Analytics Built Around Business Decisions

DataNorth Analytics is an independent analytics consultancy focused on helping growing SMEs turn fragmented operational and financial data into reliable, decision-ready management analytics.

The goal is simple: create one trusted analytics foundation that helps management understand performance, identify risks and focus attention where action is required.

Why DataNorth Analytics

The Problem

Many growing businesses already have plenty of data, but it is often spread across spreadsheets, accounting systems, operational databases and disconnected reports.

The challenge is not simply producing more dashboards. It is creating consistent business definitions, trustworthy metrics and a reporting structure that management can actually use.

The Approach

DataNorth Analytics connects business understanding with data engineering and decision-focused analytics.

Rather than treating dashboards as the starting point, the process begins with management questions, then works backward through data modeling, transformation, reconciliation and visualization.

How I Work

01
Business First

Start with the decisions management needs to make, not the charts or tools.

02
Governed Data

Build consistent business definitions, dimensional models and reconciliation controls before metrics reach the dashboard.

03
Decision-Ready Analytics

Design management views that highlight performance, exceptions, risks and opportunities—not just historical reporting.

What I Bring

Commercial Analytics

Revenue growth, customer performance, product profitability, sales execution.

Financial Analytics

Gross margin, EBITDA, budget performance, operating costs and liquidity.

Data Engineering

Python ingestion, SQL transformation, dimensional modeling and validation.

Cloud Analytics

AWS RDS PostgreSQL, governed data marts, secure analytics views and Tableau delivery.

Principles Behind the Work

Trust the Numbers

Management reporting should reconcile back to underlying business data.

Keep the Model Simple

Analytics architecture should be structured enough to scale, but practical enough for SMEs to adopt and maintain.

Design for Action

A useful dashboard should make it easier to decide what deserves attention.

Build for Consistency

Sales, Finance and Operations should work from aligned definitions rather than competing versions of the truth.

Independent Analytics Consultancy, Based in Singapore

DataNorth Analytics is an independent analytics consultancy based in Singapore, focused on practical analytics solutions for growing SMEs that need stronger management visibility without building a large internal data function.

The work combines business analysis, financial understanding, data engineering and executive dashboard design into one end-to-end approach.

---

Technology: Python · Pandas · SQLAlchemy · PostgreSQL · AWS RDS · SQL · Tableau
Analytics Focus: Sales · Finance · Profitability · Budgeting · Cost Control · Inventory · Management Reporting

Portfolio context: The showcased Sales and CFO solutions use synthetic SME datasets designed to demonstrate realistic management analytics workflows, data modeling and financial reconciliation.

Need Better Visibility Across Your Business?

If your sales, finance or operational data is fragmented across spreadsheets, accounting systems and databases, DataNorth Analytics can help turn that data into a governed analytics foundation and decision-ready management reporting.

DISCUSS AN ANALYTICS PROJECT →