B
Evidence Grade B
Graded
under review
Safe to Cite
Current
72%
72% -- percentage income consistent with disclosure prediction for MLM social sellers aware of income disclosure (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
72%
Unit
Percentage
Data Vintage
2026
Entity
Sample Size
80
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
Bitok Arena
Primary
Tier B
https://bitokarena.com/blog/social-selling-in-mlm-how-many-hours-for-how-much-25-11-13-01 ↗
Source Article
Social Selling in MLM: How Many Hours for How Much?
Original Research
Bitok Arena
· Original study ↗
Methodology
Bitok Arena survey of 80 current and former MLM social sellers
Methodology documented
Segmentation
IndustryMLM
RoleAll marketers
Channelsocial
Cite this stat
Plain Text
MLM social sellers aware of income disclosure: 72% percentage income consistent with disclosure prediction. Source: Bitok Arena (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/mlm-disclosure-awareness-accurate-expectations
HTML Embed
<blockquote cite="https://lighthousedata.io/data/mlm-disclosure-awareness-accurate-expectations" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>72%</strong> -- percentage income consistent with disclosure prediction for MLM social sellers aware of income disclosure<br><small>Source: Bitok Arena (2026) · <a href="https://lighthousedata.io/data/mlm-disclosure-awareness-accurate-expectations" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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