# Neat Roots (@NeatRoots) on youtube

- id: koinon:creator:youtube_neatroots
- url: https://koinonlink.com/kol/youtube/NeatRoots
- schema_version: 1.4

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

## Reach
- followers: 330000
- posts_observed: 1
- 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: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Android app development tutorials and tips, Learning roadmaps and mentorship programs, Android Studio shortcuts and best practices, AI tools for no-code or fast development, Tech career stories and motivation
- bio: App development ka time aa gaya hai.e developers, with 12M+ app downloads. Yahan focus sirf app development par hai, ...

## Audience (inferred)
- status: present
- description: Aspiring Android developers and coding students, mostly beginners in India seeking to build their first apps and enter tech jobs
- roles: dev
- seniority: learner
- pain_points: Difficulty starting and completing their first mobile app, Job rejections and lack of interview/DSA preparation, Slow progress learning Android development without structured guidance, Technical issues like app size bloat, payment integrations, and studio setup
- posts_analysed: 33
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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
- [youtube_neatroots#89f123a5] This Simple App Got 1 Million Downloads 🤯 (https://www.youtube.com/@NeatRoots)
- [youtube_neatroots#0d644f2a] This Developer Deleted His Million-Dollar App
- [youtube_neatroots#5ab7ebfa] Why Most Beginners Never Build Their First App
- [youtube_neatroots#7ec7b8a1] Why This IIT Graduate Regretted His Degree
- [youtube_neatroots#ed44a89e] Flutter Series is Coming Soon
- [youtube_neatroots#ab0907a3] AI itna powerful tha ki government ne band karwa diya 💀 #claudeai #fable5 #aitech
- [youtube_neatroots#8be2b119] How to Learn Android Development Fast in 2026
- [youtube_neatroots#98d7d6b7] From Job Rejection to $19 Billion Deal 😱 (WhatsApp Story)

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, 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=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=68, 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=68, 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=68, 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=68, method=platform_profile

## Freshness
- profile_checked_days_ago: 68
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

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