EEAT Mechanics

Topic

Penalty & Spam

Systems that subtract. Ranking discussions tend to assume everything is additive, but a demotion is not a smaller boost — it applies after scoring, can be site-wide, and does not care how good the individual page was. This is the half of Search that removes.

01Systems6

  • 14BQualityBoost-DemotionsA penalty system for concrete quality and navigation deficiencies: navDemotion penalizes poor page guidance (unclear navigation, misleading structure); anchorMismatch penalizes links where the link text doesn't match the destination (e.g. 'more info' instead of 'Germany rain radar'); serpDemotion is derived from negative user behavior in search results — users click, immediately bounce back, click on competitors.
  • 15BclutterScore / scamness / unauth.Three quality deductions in one: clutterScore measures layout overload (too many ads, pop-ups, distracting elements that disrupt the information flow); scamness measures fraud proximity (patterns that resemble disreputable sites); unauthoritativeScore measures missing credibility (no author details, no recognizable institution behind the page).
  • 16B/OPanda / BabyPandaPanda is a site-wide demotion system for pages with thin or low-quality content — applying to the entire website, not just individual pages. When too large a share of a site is rated as 'thin content' (content-poor pages), all pages of the site rank worse. BabyPandaV2 is a newer, more finely calibrated variant of the same principle.
  • 17BAnchor-Spam (Penguin legacy)This system detects manipulative link patterns in anchor text (the clickable text of hyperlinks). When a page is linked to exclusively with exact keyword texts ('Berlin weather', 'free weather forecast'), it looks unnatural and like deliberate SEO manipulation. Penguin is the historic Google update that addressed this problem — the logic lives on in today's system.
  • 18B/OSpamBrainGoogle's AI-based spam detection system. The most practically relevant aspect is 'scaled content abuse' — the mass production of content following the same pattern every time, without genuine editorial added value. Typical example: thousands of location pages that just plug variables (city name, coordinates, measurement data) into a template, without any human editorial quality check.
  • 19BhostAge-SandboxNew domains and new hosts initially receive less trust credit from Google — not because they are penalized, but because there is no behavioral history yet from which Google could draw conclusions. This 'sandbox effect' describes passive damping, not an active penalty. As the host ages and builds a positive usage history, the damping fades.

02Deep Dives8

03Leak fields10

  • BnavDemotionDeduction for poor user guidance/navigation.QualityBoost
  • BanchorMismatchAnchor text does not match the link target.QualityBoost
  • BserpDemotionA deduction derived from SERP behavior.QualityBoost
  • BclutterScoreA measure of layout overload and distraction.clutterScore
  • BscamnessScam/fraud proximity of a page.clutterScore
  • BunauthoritativeScoreLack of authoritativeness.clutterScore
  • B/OBabyPandaV2Site-wide thin/low-quality demotion (Panda heritage).Panda
  • BphraseAnchorSpamPenaltyPenalty for over-optimized anchor phrases.Anchor-Spam
  • BIsAnchorBayesSpamBayes-classifier flag for anchor spam (yes/no).Anchor-Spam
  • B/ChostAgeHost age; young hosts receive less trust credit.hostAge

04Theses1

Grouped by function class — the same five classes the catalogue filters by. A system belongs to exactly one; an article can touch two, and then it is listed under both.

All Deep Dives, grouped by topic