# Michael Career Advice (@findfulfillingwork) on tiktok

- id: koinon:creator:tiktok_findfulfillingwork
- url: https://koinonlink.com/kol/tiktok/findfulfillingwork
- schema_version: 1.2

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

## Reach
- followers: 155439
- following: 767
- posts_observed: 4
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Claude Projects and AI for job search, resume templates and interview follow-up emails, PMP certification and project management, job search volume and quality strategies, college degree value and online learning options

## Audience (inferred)
- status: present
- description: job seekers, career changers and early-career professionals actively looking for resume, interview, job search and AI tool advice
- roles: none
- seniority: learner
- pain_points: not standing out in applications or getting responses from LinkedIn/Indeed, overwhelmed by generic AI chat results for resumes and interview prep, uncertain whether certifications like PMP are worth the time and cost, struggling to organize job search materials and follow-up communications
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- 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: B — 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_findfulfillingwork#8d7a0143] This is Episode 2 in my series on going all in on A.I. If you want to get ahead with A.I., you MUST use Claude Cowork. Because Cowork can remember EVERYTHING you tell it. If you’re using Claude Chats (or ChatGPT Chats), it’s forgetting everything when you open a new chat.  With C (https://www.tiktok.com/@findfulfillingwork)
- [tiktok_findfulfillingwork#6b4cb7fb] original sound - findfulfillingwork
- [tiktok_findfulfillingwork#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_findfulfillingwork#89eafe7a] Check out Michael Career Advice’s video! #TikTok >
- [tiktok_findfulfillingwork#6b7e645e] Search:
- [tiktok_findfulfillingwork#373cc172] claude cowork and code efficient
- [tiktok_findfulfillingwork#b7bd857b] Fo

## 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=13, 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=13, 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=13, method=platform_profile

## Freshness
- profile_checked_days_ago: 13
- 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_findfulfillingwork
- Request removal: https://koinonlink.com/claim?k=tiktok_findfulfillingwork
- Terms: https://koinonlink.com/for-ai