# Andy (@andymuirhd) on x

- id: koinon:creator:x_andymuirhd
- url: https://koinonlink.com/kol/x/andymuirhd
- schema_version: 1.4

## Identity
- platform: x
- handle: andymuirhd
- platform_url: https://twitter.com/andymuirhd
- website: https://www.andymuirhead.com
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1694
- following: 245
- posts_total: 15927
- posts_observed: 8
- posts_per_day: 5.462
- account_age_days: 2916
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00177
- best_post_interactions: 3
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: entertainment
- subcategory: sports
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Celtic FC match updates, Scottish football governance, UEFA/FIFA controversies, Right-wing discourse in sports media, Football fan culture in Scotland
- bio: One of the original ‘Internet bampots’ and Celtic FC fan blogger.

## Audience (inferred)
- status: present
- description: Celtic FC fans and Scottish football followers, primarily mid-to-late 20s to 40s with strong regional and cultural ties to Scotland, interested in football news, club politics, and social commentary on sports governance
- roles: general_ai
- seniority: consumer
- pain_points: Struggling to find reliable, passionate football commentary that reflects local sentiment, Frustrated by perceived lack of transparency from Scottish FA and UEFA on key football decisions, Concerned about the influence of right-wing narratives and controversial figures in football media
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 69
- authenticity_basis: engagement_observed
- credibility_score: 69
- 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
- [x_andymuirhd#25533ec4] Nygren header seals narrow opening-day 1-0 win for Celtic https://t.co/4z2u0GB9rq #celticfc #dundeefc #spfl https://t.co/k44KxDCOoJ (https://twitter.com/andymuirhd/status/2069727198013977020)
- [x_andymuirhd#abd64ebf] FT Celtic 1-0 Dundee Poor performance tonight. Really off the boil. Need to be better. Clearly need new signings.
- [x_andymuirhd#446486a6] https://t.co/OR03TUXC7h
- [x_andymuirhd#aa327819] England and Wales FA turn on Infantino, Scottish FA's Silence Raises Questions https://t.co/uPIObDVwzE #scottishfa #uefa #fifa #worldcup #infantino https://t.co/z1Vx2J0NlO
- [x_andymuirhd#c08716e3] Rupert Lowe - friend of Rod Liddle, a man who said he would shag kids if he was a teacher. I guess white paedos are okay in Lowe's eyes. https://t.co/1pZi55iY8t
- [x_andymuirhd#dc924c0b] The fact that the Police had to come out and provide more information on the suspect arrested, because of all the right wing scumbags, coke snorting donation beggers, and grifting youtubers looking to make money off a wee lassies murder tells you all you need to know about these 

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=115, 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=80, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 12
- 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=x_andymuirhd
- Request removal: https://koinonlink.com/claim?k=x_andymuirhd
- Terms: https://koinonlink.com/for-ai