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Source Attribution
Scores how well you attribute statistics and factual claims to their sources. Properly cited content is more trustworthy to AI engines.
Why It Matters for AI Visibility
How We Score It
How to Improve
- 1
Add "according to" before or after every statistic
"According to McKinsey's 2024 report, 78% of executives prioritize digital transformation." This is the most commonly detected attribution pattern. Place the source name immediately adjacent to the data point so it falls within the analyzer's detection window.
- 2
Use academic citation format for formal content
The parenthetical author-year format -- (Smith et al., 2024) -- is explicitly detected by the analyzer. This works well for research-heavy content, whitepapers, and technical documentation where formal citation style is expected.
- 3
Include "source:" labels near data points
"Source: Bureau of Labor Statistics, Q3 2024" placed immediately after a statistic is a clean, unambiguous attribution the analyzer detects. This format works well in data tables, infographics, and sidebar callouts.
- 4
Add "data from" for dataset references
"Data from the World Bank shows GDP growth of 3.2%" provides clear provenance for each number. The "data from" pattern is explicitly detected and works naturally in content that references organizational datasets or research databases.
- 5
Target 80% or higher attribution ratio
The analyzer recommends improvements when less than 80% of your claims are sourced. Audit every statistic on the page and add attribution to the unsourced ones. Even self-attribution ("according to our 2024 survey of 500 users") counts toward the ratio.
Before & After
SaaS companies see 35% higher retention rates. The average customer lifetime value is $1,200. Companies that invest in onboarding see 3x faster time-to-value. Statistics: 3 detected, 0 attributed. Score: 0.
According to Bain & Company, SaaS companies see 35% higher retention rates. The average customer lifetime value is $1,200 (source: ProfitWell 2024 Benchmark Report). Per a Totango study, companies that invest in onboarding see 3x faster time-to-value. Statistics: 3 detected, 3 attributed (100%). Score: 10.
Frequently Asked Questions
What if my statistics are from my own original research?
Use self-attribution language like "our research shows" or "according to our 2024 survey of 500 users." The analyzer detects "according to" and similar patterns regardless of whether the source is internal or external. Self-attributed data counts toward your score.
Does linking to the source count as attribution?
The analyzer checks for text-based attribution patterns, not hyperlinks. A linked statistic without text attribution will not be detected. Having both a text attribution and a link is ideal, but the text pattern is what this factor scores.
What if my page has no statistics at all?
The score will be 0. This factor requires statistics to exist before it can assess attribution. Improve your Statistics and Data Points factor first by adding specific numbers, then add attribution to each data point for this factor.
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