# Developer (@developer7891) on tiktok

- id: koinon:creator:tiktok_developer7891
- url: https://koinonlink.com/kol/tiktok/developer7891
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: developer7891
- platform_url: https://www.tiktok.com/@developer7891
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2684
- posts_total: 17
- posts_observed: 3
- 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: HTML/CSS beginner projects, responsive web design, website component building, simple animations and interactions, learning journey as a new developer
- bio: let's try one last time

## Audience (inferred)
- status: present
- description: beginner web developers and HTML/CSS learners, mostly students or self-taught beginners building their first projects
- roles: dev
- seniority: learner
- pain_points: websites looking unprofessional or visually uncomfortable, difficulty with responsive layouts using flexbox and grid, styling basic elements like buttons, navbars, and inputs correctly, building common website sections (footer, contact page, gallery) from scratch
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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_developer7891#30785431] The Anotomy of Strong homepage  header navigation control to action button hero section heading and images and sections #homepage #sections #developer #cta #hero (https://www.tiktok.com/@developer7891)
- [tiktok_developer7891#a9c0fbcc] Come Check This (Quickie Edit)
- [tiktok_developer7891#433fa83f] It is a becoming a big trend on TikTok now! Click here: homepage
- [tiktok_developer7891#15f306bc] Check out Developer’s video! #TikTok >
- [tiktok_developer7891#c49f99c0] The Anotomy of Strong Homepage
- [tiktok_developer7891#f595ca0b] original sound - ashjk01234
- [tiktok_developer7891#95b44563] Spark Without Limit
- [tiktok_developer7891#ca4730cf] Want to make your website feel alive? This quick web animation tutorial shows you how to add smooth interactive effects using CSS and HTML only. Perfect for frontend developers, UI designers, and anyone building modern websites. In this YouTube Short, you'll see: - A live example

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=70, 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=70, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=70, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

## 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_developer7891
- Request removal: https://koinonlink.com/claim?k=tiktok_developer7891
- Terms: https://koinonlink.com/for-ai