# Falando de Loja - Ermelino Espíndola (@FalandodeLoja) on youtube

- id: koinon:creator:youtube_falandodeloja
- url: https://koinonlink.com/kol/youtube/FalandodeLoja
- schema_version: 1.4

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

## Reach
- followers: 192000
- posts_observed: 12
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Retail sales techniques and objection handling, Inventory planning and purchase management, Customer experience and loyalty in physical/online stores, Store team leadership and daily management, Pricing, payment plans, and avoiding lost sales
- bio: Especialista em gestão de lojas, Empresário, Consultor e Palestrante, há mais de 30 anos atuando diretamente no segmento do ...

## Audience (inferred)
- status: present
- description: Brazilian retail store owners (lojistas), managers, and frontline sales teams running physical and online stores
- roles: ecom_ops
- seniority: practitioner
- pain_points: Buying the wrong inventory and ending up with dead stock that kills profit, Sales team failing to handle objections, do alternative selling, or close properly, Low productivity and inability to sell more to the same customers, Managers not tracking sales by department or motivating the team effectively
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- 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
- [youtube_falandodeloja#f6108908] Many retailers ask me this. The fact is: the world has changed and not everything works like it u... (https://www.youtube.com/@FalandodeLoja)
- [youtube_falandodeloja#6166fbec] Does your team master the products the store sells?
- [youtube_falandodeloja#aa9009fc] Start Your Digital Journey the Right Way
- [youtube_falandodeloja#944d242d] Social media attracts customers, but your online store is what converts and organizes
- [youtube_falandodeloja#7c9cbb91] The "investment" that turns a retailer's profit into dead stock.
- [youtube_falandodeloja#05443e22] Make your customer want to buy
- [youtube_falandodeloja#474c5729] Customer Experience in Physical and Online Stores
- [youtube_falandodeloja#5886c7a4] When it comes to sales techniques, this reflection is essential.

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=97, 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=78, 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=97, 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=97, method=platform_profile

## Freshness
- profile_checked_days_ago: 97
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 10
- 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_falandodeloja
- Request removal: https://koinonlink.com/claim?k=youtube_falandodeloja
- Terms: https://koinonlink.com/for-ai