# Tom (@tomtacobell) on threads

- id: koinon:creator:threads_tomtacobell
- url: https://koinonlink.com/kol/threads/tomtacobell
- schema_version: 1.4

## Identity
- platform: threads
- handle: tomtacobell
- platform_url: https://www.threads.net/@tomtacobell
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2858
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03254
- best_post_interactions: 93
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: IELTS test preparation materials, SAT exam study resources, Organized document collections for standardized tests, Free access to past test papers and writing samples
- bio: Nhà phân phối tài liệu IELTS SAT (all Docs are collected, hoan hỉ nhé mn) 
Done: 1520 SAT (740VERBAL) + 8.0 IELTS (7.5Spk)

## Audience (inferred)
- status: present
- description: Vietnamese students preparing for IELTS and SAT exams, mainly high school seniors and early college applicants aiming for top scores
- roles: none
- seniority: learner
- pain_points: Struggling to find reliable and up-to-date IELTS speaking and writing practice materials, Having difficulty accessing comprehensive and organized SAT study resources, Frustrated by outdated or low-quality test prep content circulating online, Wasting time searching for scattered and unverified study materials across multiple platforms
- posts_analysed: 4
- confidence: 0.4

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

## Quality signals
- authenticity_score: 43
- authenticity_basis: engagement_observed
- credibility_score: 43
- 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
- [threads_tomtacobell#d15306ae] - Shout out to @ieltsexams2022 vì nguồn vol vẫn chất lượng như ngày nàoTiếc là Lis read không thay đổi so với lần trước ( chắc do t chủ quan lm 32p:( vs ko trúng cái nào lắm=)) -Shout out to @thearnt_364 với lớp khá rẻ và nguồn tài liệu khá chất để học ạ hihi ( best pick for task (https://www.threads.com/@tomtacobell/post/DTf3C7hEgGZ)
- [threads_tomtacobell#d22aa82a] IELTS VOL 1 - 9 (Randomly Collected) https://drive.google.com/drive/folders/1SJ27Mwr5bkzGCfRJktlOIokHY03oCEeD?usp
- [threads_tomtacobell#5b863dfa] TỔNG HỢP YTB Huy Forum Giải Writing ( Task 1 x 2 ) (Link Dạng Sheet) https://docs.google.com/spreadsheets/d/1edpoGAGCpX-xrsjsdnc6nL9TK0xsRf9V846vps9e7-4/edit?gid=0#gid=0
- [threads_tomtacobell#07f5da0d] Bom tấn tài liệu ôn SAT cho ae nào SAT MARCH/MAY - Đủ cho ae làm xuyên cái tết cho đỡ chán nhé 🥳🥳😇 https://drive

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=0.5, freshness_days=79, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

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