# research_with_avaaa (@research_with_avaaa) on tiktok

- id: koinon:creator:tiktok_research_with_avaaa
- url: https://koinonlink.com/kol/tiktok/research_with_avaaa
- schema_version: 1.4

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

## Reach
- followers: 4138
- following: 74
- posts_total: 680
- posts_observed: 1
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: study methods and note-taking, math exam preparation, productivity hacks for students, grad school and PhD life, research paper and dissertation tips
- bio: study hacks + school motivation 
building @Anara 
📚💻

## Audience (inferred)
- status: present
- description: undergraduate and graduate students, especially those seeking study strategies, note-taking techniques, and academic productivity tips
- roles: none
- seniority: learner
- pain_points: struggling with math exams and organizing notes for complex subjects, overwhelmed by workload in college or graduate school leading to poor time management, lacking effective learning and research methods, resulting in falling behind academically or in research progress, lacking practical guidance on thesis writing and developing critical thinking skills for master's or PhD work
- posts_analysed: 21
- confidence: 0.6

## 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: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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_research_with_avaaa#99401a53] use code AVA30 for unriddle 📚 how i study for my math exams #study  #studytok #studywithme #exams #studyprep #studymotivaton #studytools #studyhacks #studentlife #studentlifehack #examseason #goodgrades #howtogetgoodgrades #howitakenotes #notetakingtips (https://www.tiktok.com/@research_with_avaaa)
- [tiktok_research_with_avaaa#d3581eaf] original sound - bangers4you
- [tiktok_research_with_avaaa#8de18080] It is a becoming a big trend on TikTok now! Click here: study
- [tiktok_research_with_avaaa#840727e6] Check out research_with_avaaa’s video! #TikTok >
- [tiktok_research_with_avaaa#f732e66a] use this study method to pass your math class  @unriddle 👩🏻‍💻 #mathclass #howtostudy #howtotakenotes #mathtricks #mathtest #college #university #studytok #studymotivaton #studytools #studytechniques #studymethod #productivity #schoolmotivation #homeworkhelp #homeworktips #Stud
- [tiktok_research_with_avaaa#45c2e734] original sound - research_with_avaaa
- [tiktok_research_with_avaaa#bfd2c9cf] thank god that I found out about Unriddle, its carrying my grades 😭 #

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, 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=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=54, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

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