B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
4%
4% -- average lift detected for A/B tests (meta-analysis of 115 tests) (2026)
In a meta-analysis of 115 A/B tests conducted by Analytics Toolkit, the average real lift / improvement targeted was 4%.
- Meta-analysis found that 70% of the 115 tests were underpowered
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Lighthouse Research Team
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Source verified
Evidence graded
Value
4%
Unit
Percentage
Data Vintage
2026
Entity
Sample Size
115
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Analytics Toolkit
Primary
Tier C
https://kirro.io/ab-test-sample-size-formula ↗
Source Article
A/B test sample size formula explained simply
The A/B test sample size formula is:
n = (Zα/2 + Zβ)² × [p₁(1−p₁) + p₂(1−p₂)] / (p₁−p₂)²
If that looks like gibberish, you’re not alone. Most articles either throw this formula at you with zero explanation, or skip it and say “just use a calculator.”
This guide does both. We’ll break down every piec…
Original Research
Analytics Toolkit
· Original study ↗
Methodology
Average improvement targeted across 115 A/B tests in meta-analysis
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
A/B tests (meta-analysis of 115 tests): 4% average lift detected. Source: Analytics Toolkit (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/avg-ab-test-lift-4pct
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<blockquote cite="https://lighthousedata.io/data/avg-ab-test-lift-4pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>4%</strong> -- average lift detected for A/B tests (meta-analysis of 115 tests)<br><small>Source: Analytics Toolkit (2026) · <a href="https://lighthousedata.io/data/avg-ab-test-lift-4pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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