# Karly Kingsley (@karlykingsley) on threads

- id: koinon:creator:threads_karlykingsley
- url: https://koinonlink.com/kol/threads/karlykingsley
- schema_version: 1.4

## Identity
- platform: threads
- handle: karlykingsley
- platform_url: https://www.threads.net/@karlykingsley
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 33964
- posts_observed: 1
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.11559
- best_post_interactions: 3926
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: news_media
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: US elections and foreign threats, Corporate spending in politics, Republican politicians and controversies, Book banning and literacy, Criticism of Trump administration
- bio: 🔥Not Your Mama’s Martha Stewart
#Food is love | #Writing is life | Journalism | Mostly Politics | Tech+AI I Untamed attitude with an untethered soul.

## Audience (inferred)
- status: present
- description: US politics enthusiasts and progressive-leaning consumers who follow current events, elections, and criticism of Republican figures
- roles: consumer
- seniority: consumer
- pain_points: Frustration with corporate influence in elections, Concerns over weakened election security under Trump admin, Disapproval of book bans in low-literacy states
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 93
- authenticity_basis: engagement_observed
- credibility_score: 93
- 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
- [threads_karlykingsley#a087e57a] The Trump admin has weakened the fed system for detecting & countering foreign election threats, leaving states largely on their own for the first time since 2016. Now Patel is cozying up to countries that def don’t share American interests, months before the 2026 midterms. That’ (https://www.threads.com/@karlykingsley/post/DKsXTAAxp72)
- [threads_karlykingsley#4325559a] Corporations spent $60 million trying to defeat Dr. Abdul El-Sayed, who overcame a 10-to-1 spending deficit and won anyway. The man ran on simple ideas: end aid to Israel, Medicare for All, and end big money in politics. The people want solutions to problems. That’s it.
- [threads_karlykingsley#7978773e] Mike Johnson told Politico that he's standing behind Max Miller despite the "serious" domestic abuse allegations against him. Pro tip: if Mike Johnson is for it, do the opposite.
- [threads_karlykingsley#b1e85f86] States with the lowest literacy rates shouldn’t be banning books, they should be reading them
- [threads_karlykingsley#2b9036dd] We were promised that a war with Iran would l

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=119, 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=78, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 11
- 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=threads_karlykingsley
- Request removal: https://koinonlink.com/claim?k=threads_karlykingsley
- Terms: https://koinonlink.com/for-ai