refactor(linkedin-studio): S31c descriptive-%-scrub — platform-norm percentages asserted as fact -> SSOT
24 edits / 12 files (+26/-26). Unsourced platform/algorithm/audience percentages reconciled to SSOT vocabulary (figure/proportion/multiplier unverified). Catalog + new sibling clusters (64% follow-up x5, wrong-window 70% x4, Stage-2 6-10% x2) + borderlines (70% retention, 70% mobile) + the ~3% save-worthy straggler (surfaced, not silent). The SSOT-sourced ~70% reach figure is KEPT; only the wrong window corrected (60min/1h -> first 15-30 min). Sourced/computed benchmarks kept (Buffer 178%/247%, Socialinsider 11%). KEPT C1: ~45% AI-comment figure (already hedged correlational/medium-confidence). Gate 81/0/0 exit 0, counts 29/19/26 + v0.5.0. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_016qgzo6rxthw7KuxHjn5vyE
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@ -227,8 +227,8 @@ Set realistic expectations:
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| Suppression Level | Initial Improvement | Baseline Recovery | Full Restoration |
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|-------------------|---------------------|-------------------|------------------|
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| Moderate (link / off-topic) | 7-10 days | 14-21 days | 3-4 weeks |
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| Moderate (50-70% drop) | 2-3 weeks | 4-6 weeks | 2-3 months |
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| Severe (75%+ drop) | 4-6 weeks | 3-6 months | May not be possible |
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| Moderate (partial reach loss) | 2-3 weeks | 4-6 weeks | 2-3 months |
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| Severe (sharp reach loss) | 4-6 weeks | 3-6 months | May not be possible |
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## Step 8: Prevention Checklist
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@ -212,7 +212,7 @@ Automatically flag these conditions based on the report data and trend analysis:
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- 🟢 **Positive:** Consistent posting streak maintained (7+ days)
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**Algorithm Alerts (based on algorithm-signals-reference):**
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- 🔴 Format stagnation: Same format used >80% of posts (algorithm penalizes monotony per 2026 content format multipliers)
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- 🔴 Format stagnation: Same format used >80% of posts (algorithm favors format variety — see algorithm-signals-reference)
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- 🟡 Posting time drift: Publishing outside optimal window (Tue-Thu, 7-9 AM CET for Nordic audience — see posting time windows reference)
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- 🟡 Hook length violation: Posts with hooks >140 chars underperforming (>140 chars truncated on mobile "see more")
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- 🟢 Engagement velocity improving: First-hour engagement trending up (15+ engagements in first hour unlocks 2nd/3rd degree distribution)
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