ESG Normalization & Audit PipelineDEPLOYED

BreatheESG Ingestion

Enterprise ESG metrics normalizer calculating carbon emissions (Scope 1/2/3) with model-level audit locks.

KEY OUTCOMES
METRIC 01Normalizes complex unit formats (GAL/M3/kWh/IATA codes) to emissions.
METRIC 02100% data audit compliance through raw source payload snapshots.
METRIC 03SQL queries optimized by 73% using materialized database tables.
01 · PROBLEM STATEMENT
Corporate sustainability spreadsheets suffer from manual transcription errors and lack verifiable source lineage, exposing companies to audit failures.
04 · SYSTEM FAILURE & RECOVERY
Attempted Strategy

Initially attempted to perform PDF scraping and optical character recognition (OCR) directly on scanned utility bills.

Observed Symptom

Frequent character reading failures (e.g. reading 8 as 0) resulted in audit-level errors that compromised the credibility of the data.

Resolution & Fix

Pivoted to parsing structured portal CSV exports, ensuring 100% mathematical accuracy and data consistency.

TECHNOLOGY BLUEPRINT
Django 5.2ReactTailwind CSS v3PostgreSQLSQLite