# Roua Walha (@roua_walhaa) on tiktok

- id: koinon:creator:tiktok_roua_walhaa
- url: https://koinonlink.com/kol/tiktok/roua_walhaa
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: roua_walhaa
- platform_url: https://www.tiktok.com/@roua_walhaa
- website: https://www.magiclight.ai/signup?code=MLHTMrw1
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 187021
- following: 485
- posts_observed: 4
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI tools for student revision and PFE, AI image/video generation and ads, Making money with AI and freelance, Exam prep, presentations and plagiarism bypass, Language learning and scholarships
- bio: Tunisian Content Creator 🇹🇳 
Pro📩 : [contact removed]

## Audience (inferred)
- status: present
- description: Tunisian students (bac, university) and young people using AI for studies, PFE projects and side income
- roles: general_ai
- seniority: learner
- pain_points: PFE/mémoire writing and plagiarism risks, Time pressure during exam revision and presentations, Finding affordable or free AI tools for academic work, Turning AI skills into freelance or remote income
- posts_analysed: 89
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- 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
- [tiktok_roua_walhaa#543ffeda] What could happen if I give an AI agent full access to my social media? 👀🤖🔐 #aisa #ai #aiagent #explore #fyp (https://www.tiktok.com/@roua_walhaa)
- [tiktok_roua_walhaa#0ff22fcf] original sound - roua_walhaa
- [tiktok_roua_walhaa#149fd3e3] It is a becoming a big trend on TikTok now! Click here: aisa
- [tiktok_roua_walhaa#39724090] Check out Roua Walha’s video! #TikTok >
- [tiktok_roua_walhaa#c4e49041] 🎓 Free courses to boost your CV 🚀📄 Link: https://www.my-mooc.com/fr/ #cv #freecourse #certificat #explore #fyp
- [tiktok_roua_walhaa#2cab9b59] original sound - phonkne09897_0
- [tiktok_roua_walhaa#c5ff020f] SLAY!
- [tiktok_roua_walhaa#d1b8f6f1] This hack is about to replace photographers 😱 Prompt: Donne moi le JSON complet de cette image. #ai #chatgptprompts #chatgpt #explore #fyp

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=34, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=34, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=34, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=17, 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=0, 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=17, 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=17, method=platform_profile

## Freshness
- profile_checked_days_ago: 17
- content_analysed_days_ago: 0
- audience_updated_days_ago: 34

## AI retrieval
- indexing_requests: 1
- 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_roua_walhaa
- Request removal: https://koinonlink.com/claim?k=tiktok_roua_walhaa
- Terms: https://koinonlink.com/for-ai