# Life Through Benji (@lifethroughbenji) on tiktok

- id: koinon:creator:tiktok_lifethroughbenji
- url: https://koinonlink.com/kol/tiktok/lifethroughbenji
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: lifethroughbenji
- platform_url: https://www.tiktok.com/@lifethroughbenji
- website: https://beacons.ai/lifethroughbenji
- country: Sweden
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4029
- following: 39
- posts_observed: 10
- 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: app
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: day in the life as app developer, CS/database exam study with me, app development progress and bugs, tech lifestyle and routines, student developer vlogs
- bio: App developer documenting life & tech

@CODESQUARE 
Business inquiries 👇
[contact removed]

## Audience (inferred)
- status: present
- description: CS students and junior/aspiring app developers watching study routines and day-in-the-life vlogs
- roles: none
- seniority: learner
- pain_points: preparing for database exams and writing SQL by hand, balancing studies, coding projects and personal life as a student, debugging apps, beta testing and getting apps on the App Store, starting a first dev job while maintaining consistent content
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.3
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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_lifethroughbenji#c0f1d998] Writing SQL queries to prepare for my database exam #student #developer #database #sql #studywithme @Dygma (https://www.tiktok.com/@lifethroughbenji)
- [tiktok_lifethroughbenji#bf67b129] School Rooftop (Intro) [Slowed Down Version]
- [tiktok_lifethroughbenji#b2d89826] It is a becoming a big trend on TikTok now! Click here: student
- [tiktok_lifethroughbenji#31553dc7] Check out Life Through Benji’s video! #TikTok >
- [tiktok_lifethroughbenji#79971a00] Writing SQL queries by hand with pen and paper to prepare for my database exam #database #sql #developer #studywithme #student
- [tiktok_lifethroughbenji#714d6887] original sound - luxvry2
- [tiktok_lifethroughbenji#a3a8a315] Database modeling a music streaming platform #database #student #developer #coding #studywithme
- [tiktok_lifethroughbenji#2c659b6c] original sound - peatray_

## 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=58, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=58, 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=58, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=59, 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=58, 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=59, 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=59, method=platform_profile

## Freshness
- profile_checked_days_ago: 59
- content_analysed_days_ago: 58
- audience_updated_days_ago: 58

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