Category: Marketing Analytics
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Bayesian Attribution for PPC: The Full Guide for Performance Marketers
Last-click attribution systematically over-credits Google Search and under-credits every other channel. Bayesian attribution for PPC gives you the true picture of which channels actually drive conversions.
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Ad Spend Too High for Small Business? Industry Benchmarks by Monthly Budget
Industry benchmarks for healthy ad spend by monthly budget level and business type — know where your numbers should be.
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LinkedIn Ads Generate No Leads? Here’s What’s Wrong
LinkedIn Ads generate clicks but no leads for most B2B SMBs — not because the platform doesn’t work, but because the targeting, creative, or offer is misaligned.
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Why Ad Platforms Overclaim Results
Every ad platform has an incentive to tell you their ads work. That is not a conspiracy — it is just business. But if you make your marketing budget decisions based solely on what ad platforms report, you are working with systematically biased information. How Platforms Overstate Results 1. Attribution Windows [Case Study: Retail Chain,…
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How to Find Diminishing Returns in Advertising Before You Overspend
Learn how to spot diminishing returns in advertising, identify saturated channels, and reallocate budget before extra spend stops producing profitable growth.
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Multi-Channel Lead Attribution Modeling Guide
Multi-channel lead attribution modeling assigns credit for leads across every touchpoint — Google, Meta, LinkedIn, TikTok, email, organic — so you know which channels actually drive form fills and which are getting false last-click credit.
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Why Am I Not Getting Leads From My Ads? 7 Places to Look First
Seven reasons your ads drive traffic but not leads.

