# Dr Aammar Tufail (@draammar) on tiktok

- id: koinon:creator:tiktok_draammar
- url: https://koinonlink.com/kol/tiktok/draammar
- schema_version: 1.4

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

## Reach
- followers: 59406
- following: 76
- posts_observed: 2
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 数据分析与可视化免费课程, Erasmus Mundus奖学金申请, 科学写作与研究方法, Python/AI入门速成, 欧洲硕士/PhD/Postdoc资助机会

## Audience (inferred)
- status: present
- description: Students and early-career researchers from Pakistan and India, primarily aiming to learn data analysis, research writing, and secure full European scholarships for undergraduate, master's, or PhD programs
- roles: data
- seniority: learner
- pain_points: Can't find free and structured courses on data analysis or Power BI, Don't know how to apply for full European scholarships like Erasmus Mundus, Struggle with research paper writing, identifying research gaps, and finding relevant literature, Lack practical, job- or scholarship-ready skills they can immediately use
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 54
- authenticity_basis: profile_shape_only
- credibility_score: 54
- 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_draammar#a3525e44] Bachun ko Data Science and Data Analytics Zaroor Seekhayen Bachon ko Data Science aur Data Analytics zaroor seekhayen! Aaj ke daur mein, data skills bohot zyada important hain aur yeh future ke liye best preparation hai. Data Science aur Data Analytics na sirf logical thinking au (https://www.tiktok.com/@draammar)
- [tiktok_draammar#641dbc79] original sound - draammar
- [tiktok_draammar#73238bae] Check out Dr Aammar Tufail’s video! #TikTok >
- [tiktok_draammar#51f7d658] Learn a skill

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, 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=61, 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: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 13
- 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_draammar
- Request removal: https://koinonlink.com/claim?k=tiktok_draammar
- Terms: https://koinonlink.com/for-ai