# Walter Alvarez (@lacajadeherramientas) on tiktok

- id: koinon:creator:tiktok_lacajadeherramientas
- url: https://koinonlink.com/kol/tiktok/lacajadeherramientas
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: lacajadeherramientas
- platform_url: https://www.tiktok.com/@lacajadeherramientas
- country: Mexico
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1262718
- following: 2999
- posts_total: 2152
- posts_observed: 8
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: power tool reviews and comparisons, original vs counterfeit tool tests, brand recommendations (Dewalt, Milwaukee, Ryobi, Emtop), DIY and safety tips, new product launches and accessories
- bio: Hablamos de herramientas! De todas las herramientas!

## Audience (inferred)
- status: present
- description: DIY enthusiasts, handymen, construction workers and tradespeople in Mexico/LatAm who buy and use power tools
- roles: consumer
- seniority: practitioner
- pain_points: distinguishing genuine branded tools from cheap counterfeits, finding reliable tools that balance price and durability for daily professional use, learning correct/safe usage techniques for different materials and jobs, evaluating new or lesser-known tool brands before purchase
- posts_analysed: 78
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: profile_shape_only
- credibility_score: 66
- 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_lacajadeherramientas#f1713071] Atornillador de impacto dewalt DCF850 Vs versión pirata #lacajadeherramientas #dewalt #dewalttools #dewalttough (https://www.tiktok.com/@lacajadeherramientas)
- [tiktok_lacajadeherramientas#82e34770] original sound - lacajadeherramientas
- [tiktok_lacajadeherramientas#a46eb3ed] It is a becoming a big trend on TikTok now! Click here: lacajadeherramientas
- [tiktok_lacajadeherramientas#b9bbbf6d] Check out Walter Alvarez’s video! #TikTok >
- [tiktok_lacajadeherramientas#e35d8140] Dado multimedia BGS technic #lacajadeherramientas #herramientas #tools #DIY
- [tiktok_lacajadeherramientas#1bb4d6c3] Martillo Truper #tools #herramientas #lacajadeherramientas #truper #tool
- [tiktok_lacajadeherramientas#1e81e714] Nuevos esmeriles Dewalt atomic modelos DCG402 y DCG432X @664TOOLS | Herramientas TJ #lacajadeherramientas #dewalt #dewalttough
- [tiktok_lacajadeherramientas#929378db] Nivel láser Huepar @huepar_tools #lacajadeherramientas #huepar

## 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=33, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=33, 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=43, 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=43, 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=43, method=platform_profile

## Freshness
- profile_checked_days_ago: 43
- content_analysed_days_ago: 0
- audience_updated_days_ago: 33

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