# Maryna | frontdev (@frontdev03) on tiktok

- id: koinon:creator:tiktok_frontdev03
- url: https://koinonlink.com/kol/tiktok/frontdev03
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: frontdev03
- platform_url: https://www.tiktok.com/@frontdev03
- website: https://hoo.be/frontdev
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3409
- following: 94
- posts_observed: 2
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Freelance platforms and monetization for developers, Programming memes and daily developer life, Learning paths and skills for full-stack/web development, Remote work challenges and office return jokes, Tips for building portfolios and raising rates
- bio: Freelance developer 🛜👩‍💻
UGC Content creator UK

## Audience (inferred)
- status: present
- description: Aspiring junior web developers and entry-level freelancers seeking coding tips, freelance platforms and career advice
- roles: dev
- seniority: learner
- pain_points: Repeated job rejections and difficulty landing first freelance clients, Uncertainty about which skills and platforms are needed to become job-ready, Struggling with the learning curve of full-stack development, Adapting to remote work realities and client change requests
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_frontdev03#d35c8db5] PRO TIPS: • Specialize in one niche • Build up reviews before raising rates • Respond quickly to clients • Update portfolio regularly  #webdeveloper #softwaredeveloper #programmer #itgirl #codingtok #softwareengineer #freelancedeveloper #freelancers #freelancetips #freelancejobs (https://www.tiktok.com/@frontdev03)
- [tiktok_frontdev03#62f41e27] AUTOMOTIVO MAGICO WORLD - SLOWED
- [tiktok_frontdev03#0f2071f8] It is a becoming a big trend on TikTok now! Click here: webdeveloper
- [tiktok_frontdev03#9cfecd2e] Check out Maryna | frontdev’s video! #TikTok >
- [tiktok_frontdev03#26136b01] Top freelance platforms for developers
- [tiktok_frontdev03#a14bf57f] If you are tired of rejections and can’t find the job here 3 ways to make money online as a developer freelancer in 2025 #softwaredeveloper #softwareengineer #programmer #webdeveloper #programming #freelancer #freelancertips #makemoneyfromhome
- [tiktok_frontdev03#7ed82a33] original sound - frontdev03
- [tiktok_frontdev03#b738e723] When developers are forced back into the offic

## 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=66, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=66, 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=66, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=79, 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=66, 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=79, 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=79, method=platform_profile

## Freshness
- profile_checked_days_ago: 79
- content_analysed_days_ago: 66
- audience_updated_days_ago: 66

## AI retrieval
- indexing_requests: 9
- 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_frontdev03
- Request removal: https://koinonlink.com/claim?k=tiktok_frontdev03
- Terms: https://koinonlink.com/for-ai