# Courses for Crammers (@coursesforcrammers) on tiktok

- id: koinon:creator:tiktok_coursesforcrammers
- url: https://koinonlink.com/kol/tiktok/coursesforcrammers
- schema_version: 1.4

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

## Reach
- followers: 37451
- following: 46
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AP/College微观经济学考试技巧, 期中考试复习策略, 建立日常学习习惯, 避免无效学习方法, 临时抱佛脚通过考试
- bio: Helping College Business Core Students Save their Microeconomics Grade 📚

Get your Free Personalized Study Plan to Pass in One Night ⬇️

## Audience (inferred)
- status: present
- description: high school AP students and college business core course students, especially those cramming last-minute to pass microeconomics exams
- roles: none
- seniority: learner
- pain_points: failing or scoring poorly on microeconomics exams, not knowing how to effectively prepare for midterms, lacking strong study habits leading to last-minute cramming, professors' explanations being too academic and hard to understand
- posts_analysed: 18
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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_coursesforcrammers#f211b9d0] As an AP/College tutor, anything beyond that 10% in my candid opinion is a waste of time (https://www.tiktok.com/@coursesforcrammers)
- [tiktok_coursesforcrammers#f2502b07] original sound - coursesforcrammers
- [tiktok_coursesforcrammers#8ba06fcc] Check out Courses for Crammers’s video! #TikTok >
- [tiktok_coursesforcrammers#2026c87d] As an AP/College Microeconomics tutor, I know this might sound crazy. But I challenge you to lean in with me this semester. I promise you, it’s not as hard as your professor makes it seem. Let’s focus on what you need to know, cut out all the academic jargon, and minimize your st
- [tiktok_coursesforcrammers#6b7e645e] Search:
- [tiktok_coursesforcrammers#e6d7b3f2] academic jargon
- [tiktok_coursesforcrammers#aa0b97db] As an AP/College Microeconomics tutor… this is what you need to remember to not miss problems on your Midterm 1
- [tiktok_coursesforcrammers#5e2e35a5] microeconomics midterm

## 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=53, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=53, 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=53, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=56, 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=53, 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=56, 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=56, method=platform_profile

## Freshness
- profile_checked_days_ago: 56
- content_analysed_days_ago: 53
- audience_updated_days_ago: 53

## AI retrieval
- indexing_requests: 10
- 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_coursesforcrammers
- Request removal: https://koinonlink.com/claim?k=tiktok_coursesforcrammers
- Terms: https://koinonlink.com/for-ai