# Ground Gurus (@groundgurus) on tiktok

- id: koinon:creator:tiktok_groundgurus
- url: https://koinonlink.com/kol/tiktok/groundgurus
- schema_version: 1.4

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

## Reach
- followers: 3252
- following: 116
- posts_observed: 2
- verified: false
- size_tier: nano

## 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: 0.85
- category_source: derived_from_recent_content
- topics: Java & Spring Framework training, Angular and web development courses, AI tools and plugins, Developer tools and websites, Career resources for fresh grads
- bio: Join our virtual classes in programming

## Audience (inferred)
- status: present
- description: Aspiring programmers, IT students and fresh graduates looking for virtual training in Java, Spring, Angular and AI
- roles: dev
- seniority: learner
- pain_points: Finding affordable structured programming courses, Learning practical Java/Spring/Angular skills for jobs, Discovering useful dev tools and AI resources, Creating resumes and entering tech as new graduates
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_groundgurus#7f7338d9] the kind of motivation we need in the tech field on a rainy Monday 💪 #fyp #foryou #sharing #programminglife #groundgurus (https://www.tiktok.com/@groundgurus)
- [tiktok_groundgurus#7cbf0179] original sound - rino.abadi32
- [tiktok_groundgurus#08ab71dc] Strong Woman
- [tiktok_groundgurus#bb7f12b7] It is a becoming a big trend on TikTok now! Click here: fyp
- [tiktok_groundgurus#b961a681] Check out Ground Gurus’s video! #TikTok >
- [tiktok_groundgurus#3f278ba3] AI dev tools that might be helpful in your everyday production life, written by flatlogic platform 💗 #ai #devtools #fyp #groundgurus #developer
- [tiktok_groundgurus#a8d5b6d9] Hello August
- [tiktok_groundgurus#255c6f4b] our JAVA & Angular training this month, message us to join or on our FB page: Ground Gurus #fyp #foryou #ittraining #angular #javaprogramming

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=80, 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=56, 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=80, 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=80, method=platform_profile

## Freshness
- profile_checked_days_ago: 80
- content_analysed_days_ago: 56
- audience_updated_days_ago: 56

## AI retrieval
- indexing_requests: 9
- 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_groundgurus
- Request removal: https://koinonlink.com/claim?k=tiktok_groundgurus
- Terms: https://koinonlink.com/for-ai