B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Aging
38%
38% -- customer engagement increase for AI-driven business intelligence adopters (2024)
Research by Siddiqui et al. (2024) found a 38% increase in customer engagement associated with AI-driven business intelligence.
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
38%
Unit
Percentage
Data Vintage
2024
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
50
Source Trust
60
Citation Chain
60
Independence
30
Methodology
45
Freshness
95
Source
Siddiqui et al.
Primary
Tier C
https://cogentinfo.com/resources/predicting-tomorrow-how-forecasting-algorithms-are-reshaping-busine… ↗
Source Article
Cogent | Blog | Predicting Tomorrow: How Forecasting Algorithms Are Reshaping Business Decisions
Corporate
August 27, 2025
Cogent Infotech
Blog
Dallas, Texas
August 27, 2025
According to research by Siddiqui et al. (2024), AI-driven business intelligence yields clear and measurable improvements. The study demonstrates improvements in forecasting accuracy of up to 45%, a 47% reduction in fraudul…
Original Research
Siddiqui et al.
· Original study ↗
Methodology
Cited from Siddiqui et al. (2024) academic research on AI-driven business intelligence
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI-driven business intelligence adopters: 38% customer engagement increase. Source: Siddiqui et al. (2024). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-forecasting-customer-engagement-increase-2024
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<blockquote cite="https://lighthousedata.io/data/ai-forecasting-customer-engagement-increase-2024" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>38%</strong> -- customer engagement increase for AI-driven business intelligence adopters<br><small>Source: Siddiqui et al. (2024) · <a href="https://lighthousedata.io/data/ai-forecasting-customer-engagement-increase-2024" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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