# saperis (@saperis) on youtube

- id: koinon:creator:youtube_saperis
- url: https://koinonlink.com/kol/youtube/saperis
- schema_version: 1.3

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

## Reach
- followers: 31700
- posts_observed: 132
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Google Apps Script 教程, JavaScript 基础（数组操作）, Google Calendar/Drive/Sheets 实用技巧, Developer Advocate 职业建议
- bio: Chanel is a Developer Advocate for Google Workspace at Google. Opinions stated here are Chanel's, and not Google's.

## Audience (inferred)
- status: present
- description: Developers, IT professionals, and power users interested in Google Workspace automation, especially those looking to learn Apps Script and foundational JavaScript
- roles: dev
- seniority: learner
- pain_points: Struggle with using JavaScript to manipulate arrays and grasp basic syntax, Don’t know how to automate Google Sheets/Calendar/Drive using Apps Script, Want to explore advanced Google Workspace features but lack practical, hands-on tutorials
- posts_analysed: 16
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- 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
- [youtube_saperis#e985f7f1] It can't be that difficult to make a video, right? #shorts  #technology #tech #saperis #blooper (https://www.youtube.com/@saperis)
- [youtube_saperis#48a9abdc] New videos coming soon! #shorts
- [youtube_saperis#1d77a3cc] Subscribe to the Google Workspace Developers YouTube channel #shorts
- [youtube_saperis#c777771a] Do it for the right reason #shorts
- [youtube_saperis#d391ad9c] Why research expert programs? #shorts
- [youtube_saperis#fd93f1c9] Connect with community - #shorts
- [youtube_saperis#6f8a0959] Share your knowledge #shorts
- [youtube_saperis#d8bbe4ed] Tips for becoming a Developer Advocate #shorts

## 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=34, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=34, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- 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=youtube_saperis
- Request removal: https://koinonlink.com/claim?k=youtube_saperis
- Terms: https://koinonlink.com/for-ai