# QDegrees (@QDegrees) on youtube

- id: koinon:creator:youtube_qdegrees
- url: https://koinonlink.com/kol/youtube/QDegrees
- schema_version: 1.4

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

## Reach
- followers: 2380
- posts_observed: 23
- 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: martech
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: CX strategy and customer feedback, Mystery shopping and audits, Corporate office humor and GenZ workplace life, Customer loyalty and satisfaction stories, Business growth through experience design
- bio: ... experts, QDegrees Services is well on its way to becoming the global leader in customer experience strategy and deployment.

## Audience (inferred)
- status: present
- description: CX practitioners and mid-level managers in retail, hospitality or service businesses seeking customer feedback tools and light corporate content
- roles: cx
- seniority: practitioner
- pain_points: Audits and surveys failing to reveal real customer feelings, Difficulty understanding why customers leave or stay silent, Struggling to turn customer data into actionable strategy, Maintaining consistent service quality across locations or teams
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 36
- authenticity_basis: profile_shape_only
- credibility_score: 36
- 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
- [youtube_qdegrees#8ed24751] Smart Devices Playing Antakshari...😳 (https://www.youtube.com/@QDegrees)
- [youtube_qdegrees#9cad14af] Robot Service Center...
- [youtube_qdegrees#acbdfbe7] To the People behind the Growth #CX #Happy13th #corporatelife #culture #NewBeginnings #anniversary
- [youtube_qdegrees#1c35bf57] Tag your office bestie. Happy Friendship Day!
- [youtube_qdegrees#84c354fe] As we celebrate 13 years of QDegrees, a message from our leader #13years #leaders #celebration
- [youtube_qdegrees#5487c1aa] 13 years, countless milestones, one shared journey of growth #cx #anniversary #innovation #trust
- [youtube_qdegrees#6f937ecc] Our favourite part of the office... 😂 #comedy #corporate #officelife #job #corporatemajdoor
- [youtube_qdegrees#b480f7a4] Us every time the manager asks us to join an escalation meeting... #manager #office #corporate

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, 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=71, 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=90, 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=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## AI retrieval
- indexing_requests: 6
- 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_qdegrees
- Request removal: https://koinonlink.com/claim?k=youtube_qdegrees
- Terms: https://koinonlink.com/for-ai