Pipeline GurusAli Yousef Task

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Q3 2025 versus Q4 2025. An increase is not automatically good. When engagement falls while sessions rise, my assumption is paid.

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-8.7%

Sessions change

3,391 → 3,095

-7.3 pt

Engagement change

55.9% → 48.6%

-58.7%

Paid mix-column change

1,924 → 795

Columns
KPI comparison
Sessions3,3913,095-296-8.7%Less volume. I would check whether quality improved.
Users (monthly sum)3,0482,666-382-12.5%A sum of monthly rows, not unique people across the window.
Engagement rate55.9%48.6%-7.3 pt-13.1%Quality worsened even if volume rose.
Direct sessions7181,504786+109.5%This is the floor of the engine.
Paid sessions (mix column)1,924795-1,129-58.7%Paid receded; I would look at Organic Search time.
Organic Search column421342-79-18.8%This is the highest-quality scalable channel I can see in the full window.
Key events5,0861,433-3,653-71.8%This total mixes hiring and generic actions. I would not treat a rise as leads.

What I noticed. Sessions moved -8.7% while engagement moved -7.3 points. Paid mix-column moved -58.7%.

How I am reading it. Volume and quality can disagree. I would read the mix columns before calling this growth or decline.

Where I would go next

What I noticedThe numbersHow I am reading itWhat I would do next
Direction needs a quality test-8.7% sessions, -7.3 pt engagement.Volume and quality can disagree, so I would not call this growth from sessions alone.I would carry both numbers into any budget conversation.

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