# Maggie McGaugh (@maggiemcgaugh) on tiktok

- id: koinon:creator:tiktok_maggiemcgaugh
- url: https://koinonlink.com/kol/tiktok/maggiemcgaugh
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: maggiemcgaugh
- platform_url: https://www.tiktok.com/@maggiemcgaugh
- website: Maggiemcgaugh.com/ttlinks
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2189717
- following: 39
- posts_observed: 1
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.0586
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 60477
- best_post_interactions: 193916
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: lifestyle
- subcategory: home_living
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Thrifting and trash finds, Upcycling furniture and room makeovers, Mystery boxes and lost mail unboxings, Buying fake items for decor, Home building and renovations
- bio: "I knew it was fake but I bought it anyways."
[contact removed]
links⬇️

## Audience (inferred)
- status: present
- description: Budget-conscious consumers into thrifting, upcycling furniture, and unboxing mystery/lost mail packages for home decor
- roles: consumer
- seniority: consumer
- pain_points: High costs of new furniture and decor, Limited storage/closet space requiring decluttering, Uncertainty around scams in mystery boxes and online returns, Need for affordable ways to refresh rooms without buying new
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.3
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_maggiemcgaugh#836624d2] This was not an easy decision 🥲 but I’m so excited to build my dream home! 🏡 (https://www.tiktok.com/@maggiemcgaugh)
- [tiktok_maggiemcgaugh#e292a5a8] original sound - maggiemcgaugh
- [tiktok_maggiemcgaugh#fda691bb] Check out Maggie McGaugh’s video! #TikTok >
- [tiktok_maggiemcgaugh#6b7e645e] Search:
- [tiktok_maggiemcgaugh#bc4339a8] building my dream home
- [tiktok_maggiemcgaugh#f62c182f] I knew it was fake… and it’s probably for the best because I’m out of closet space. 🤣 Fortunately, it’s free to sell on @Vinted 🙌 #ad  Link in bio to follow me, shop my closet, AND sell your own!! There’s also free shipping for the US right now, and the app is free to download.
- [tiktok_maggiemcgaugh#5c871477] It is a becoming a big trend on TikTok now! Click here: ad
- [tiktok_maggiemcgaugh#446ed482] maggie mcgaugh maga

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=74, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=74, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=74, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=74, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=74, method=platform_profile

## Freshness
- profile_checked_days_ago: 74
- content_analysed_days_ago: 74
- audience_updated_days_ago: 74

## AI retrieval
- indexing_requests: 10
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_maggiemcgaugh
- Request removal: https://koinonlink.com/claim?k=tiktok_maggiemcgaugh
- Terms: https://koinonlink.com/for-ai