Marketing performance-change vector

Read the equation

Collect seven changes into a signal vector. Click-through rate, conversion rate, revenue per click and engagement enter positively; cost per click, cost per acquisition and bounce rate enter with negative signs so reductions can count as beneficial.

Positive engagement, click-through, conversion and revenue changes increase the input, while cost and bounce changes have negative signs.

Its role in the build

The Megamind Equation Atlas

Terms & definitions

How it works

1. Read d_t as the quantity being defined or updated by this relation.

2. Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.

3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

Assumptions & limits

• Metrics have different units and noise levels. Deltas require a stated reference interval and normalization before matrix multiplication gives a meaningful combined pressure.

• CPM is listed as a measured performance signal but is absent from this displayed seven-component delta vector.

Original context

The Megamind Equation Atlas: Collect seven changes into a signal vector. Click-through rate, conversion rate, revenue per click and engagement enter positively; cost per click, cost per acquisition and bounce rate enter with negative signs so reductions can count as beneficial.

The Marketing Intelligence Equation: Positive engagement, click-through, conversion and revenue changes increase the input, while cost and bounce changes have negative signs.

d_t = [ ΔCTR, −ΔCPC, −ΔCPA, ΔCR, ΔRPC, −ΔBounceRate, ΔEngagement ]

Related builds