# brooke | learn coding + ai (@codingfortherestofus) on tiktok

- id: koinon:creator:tiktok_codingfortherestofus
- url: https://koinonlink.com/kol/tiktok/codingfortherestofus
- schema_version: 1.4

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

## Reach
- followers: 34073
- following: 145
- 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Excel基础教程, AI自动化工作流, 数据分析师日常与技能, SQL joins与数据处理, 统计在实际场景的应用

## Audience (inferred)
- status: present
- description: Excel and data analysis beginners, as well as professionals looking to boost productivity with AI and automation tools
- roles: data
- seniority: learner
- pain_points: Weak Excel foundation, unsure where to start learning systematically, Too much repetitive manual work, want automation but lack tool knowledge, Lack of SQL and statistical skills hindering daily analysis or career growth, Want to quickly master practical data skills but have limited budget
- posts_analysed: 20
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.9
- 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: B — 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_codingfortherestofus#8848d8ee] If you freeze every time someone asks you to do mental math on the spot, you need to start training your brain: 1️⃣ Learn the tricks 🧠 2️⃣ Practice consistently ⚡️ Mental math is just a muscle - if you don't use it, you lose it. That's why I've been using Elevate to break up wit (https://www.tiktok.com/@codingfortherestofus)
- [tiktok_codingfortherestofus#440b9e3e] original sound - codingfortherestofus
- [tiktok_codingfortherestofus#bbc026fd] It is a becoming a big trend on TikTok now! Click here: braingames
- [tiktok_codingfortherestofus#9041fc2e] Check out brooke | learn coding + ai’s video! #TikTok >
- [tiktok_codingfortherestofus#587ac5ed] How to learn Excel fast for beginners (Part 2) 🤓 If you’re trying to learn Excel fast, stop skipping the basic fundamentals and start here! ⚠️ IMPORTANT: You need to practice in real Excel, not Google She

## 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=98, 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=98, 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=98, method=platform_profile

## Freshness
- profile_checked_days_ago: 98
- content_analysed_days_ago: 53
- audience_updated_days_ago: 53

## AI retrieval
- indexing_requests: 12
- 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_codingfortherestofus
- Request removal: https://koinonlink.com/claim?k=tiktok_codingfortherestofus
- Terms: https://koinonlink.com/for-ai