B
Evidence Grade B
Graded
under review
Safe to Cite
Current
78%
78% -- personal commitment to ai adoption for managers (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
78%
Unit
Percentage
Data Vintage
2026
Entity
Sample Size
500
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
95
Source Trust
50
Citation Chain
20
Independence
30
Methodology
45
Freshness
86
Source
Salesforce
Primary
Tier A
https://www.zdnet.com/article/managers-play-critical-role-in-ai-transformation/ ↗
Source Article
Managers play critical role in a company's AI transformation - and they know it
More than two-thirds of middle managers are optimistic about AI's role in the future of work, and they feel personally accountable for their team's adoption of AI tools.
Original Research
Salesforce
· Original study ↗
Methodology
Salesforce survey of more than 500 middle managers
Methodology documented
Segmentation
Channelcommon_crawl
Cite this stat
Plain Text
managers: 78% personal commitment to ai adoption. Source: Salesforce (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/managers-feel-responsible-for-ai-adoption
HTML Embed
<blockquote cite="https://lighthousedata.io/data/managers-feel-responsible-for-ai-adoption" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>78%</strong> -- personal commitment to ai adoption for managers<br><small>Source: Salesforce (2026) · <a href="https://lighthousedata.io/data/managers-feel-responsible-for-ai-adoption" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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