# あごせん〜テストと受験を詳しく強くする人 (@mr_ago) on tiktok

- id: koinon:creator:tiktok_mr_ago
- url: https://koinonlink.com/kol/tiktok/mr_ago
- schema_version: 1.4

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

## Reach
- followers: 101583
- following: 19
- posts_total: 1276
- posts_observed: 2
- verified: false
- size_tier: kol

## 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: 公立高校入試対策, 勉強法・効率化, 歴史の豆知識・if考察, アニメ作品から学ぶ教養, 漢字・国語問題分析

## Audience (inferred)
- status: present
- description: Japanese middle and high school students, especially those preparing for public high school entrance exams
- roles: none
- seniority: learner
- pain_points: Struggling with difficult and low-accuracy-rate questions on public high school entrance exams, Misunderstanding effective study methods, leading to inefficient learning, Lacking knowledge in history and social studies not covered in school, Not knowing how to score high on essays and kanji sections while avoiding AI detection
- 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: 65
- authenticity_basis: profile_shape_only
- credibility_score: 65
- 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_mr_ago#a719d2fc] となりのトトロから学べる勉強系まとめを超高速で解説 これを見てから見るとよりいっそう面白くなるかも？ #社会 #となりのトトロ #好き紹介キャンペーン #夏の好奇心キャンペーン #tiktoksrp (https://www.tiktok.com/@mr_ago)
- [tiktok_mr_ago#86e8bf8c] さんぽ～「となりのトトロ」より～
- [tiktok_mr_ago#e8ff2bab] It is a becoming a big trend on TikTok now! Click here: 社会
- [tiktok_mr_ago#813b739e] Check out あごせん〜テストと受験を詳しく強くする人’s video! #TikTok >
- [tiktok_mr_ago#269c8241] 大学受験・Fランを勘違いしている人を超高速で解説 わからず使っている人も多いけど、Fランという言葉自体が変わってきたのかなあ #中学生 #高校生 #大学受験 #夏の好奇心キャンペーン #tiktoksrp
- [tiktok_mr_ago#c48c3bf7] Marketing Work
- [tiktok_mr_ago#42f77cfb] 夏休みの宿題の作文、AIとバレるポイントを超高速で解説 税の作文や人権作文、読書感想文など ちょっと手直しするだけで全然変わるから参考にして！ #中学生 #夏休みの宿題 #作文 #夏の好奇心キャンペーン #tiktoksrp
- [tiktok_mr_ago#7d9a7e37] Let's Go!

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=62, 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=62, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=62, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 62
- audience_updated_days_ago: 62

## AI retrieval
- indexing_requests: 6
- 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_mr_ago
- Request removal: https://koinonlink.com/claim?k=tiktok_mr_ago
- Terms: https://koinonlink.com/for-ai