# Kemal Temel (@kemaltemelartt) on tiktok

- id: koinon:creator:tiktok_kemaltemelartt
- url: https://koinonlink.com/kol/tiktok/kemaltemelartt
- schema_version: 1.4

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

## Reach
- followers: 13512
- following: 3
- posts_observed: 1
- verified: false
- size_tier: koc

## 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: lifestyle
- subcategory: travel
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: direksiyon dersi, ehliyet sınavı hazırlığı, trafik kuralları, sürücü adayı ipuçları

## Audience (inferred)
- status: present
- description: young driving test candidates and students taking driving lessons in Turkey
- roles: consumer
- seniority: consumer
- pain_points: struggling to pass the driving practical test on the exam, having difficulty properly adjusting mirrors and seats, experiencing exam stress and fear of failure, having trouble applying traffic rules in practice
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- 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_kemaltemelartt#f5976ced] Direksiyon dersimiz . . . #ehliyetsınavı #trafikkuralları #ehliyetkursu #direksiyoneğitimi #sürücükursu (https://www.tiktok.com/@kemaltemelartt)
- [tiktok_kemaltemelartt#15d32acf] original sound - kemaltemelartt
- [tiktok_kemaltemelartt#beb89d9f] It is a becoming a big trend on TikTok now! Click here: ehliyetsınavı
- [tiktok_kemaltemelartt#6ecd00a3] Check out Kemal Temel’s video! #TikTok >
- [tiktok_kemaltemelartt#32599034] Orta yolu bulmaya çalışıyoruz direksiyon dersi . . #ehliyet #direksiyoneğitimi #sürücüadayı #direksiyoneğitmeni #ehliyetsınavı
- [tiktok_kemaltemelartt#5e52abd7] Elegant and gentle, Boccellini's Menuet
- [tiktok_kemaltemelartt#f1d0fd36] Bu tarz içeriklerin devamı için takip etmeyi unutmayın 🙏 . . #keşfet #beniöneçıkart #fyp #direksiyoneğitimi #direksiyonsınavı #direksiyonhocası #direksiyondersi #ehliyet #sürücüadayı #izmir #trafik #trafikkuralları #ehliyetkursu #ehliyetsınavıhazırlık
- [tiktok_kemaltemelartt#87880c13] https://m.tiktok.com/magic/eco/runtime/release/60c316c395fb69030c86725a?appType=muse?magic_source=CM

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=74, 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=72, 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=74, 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=74, method=platform_profile

## Freshness
- profile_checked_days_ago: 74
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 8
- 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_kemaltemelartt
- Request removal: https://koinonlink.com/claim?k=tiktok_kemaltemelartt
- Terms: https://koinonlink.com/for-ai