Strategy and Solution Evaluation
Benefits Realization and Product Value
Quantify operational value, control improvement, financial viability, measurable outcomes, and roadmap trade-offs for the credit transformation product.
Risk-Adjusted Benefit
RM 194K
Annual mock estimate
Hours Released
4,080
Annual capacity
Payback
11.4 mo
3-Year Net Benefit
RM 398K
Outcome Progress
75%
Value Case Assumptions
Adjust portfolio assumptions to test financial viability.
Investment Decision
ProceedThe mock case remains financially viable after a 20% realization haircut and clears the 18-month payback threshold.
Annual Benefit Composition
Gross assumptions with a separate risk-adjusted investment view.
Gross annual
RM 242,900
Risk adjusted
RM 194,320
3-year ROI
215%
Benefits Realization Scorecard
Baseline, target, current position, accountable owner, and evidence source.
| Outcome | Baseline | Current | Target | Progress | Owner | Evidence |
|---|---|---|---|---|---|---|
First-time-right submission Cases entering Credit Analysis without document rework divided by submitted cases. | 61% | 79% | 88% | Head of Credit Operations | Workflow event log | |
Submission-to-decision TAT Average working days from complete submission to final decision. | 9.4days | 6.8days | 5.5days | Credit Transformation Product Owner | Case lifecycle timestamps | |
Manual follow-up time Average RM and operations effort spent chasing and validating documents. | 3.8hours/case | 2.5hours/case | 2.1hours/case | Credit Operations Manager | Time study sample | |
Uncontrolled waiver rate Waived required documents without complete maker-checker evidence. | 14% | 5% | 2% | Credit Control Owner | Waiver control report | |
Rule regression coverage Active high-impact rules with at least one passed regression scenario. | 35% | 83% | 95% | UAT Lead | Rule governance test lab | |
Critical data lineage coverage Critical data elements with documented source-to-output lineage. | 42% | 91% | 100% | Credit Data Owner | Data governance inventory |
Outcome-Led Product Roadmap
Priority combines customer value, control risk reduction, and implementation effort.
Evidence-grounded Credit Memo Studio
Reduce drafting time while preserving source traceability and human approval.
10/10
Value
9/10
Risk
6/10
Effort
Business Rule Governance Center
Control rule versions, approvals, impact analysis, and regression evidence.
9/10
Value
10/10
Risk
5/10
Effort
Critical Data Lineage and DQ Hub
Make source-to-decision data quality and ownership visible.
9/10
Value
10/10
Risk
7/10
Effort
Benefits Realization Dashboard
Connect delivery scope to operational value, controls, and product investment decisions.
9/10
Value
6/10
Risk
4/10
Effort
Release and Cutover Command Center
Provide evidence-led go-live, migration, training, and hypercare decisions.
8/10
Value
9/10
Risk
6/10
Effort
Core lending platform integration
Replace manual case input with governed API and reconciliation controls.
10/10
Value
8/10
Risk
10/10
Effort
Portfolio-wide predictive bottleneck alerts
Identify likely SLA breaches early using explainable operational indicators.
7/10
Value
6/10
Risk
8/10
Effort
Product Ownership Signal
The roadmap does not prioritize features by visibility alone. It connects each investment to measurable outcomes, control risk, evidence ownership, and financial viability so the product owner can make an explicit trade-off decision.