# Beverly Dines (@beverlydines) on tiktok

- id: koinon:creator:tiktok_beverlydines
- url: https://koinonlink.com/kol/tiktok/beverlydines
- schema_version: 1.4

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

## Reach
- followers: 232437
- following: 149
- posts_observed: 2
- verified: false
- size_tier: kol

## 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: software
- subcategory: ai_tools
- category_confidence: 0.8
- category_source: derived_from_discovery_path
- topics: Job search hacks and ATS bypass strategies, Interview tips and standing out as a candidate, Resume optimization and claiming achievements, Handling toxic workplaces and career pivots, Networking, mindset, and manifestations for career success
- bio: Your Chief Empowerment Officer 😎
📍Chicago
✉️ [contact removed]

👇Click For Resources!👇

## Audience (inferred)
- status: present
- description: Corporate professionals and job seekers struggling with applications, interviews, ATS rejections, and toxic workplaces; includes mid-level employees, recent grads, and those pivoting careers
- roles: none, general_ai
- seniority: practitioner
- pain_points: Resumes getting auto-rejected by ATS despite being qualified, Getting interviews but no offers due to poor interview performance or rambling, Dealing with toxic jobs that harm mental health and confidence, Awkward networking, resume gaps, and feeling overqualified or ghosted in the hiring market
- posts_analysed: 92
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- 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.

## 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=82, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=82, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=82, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=82, 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=82, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=72, 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=82, 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=72, 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=72, method=platform_profile

## Freshness
- profile_checked_days_ago: 72
- content_analysed_days_ago: 82
- audience_updated_days_ago: 82

## AI retrieval
- indexing_requests: 6
- 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_beverlydines
- Request removal: https://koinonlink.com/claim?k=tiktok_beverlydines
- Terms: https://koinonlink.com/for-ai