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

15%

15% -- trade promotion efficiency increase for Consumer goods companies using AI/ML for trade promotion optimization (2024)

2024  · McKinsey & Company

According to a McKinsey & Company study cited by CPGvision, using AI and ML in trade promotion optimization leads to a 15-20% increase in promotional efficiency.

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Attribution: McKinsey & Company View source
Lighthouse Research Team
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Source verified Evidence graded
Value
15%
Unit
Percentage
Data Vintage
2024
Entity
Consumer goods companies using AI/ML for trade promotion optimization
Evidence Quality
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

Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
McKinsey & Company Primary Tier C
https://www.cpgvision.com/es/blog/scenario-planning-for-efficient-trade-promotion ↗
Confidence: 48/100 Vintage: 2024 Channel: Wayback
Source Article
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Estrategia de promoción comercial frente al crecimiento de las marcas de distribuidor Navegue por el crecimiento de la Marca de Distribuidor con estrategias de promoción comercial. Comprenda cómo el software RGM ayuda a evaluar los... Plataforma CPGvision Planificación de escenarios "Human in the Lo…
Original Research
McKinsey & Company · Original study ↗
Methodology

Source reports a range of 15-20% promotional efficiency increase; midpoint 17.5% used. Attributed by CPGvision blog (Jan 22, 2024) to a McKinsey & Company study; original report title and publication date not specified in the citing article.

Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Consumer goods companies using AI/ML for trade promotion optimization: 15% trade promotion efficiency increase. Source: McKinsey & Company (2024). Via Lighthouse Intelligence -- https://lighthousedata.io/data/mckinsey-ai-trade-promotion-efficiency-gain
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<blockquote cite="https://lighthousedata.io/data/mckinsey-ai-trade-promotion-efficiency-gain" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>15%</strong> -- trade promotion efficiency increase for Consumer goods companies using AI/ML for trade promotion optimization<br><small>Source: McKinsey & Company (2024) · <a href="https://lighthousedata.io/data/mckinsey-ai-trade-promotion-efficiency-gain" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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