B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
77%
77% -- demand planning investment priority for brand executives (2025)
77% of surveyed brand executives ranked demand planning tools as their top priority for investment.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
77%
Unit
Percentage
Data Vintage
2025
Entity
Sample Size
300
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
tociny.ai
Primary
Tier B
https://tociny.ai/blog/demand-forecasting ↗
Source Article
A Guide to Demand Forecasting for Shopify Stores
December 26, 2025
Demand forecasting is really just a fancy term for predicting what your customers will want to buy in the future. Think of it like a weather forecast for your Shopify store—it helps you see what's coming so you're not caught flat-footed. Getting this right is the secret to keeping …
Original Research
tociny.ai
· Original study ↗
Methodology
Survey of over 300 brand executives
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
brand executives: 77% demand planning investment priority. Source: tociny.ai (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/demand-planning-investment-priority-2025
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<blockquote cite="https://lighthousedata.io/data/demand-planning-investment-priority-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>77%</strong> -- demand planning investment priority for brand executives<br><small>Source: tociny.ai (2025) · <a href="https://lighthousedata.io/data/demand-planning-investment-priority-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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