# Phoebe Blair (@phoebeblair37) on tiktok

- id: koinon:creator:tiktok_phoebeblair37
- url: https://koinonlink.com/kol/tiktok/phoebeblair37
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: phoebeblair37
- platform_url: https://www.tiktok.com/@phoebeblair37
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 30670
- following: 2
- posts_observed: 1
- verified: false
- size_tier: koc

## 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: finance
- subcategory: personal_fin
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: job interview tips and hacks, US job search and application struggles, AI-assisted interview preparation, common interview questions and answers, OfferGoose app promotion

## Audience (inferred)
- status: present
- description: US-based job seekers, mainly entry-level to mid-career candidates actively applying and struggling with interviews
- roles: none
- seniority: learner
- pain_points: failing interviews because they cannot clearly explain their experience, facing increasingly difficult job market and competition, not knowing how to handle pressure or unexpected interview questions, trying to keep up with AI tools and modern interview formats
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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_phoebeblair37#8a559f31] In 2026,I don’t even know what they’re doing 🤯🥵#jobinterview #jobseeker #usajobsearch #hiringnow #offergoose (https://www.tiktok.com/@phoebeblair37)
- [tiktok_phoebeblair37#4bed0d33] original sound - phoebeblair37
- [tiktok_phoebeblair37#882fc6ef] It is a becoming a big trend on TikTok now! Click here: jobinterview
- [tiktok_phoebeblair37#2d6d74b3] Check out Phoebe Blair’s video! #TikTok >
- [tiktok_phoebeblair37#035d5ea2] When the job market gets harder,your toolkit has to get stronger 🦾#jobinterview #interviewtips #jobseeker #usajobsearch #jobopportunities
- [tiktok_phoebeblair37#a370f77d] She’s ten steps ahead and somehow already at the finish line.🏁 #jobinterview #jobapplication #jobsearch #jobseeker #jobopportunities
- [tiktok_phoebeblair37#6b7e645e] Search:
- [tiktok_phoebeblair37#0741f93a] job opportunities

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=97, 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=61, 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=97, 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=97, method=platform_profile

## Freshness
- profile_checked_days_ago: 97
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## 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=tiktok_phoebeblair37
- Request removal: https://koinonlink.com/claim?k=tiktok_phoebeblair37
- Terms: https://koinonlink.com/for-ai