# Heardboutj (@heardboutj) on tiktok

- id: koinon:creator:tiktok_heardboutj
- url: https://koinonlink.com/kol/tiktok/heardboutj
- schema_version: 1.3

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

## Reach
- followers: 5933
- following: 726
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: Reading blueprints and scale measurements, Tape measure hacks for construction, Sheet metal trade apprenticeship tips, Blue-collar career progression, On-site construction problem solving, Trade-specific tool and workflow knowledge
- bio: Construction (Sheet metal leadman)👷⚒️
Food 🍔🌭🌮
Cars 🚗 
Gaming 🕹️
Travel 🌴 DMV📍 ROAD TO 10k‼️‼️

## Audience (inferred)
- status: present
- description: Apprentice and entry-level sheet metal workers in construction, primarily focused on hands-on trade skills and blue-collar career development
- roles: none
- seniority: practitioner
- pain_points: Struggling to interpret blueprints and tape measure scales accurately on site, Lacking access to official submittals or documentation during work, Feeling overwhelmed by the transition from apprentice to full trade worker, Need practical, real-time tips for daily on-site tasks that aren't covered in formal training
- posts_analysed: 40
- confidence: 0.75

## 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: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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_heardboutj#d698b677] How to subtract fractions the easy way using your tape measure! Simple but effective. #apprentice #bluecollar #construction #union #fpyツ (https://www.tiktok.com/@heardboutj)
- [tiktok_heardboutj#817c9a3c] original sound - makingslime._0
- [tiktok_heardboutj#1a063b64] It is a becoming a big trend on TikTok now! Click here: apprentice
- [tiktok_heardboutj#601f36cf] Check out Heardboutj’s video! #TikTok >
- [tiktok_heardboutj#6b7e645e] Search:
- [tiktok_heardboutj#bff0ab66] tape measure hack
- [tiktok_heardboutj#bb477b02] How to read scales on blueprints. The most common is 1/8 but IT IS ALL THE SAME DEPENDING ON YOUR SCALE SIZE. Instead of measuring every 1/4 you’ll measure every 1/8. AGAIN DEPENDING ON SCALE SIZE!!! ALWAYS CHECK YOUR BLUEPRINT FOR SPECIFIC SIZE #apprentice #union #bluecollar #co
- [tiktok_heardboutj#9a7786c6] how to read blue prints

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=30, 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=0.25, freshness_days=0, 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=30, 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=30, method=platform_profile

## Freshness
- profile_checked_days_ago: 30
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_heardboutj
- Request removal: https://koinonlink.com/claim?k=tiktok_heardboutj
- Terms: https://koinonlink.com/for-ai