Blog articles

Ideas from Trace

Thoughts on business analysis, metric trees, AI, and the future of how companies understand performance.
Finance Teams were the Original Data Pioneers

Exploring how to further empower the OG data folks, the finance team.

Vijay Subramanian
Metrics Overload in Business Reviews

"Metrics bloat" is a common challenge to doing effective business reviews

Vijay Subramanian
Data-Driven: Technical vs Cultural Aspects

Discussing what it means to be a truly data-driven culture

Vijay Subramanian
Three Distinct Organizational, Analytical Workflows

Diving into React, Explore and Plan - three analytical jobs-to-be-done

Vijay Subramanian
Data DAGs for Producers, Metric Graphs for Consumers

Could "metric graphs" enable data consumers?

Vijay Subramanian
Benefits of Metrics and Semantic Layers

Metrics or semantic layers can do much more than metrics governance.

Vijay Subramanian
The Role of Data Teams in Org-Wide Planning

Taking a look at how analytics can power planning processes

Vijay Subramanian
Analytics: from Service to Product Mindset

Data-as-a-Product mindset can transform the analytics function

Vijay Subramanian
The Increasingly Limited Role of Dashboards

Examining how dashboards only address one of many data needs.

Vijay Subramanian
Metric Tree Example: A Profit Tree for Trace Nutrition Shop

Sharing a rich real-world example of a metric tree

Vijay Subramanian
Kimball's Modeling Approach: A Few Drawbacks

Investigating a few drawbacks to Kimball's modeling approach

Vijay Subramanian
The Lasting Power of Kimball's Modeling Approach

A look at the lasting power of Kimball's dimensional modeling approach

Vijay Subramanian
Metrics Layer: 2 Years In

An examination of "metrics layers" two years in - after the early buzz

Vijay Subramanian
Bridging Data and Business Teams with Metric Trees

How metric trees help translate across data and business domains

Vijay Subramanian
A Common Example of Arithmetic Metric Equations

Exploring the power of metric equations with a simple example

Vijay Subramanian
Metric Analysis: Volume Mix vs Behavior

Sharing a common "mixshift" analysis pattern for a key metric of interest

Vijay Subramanian
Metric Trees : Modeling Inputs and Outputs

Metric trees model relationships between inputs and outputs

Vijay Subramanian
Metrics - We Have Too Many or Too Few

Utilize metric trees to avoid the "too many/too few" debate.

Vijay Subramanian
Reporting vs Analytics Cultures Examined

The differences between reporting-first vs analytics-first cultures

Vijay Subramanian
Streamlining Root Causing Using Metric Trees

How metric trees enable root causing, save time and generate $$$

Vijay Subramanian
Introduction to Metric Trees

A proper introduction to metric trees with a real world example

Vijay Subramanian
Common Pitfalls with Business Reviews

Using metric trees and segments can level up business reviews

Vijay Subramanian
Rethinking Self-Service Analytics

Let's re-think self-service as dashboards are just basic service.

In the data domain, it is Transformations all the way

The different types of data transformations from raw to final

Vijay Subramanian
Just ask the AI bot any question!

Somewhat skeptical this is a radical, fundamental change

Vijay Subramanian
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Product updates, new templates, and field notes on metric trees, AI, and analytics automation. No noise — a short note when there's something worth your time.
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