# Nonnie 💕🫧 (@gathoni_wanjira) on tiktok

- id: koinon:creator:tiktok_gathoni_wanjira
- url: https://koinonlink.com/kol/tiktok/gathoni_wanjira
- schema_version: 1.2

## Identity
- platform: tiktok
- handle: gathoni_wanjira
- platform_url: https://www.tiktok.com/@gathoni_wanjira
- website: https://www.instagram.com/gathoni_wanjira?igsh=NTc4MTIwNjQ2YQ%3D%3D&utm_source=qr
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7142
- following: 214
- 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: software
- subcategory: devtools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: self-taught coding and tech career resources, career transitions into tech (healthcare/finance to tech), non-coding tech roles and job search strategies, Silicon Valley job opportunities and lifestyle, free career guidance platforms
- bio: 📍 Silicon Valley
• All things TECH | FINANCE 🪄 
💌 janetgathoniw@gmail.com

## Audience (inferred)
- status: present
- description: Aspiring tech professionals and career changers, especially beginners or those from non-CS backgrounds like healthcare/finance, seeking Silicon Valley opportunities and job advice
- roles: none
- seniority: learner
- pain_points: Breaking into tech without a computer science degree or formal background, Finding affordable or free career guidance and resources instead of expensive programs, Understanding company culture, salaries, and application processes before applying, Navigating career transitions from other fields like nursing or finance into tech roles
- posts_analysed: 40
- confidence: 0.75

## 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: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_gathoni_wanjira#e1805d33] Stop applying to companies you haven’t researched 🚫💻 Before I hit “Apply,” these are 5 websites I check to understand the company, the culture, the money, and what I’m actually walking into. Work smarter before you apply.  Save this for your next job search 🔖 #TechCareers #Job (https://www.tiktok.com/@gathoni_wanjira)
- [tiktok_gathoni_wanjira#cad49d68] original sound - gathoni_wanjira
- [tiktok_gathoni_wanjira#93d91ade] It is a becoming a big trend on TikTok now! Click here: techcareers
- [tiktok_gathoni_wanjira#03b66b96] Check out Nonnie 💕🫧’s video! #TikTok >
- [tiktok_gathoni_wanjira#6b7e645e] Search:
- [tiktok_gathoni_wanjira#aae6cfcf] what job to start as a lady
- [tiktok_gathoni_wanjira#af697ed7] Healthcare roles that can easily transition to tech.  #healthcaretotech #healthtech #Tech #digitalhealth #telehealth
- [tiktok_gathoni_wanjira#e22d91fd] nurse informatics

## 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=1, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=1, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=1, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=1, 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=1, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 1
- audience_updated_days_ago: 1

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