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Rohan’s Substack

Rohan Mahmood

My personal Substack

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PricingOnly free issuesPublishesWeekly
Issues21Foundeda year agoLast Issue5 days ago
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Latest Issues

Data vs Metadata in FP&A: Part 3


Data Dictionaries and Ownership

Good governance starts with clarity.

Every organisation should have a data dictionary that defines key dimensions, naming conventions, and approved values. Without one, teams rely on assumptions a...

5 days ago

Data vs Metadata in FP&A: Part 2


Introduction

In part one, we covered what data and metadata are and why both matter. This post is about what goes wrong when either breaks down, and what you can do about it.

The failures that cause the most damage in FP&A systems...

12 days ago
1

Data vs Metadata in FP&A: Part 1


Introduction

In FP&A, most conversations about data problems are actually metadata problems in disguise.

A load completes. No errors. No warnings. The numbers land and everyone moves on. Until someone questions the actuals. Until a...

20 days ago

The Day I Stopped Underestimating Documentation

Introduction

I used to think meticulous documentation was busywork- fine for audits, optional for delivery. Then an FP&A rollout forced me to live by the run book. We wrote every pre-requisite, every step, every verification check, and...

a month ago

Period Mappings in FP&A Systems

In Part 1 we covered what period mappings are and why getting them wrong quietly corrupts the data FP&A teams depend on.

But the period mapping challenge does not look the same across every integration. The specific problem you face depend...

a month ago

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Authors

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  • Rohan Mahmood

    Technology consultant with 8+ years in SaaS finance, I’m an EPM (Enterprise Performance Management) consultant working with FP&A teams worldwide. I simplify financial planning, data architecture, and AI - no matter where you are in your career.

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