simple principle:

Accurate reporting requires accurate history — not frozen snapshots.

Instead of exporting history outward and hoping it stays correct, Encore maintains native historical state within the LMS itself.


1. Back-Dated Transactions With Deterministic Outcomes

When a back-dated transaction is posted in Encore:

  • The system rewinds the loan to the effective date
  • Applies the transaction
  • Replays all subsequent events — accruals, penalties, adjustments
  • Recomputes the present state deterministically

Most importantly, historical records are updated immediately.

There is no waiting for a nightly export cycle to “eventually catch up.”


2. Reversals Without Accounting Ambiguity

Reversals are treated as first-class events, not patches.

Instead of creating confusing offset entries:

  • The original transaction remains visible
  • The reversal explicitly negates its effect
  • Both actions are preserved in the audit trail

This keeps financial logic intact while maintaining traceability.


Why This Matters Beyond Engineering

For leadership teams, data disagreement has real consequences.

With a ledger-first, historically consistent system:

  • Operations and Finance stay aligned
  • Audit trails clearly show when and why values changed
  • BI teams stop reconciling CSVs instead of analyzing data

Decision-making shifts from debate to action.


Trust Requires Temporal Integrity

In digital lending, data changes continuously — but it must also remain explainable months later.

When systems can’t reconcile the past, confidence in every report erodes.

Encore’s approach ensures:

  • Past states remain accurate
  • Present views are consistent
  • Future reporting is reliable by design

Are reporting mismatches slowing down your month-end close?
Book a Demo to see how Encore Lend’s ledger-first architecture keeps BI, Operations, and Finance in sync — even when history changes.