B
Evidence Grade B
Use with Hedging
Dated
1,000
1,000 — sample size for late holiday shoppers (2023)
Source:
View source
Curated by Aaron Agius
· Founder, Louder Online
Last verified:
·
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Source verified
Evidence graded
Value
1,000
Unit
Count
Data Vintage
2023
Entity
Sample Size
1,000
Study Type
Survey
Trend
Stable
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Score breakdown
Extraction
95
Source Trust
0
Citation Chain
90
Independence
50
Methodology
50
Freshness
40
Sources (3)
Snowflake
Primary
Tier A
https://www.zdnet.com/article/snowflake-it-executive-survey-ai-job-loss-and-gains/ ↗
Also cited by
2026-03-13
2026-03-14
Original Research
Shopify
· Original study ↗
Methodology
Survey of late holiday shoppers
Study: Survey
n=1,000
Methodology documented
Segmentation
Industryretail_ecommerce
RoleAll marketers
Cite this stat
Plain Text
late holiday shoppers: 1,000 sample size. Source: Snowflake (2023). Via Lighthouse Research Data — https://lighthousedata.io/data/late-holiday-shoppers-2023
HTML Embed
<blockquote cite="https://lighthousedata.io/data/late-holiday-shoppers-2023" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>1,000</strong> — sample size for late holiday shoppers<br><small>Source: Snowflake (2023) · <a href="https://lighthousedata.io/data/late-holiday-shoppers-2023" target="_blank" rel="noopener">Lighthouse Data</a></small></blockquote>
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