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RevOps Architect Toolkit

Statistical Intelligence meets Revenue Operations Architecture.

HubSpot RevOps Certified Python Status


Overview

A command center for Statistical Business Intelligence. This toolkit bridges academic statistical theory with real-world revenue operations,built by a HubSpot-certified RevOps architect studying Statistics at Obafemi Awolowo University, Nigeria.

Every module here was designed to solve a real problem, not demonstrate knowledge.


What Is RevOps Architecture?

Revenue Operations aligns Sales, Marketing, and Operations into a single data-driven system. As an architect, the job is to design the statistical framework, the logic that decides what data flows where, how it is measured, and what decisions it drives.

This repo is that framework made executable.


Modules

Statistical Intelligence Layer

. KPI definition and measurement architecture . Custom metric formulas for SME revenue tracking . Data normalization and cleansing pipelines

Operations Sync Engine

. Multi-tool data synchronization (Airtable, Notion, Google Sheets) . Automated reporting triggers . Cross-platform data integrity checks

EMEA Revenue Module

. Multi-currency normalization (NGN, USD, EUR, GBP) . Market-adjusted revenue reporting . Exchange rate injection pipeline


Certifications

. HubSpot Revenue Operations Certified — May 2026 (Valid: June 2027) Code: 41905e76785a430799f42d6324e72299 . HubSpot Reporting Certified May 2026 (Valid: June 2027) Code: f04c48dd3f964fe2865a630d198e0544


Tech Stack

Layer Tools
Language Python 3.9+
CRM HubSpot (Certified)
Data Ops Airtable, Notion, Google Sheets
Pipelines pandas, numpy, requests
Automation Google Apps Script, GitHub Actions

About the Architect

Irem Victor Chinonso — Statistical Business Architect, Ife, Nigeria. Building data-driven systems at the intersection of statistics, operations, and AI.

. Email: princeville45@gmail.com . GitHub: github.com/princeville45


Architecture first. Execution follows.

About

Statistical Intelligence & Revenue Operations Architecture | Designed by Irem Victor Chinonso

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