B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

57%

57% -- share of testers calling tests too early for A/B testers (2026)

2026  · Wharton

Wharton researchers found that 57% of A/B testers call their tests too early.

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Lighthouse Research Team
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Source verified Evidence graded
Value
57%
Unit
Percentage
Data Vintage
2026
Entity
A/B testers
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Wharton Primary Tier B
https://kirro.io/cro-program ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
CRO Program: Build One That Actually Lasts (2026)
A CRO program is the system that makes conversion rate optimization ongoing instead of one-off. Not a single audit. Not a random test someone runs when they have an idea. It’s the people, tools, governance, and habits that keep testing running month after month. Most businesses skip this entirely. T…
Original Research
Wharton · Original study ↗

Wharton research on A/B testing practices

Methodology documented
Industrymarketing
Plain Text
A/B testers: 57% share of testers calling tests too early. Source: Wharton (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/testers-call-tests-early-wharton
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<blockquote cite="https://lighthousedata.io/data/testers-call-tests-early-wharton" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>57%</strong> -- share of testers calling tests too early for A/B testers<br><small>Source: Wharton (2026) · <a href="https://lighthousedata.io/data/testers-call-tests-early-wharton" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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