# Dented Code (@dentedcode) on tiktok

- id: koinon:creator:tiktok_dentedcode
- url: https://koinonlink.com/kol/tiktok/dentedcode
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: dentedcode
- platform_url: https://www.tiktok.com/@dentedcode
- website: https://www.dentedcodeacademy.com/join-trial
- country: Australia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3856
- following: 2
- 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: 0.85
- category_source: derived_from_recent_content
- topics: Job-ready full stack developer training, Tech interview and resume strategies, Coding bootcamp outcomes and career coaching, Problem-solving mindset over pure coding, Roadmaps for international students entering Australian tech
- bio: Secure future-proof skills in Software Development, AI, and Automation. 
Start your Pro trial today for just $1! 👇

## Audience (inferred)
- status: present
- description: Aspiring software developers, mainly international IT students and career changers in Australia seeking entry-level tech jobs
- roles: none
- seniority: learner
- pain_points: Getting job interviews instead of sending hundreds of applications with no response, Passing phone screens and technical interviews without enough real-world prep, Building one strong project/portfolio instead of many small unrelated ones, Knowing which skills actually matter for small/mid-size companies vs LeetCode grinding
- 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: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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_dentedcode#b4167f1f] #fyp #fypシ #nepalimuser #fypシ゚viral🖤tiktok #nepsydmusers #sydneynepalimuser #sydneynep #sydnep #nepsydmuser #nepsydneymuser🇳🇵🇦🇺 #sydneynepal #nep (https://www.tiktok.com/@dentedcode)
- [tiktok_dentedcode#b2d269c4] original sound - dentedcode
- [tiktok_dentedcode#bb7f12b7] It is a becoming a big trend on TikTok now! Click here: fyp
- [tiktok_dentedcode#8f9204fe] Check out Dented Code’s video! #TikTok >
- [tiktok_dentedcode#a3b3c852] Empowering coders, building futures. Explore our bootcamp’s achievements: hackathons, workshops, industry placements, and project showcases. Join the Journey today! . . . . #techsuccess #codeempowerment #codingbootcamp #fullstackdevelopment #jobreadyprogram #programming #fypシ #ca
- [tiktok_dentedcode#c3030dd4] Motivational music(792528)
- [tiktok_dentedcode#5fad87e4] IF YOU DONT TAKE ACTION NOW, WHEN WILL YOU TAKE...?
- [tiktok_dentedcode#f33994c3] Yes guys we won the title for “Outstanding Education Service”🎖️.We cannot

## 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=69, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=69, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=69, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=69, 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=69, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=87, 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=69, 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=87, 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=87, method=platform_profile

## Freshness
- profile_checked_days_ago: 87
- content_analysed_days_ago: 69
- audience_updated_days_ago: 69

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