PCAF methodology.
Locally executable.
We implement the PCAF Global GHG Accounting and Reporting Standard (Version 3, 2022) for Category 05 Motor Vehicle Loans—with Africa-specific emission factors and real-world adjustment coefficients.
Source-based DQ scoring. WDQS calculation. Country-specific factors. Everything documented.
Financed Emissions Methodology: Motor Vehicle Loans
We calculate financed emissions using the core PCAF formula for business loans and unlisted equity, specifically adapted for motor vehicle asset classes.
Core Formula
Attribution Factor
Outstanding Amount / EVIC
(Enterprise Value Including Cash)
Absolute Emissions
Activity Data × Emission Factor
(e.g., Fuel Consumption × kgCO2e/L)
Calculations are performed at the individual asset level (per vehicle loan) and aggregated to the portfolio level.
Asset-class-specific application
In accordance with PCAF guidance, financed emissions methodologies are applied at the asset-class level, not uniformly across portfolios.
Each asset class operates under its own:
- > methodology selection
- > attribution logic
- > data hierarchy
Methodological logic applicable to one asset class is never reused or inferred for another. This isolation prevents cross-contamination of assumptions and limits audit blast radius.
Data hierarchy and proxy governance
PCAF recognizes that data availability varies significantly across asset classes, sectors, and regions. Peercarbon applies structured data hierarchies consistent with PCAF guidance.
Enabling Institutions to:
- 01. Apply primary data where available
- 02. Use approved proxies where necessary
- 03. Explicitly disclose proxy use
- 04. Assign and preserve data quality scores
Proxy use is treated as a governed methodological decision, not a temporary workaround. All proxy selections are documented, justified, exposure-weighted, and traceable.
Methodology control and versioning
Methodology Control
Uncontrolled methodological change creates reporting risk.
- / Explicit methodology versioning
- / Locked calculations for closed reporting periods
- / Clear separation between interpretation and execution
Methodology selection is governed. Calculation execution is deterministic.
Audit Traceability
For every financed emissions output, Peercarbon preserves:
- / governing methodology version
- / applicable asset class & attribution logic
- / data hierarchy & proxy selections
Enables independent review without reconstruction.
This ensures that prior disclosures remain interpretable, results are reproducible, and changes in standards do not silently rewrite history.
Scope and boundaries
Peercarbon does not claim:
The platform is designed to govern
uncertainty, not remove it.
By making
assumptions explicit and change-controlled, Peercarbon preserves comparability and trust over
time.
Why methodology governance matters
Under PCAF, methodological consistency and transparency are as important as calculation accuracy.
In environments where data quality improves, portfolio composition changes, and standards evolve,
governed methodology is what prevents restatement risk, audit challenge, and loss of confidence.
Source-Based Data Quality Scoring
PCAF requires banks to score data quality from 1-5. Most implementations score based on data completeness. We score based on data SOURCE—because that's what PCAF actually requires.
Reference: PCAF Global GHG Standard v3 (2022), Section 4.1 Data Quality, Table 4.1
Why This Matters
Using KNBS fuel sales data gives you excellent coverage. But it's national statistics, not borrower-specific data. That's DQ 3, not DQ 2.
Using borrower-reported fuel card data is harder to collect. But it's actual consumption from the financed vehicle. That's DQ 2.
The difference determines your WDQS—and your regulatory credibility.
Kenya Source Mapping
Weighted Data Quality Score (WDQS)
Your portfolio-level data quality metric, weighted by financed emissions.
Formula (per PCAF §4.2):
WDQS = Σ(DQi × |Financed Emissionsi|) / Σ(|Financed Emissions|)
PCAF recommends achieving WDQS ≤ 3.0 for external reporting.
Your WDQS isn't a confession. It's a baseline. We track it across periods so improvement is visible.
Quality Ratings
Note: Rating band labels (Excellent–Poor) are Peercarbon interpretations for guidance. PCAF defines the DQ 1-5 scale and WDQS formula; banks should determine their own quality thresholds.
Real-World Emission Factors
Laboratory emission factors assume European driving conditions. African roads are different.
Country Adjustment Factors
Road conditions, traffic
Congestion, fuel quality
Best infrastructure
Infrastructure, terrain
Altitude, older fleet
Vehicle Age Degradation
Every adjustment is documented in the evidence pack.
Factor Sets Available
- • NTSA (Kenya). National Transport and Safety Authority data
- • GIZ. Deutsche Gesellschaft für Internationale Zusammenarbeit studies
- • User Provided. Values provided directly by the reporting institution
Factor sets are versioned and hashed. Once a calculation is finalized, the factor set used is immutable.
Calculation Transparency
Every output field in the evidence pack is traceable to its source.
| Field Name | Description | Source / Derivation |
|---|---|---|
| emission_factor_value | The specific coefficient applied. | Lookup from hashed Factor Set based on vehicle attributes. |
| attribution_factor | Decimal share of emissions. | Calculated: outstanding_amount / evic |
| financed_emissions_tco2 | Final attributed emissions. | Calculated: absolute_emissions * attribution_factor |
System Glossary
Financed Emissions
The portion of absolute emissions attributed to the reporting institution.
Attribution Factor
The ratio of outstanding investment to the total value of the financed asset/company.
EVIC
Enterprise Value Including Cash. The market value of a company's equity plus debt and cash.
Outstanding Amount
The value of the loan or investment.
DQ Score
Data Quality Score (1-5), where 1 is highest quality (verified primary data) and 5 is lowest (generic proxies).
Emission Factor
Coefficient converting activity data (e.g. liters of fuel) into GHG emissions.
Verify standards alignment
Peercarbon's logic is not a black box.
It is a governed translation of global frameworks into local banking reality.
Verify Standards Alignment