B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
45%
45% -- share of cpa variance explained by creative changes for mobile app campaigns (2026)
Creative changes explain between 45% and 60% of CPA variance in mobile app campaigns.
- Targeting and bids remaining constant
- Reported as a range of 45–60%
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
45%
Unit
Percentage
Data Vintage
2026
Entity
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
AdMapix
Primary
Tier B
https://www.admapix.com/blog/best-practices/ad-optimization-best-practices-for-2026-a-practical-play… ↗
Source Article
Ad Optimization Best Practices for 2026: A Practical Playbook
Ad Optimization Best Practices for 2026: A Practical Playbook
A data-driven guide to creative workflows, A/B testing, benchmarking, and budget allocation frameworks for optimizing digital ad performance.
Advertising optimization in 2026 is less about “secret hacks” and more about disciplined executi…
Original Research
AdMapix
· Original study ↗
Methodology
AdMapix internal analyses of mobile app campaigns; midpoint of 45-60% range
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
mobile app campaigns: 45% share of cpa variance explained by creative changes. Source: AdMapix (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/creative-changes-cpa-variance-mobile-app-2026
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<blockquote cite="https://lighthousedata.io/data/creative-changes-cpa-variance-mobile-app-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>45%</strong> -- share of cpa variance explained by creative changes for mobile app campaigns<br><small>Source: AdMapix (2026) · <a href="https://lighthousedata.io/data/creative-changes-cpa-variance-mobile-app-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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