Pipeline GurusAli Yousef Task

Comparisons

Full window (includes a partial month) versus Q4 2025. An increase is not automatically good. When engagement falls while sessions rise, my assumption is paid.

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-85.6%

Sessions change

21,539 → 3,095

-2.0 pt

Engagement change

50.6% → 48.6%

-90.4%

Paid mix-column change

8,250 → 795

Columns
KPI comparison
Sessions21,5393,095-18,444-85.6%Less volume. I would check whether quality improved.
Users (monthly sum)18,7032,666-16,037-85.7%A sum of monthly rows, not unique people across the window.
Engagement rate50.6%48.6%-2.0 pt-3.9%Quality worsened even if volume rose.
Direct sessions8,0131,504-6,509-81.2%This is the floor of the engine.
Paid sessions (mix column)8,250795-7,455-90.4%Paid receded; I would look at Organic Search time.
Organic Search column2,460342-2,118-86.1%This is the highest-quality scalable channel I can see in the full window.
Key events13,2501,433-11,817-89.2%This total mixes hiring and generic actions. I would not treat a rise as leads.

What I noticed. Sessions moved -85.6% while engagement moved -2.0 points. Paid mix-column moved -90.4%.

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-85.6% sessions, -2.0 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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