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Xavier Fok

Digital marketer and data analyst with 15+ years in advertising, content, and growth. Founder of DataResearchTools, based in Singapore. I write about AI tools, automation, and productivity for solopreneurs building real businesses without a team.

Leading vs Lagging Indicators: Measuring What You Can Still Change

July 24, 2026 by Xavier Fok

Lagging indicators report a result you can no longer change. Leading indicators move first. Here is how to pair a couple of each without getting fooled.

Categories General

Correlation vs Causation for Founders: Why Your Winning Test Might Be Luck

July 24, 2026 by Xavier Fok

Two things moving together does not mean one caused the other. How confounders and small samples fool founders, and the habits that keep you honest.

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Using AI to Clean and Categorize Your Business Data Without Trusting It Blindly

July 24, 2026 by Xavier Fok

AI can clean and categorize messy business data in an afternoon, but it fails quietly. Here’s where it saves hours and how to check its work.

Categories General

Survivorship Bias and the Data Traps That Make Your Numbers Lie

July 24, 2026 by Xavier Fok

Survivorship bias makes your numbers lie by hiding what failed. Here is how to spot the missing data and read your business metrics honestly.

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The SaaS Quick Ratio: Are You Growing Faster Than You Are Churning

July 24, 2026 by Xavier Fok

The SaaS quick ratio compares the recurring revenue you add to the revenue you lose. Here is how to read it and where it misleads a small business.

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Data Governance for a Team of One: Simple Rules That Keep Numbers Honest

July 24, 2026 by Xavier Fok

Data governance for a one person business, stripped down to a few light rules that keep your numbers honest and make a future handoff painless.

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Gross Margin for a One-Person SaaS: the Number That Sets Your Ceiling

July 24, 2026 by Xavier Fok

Gross margin is the revenue you keep after delivery costs. Here’s what it means for a one-person SaaS and why it sets your ceiling on spending.

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Customer Segmentation Explained: Grouping Users Without Overcomplicating It

July 24, 2026 by Xavier Fok

Customer segmentation groups your users into a few useful buckets so you treat each the right way. Here’s how to do it without slicing your list too thin.

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Event Tracking Plans: Naming Your Data Before It Becomes a Mess

July 24, 2026 by Xavier Fok

A tracking plan is a written list of every event you record, what it means, and its properties. Here’s how to build one before your analytics turns to mush.

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DAU WAU MAU and Stickiness: What Engagement Ratios Really Tell You

July 24, 2026 by Xavier Fok

Active users come in daily, weekly, and monthly counts. Here’s what each window tells you, how the stickiness ratio works, and the common misreads.

Categories General
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Recent Posts

  • Correlation vs Causation for Founders: Why Your Winning Test Might Be Luck
  • Leading vs Lagging Indicators: Measuring What You Can Still Change
  • Data Governance for a Team of One: Simple Rules That Keep Numbers Honest
  • The SaaS Quick Ratio: Are You Growing Faster Than You Are Churning
  • Survivorship Bias and the Data Traps That Make Your Numbers Lie

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