# Maria LaMagna Morales (@mclamagna) on tiktok

- id: koinon:creator:tiktok_mclamagna
- url: https://koinonlink.com/kol/tiktok/mclamagna
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: mclamagna
- platform_url: https://www.tiktok.com/@mclamagna
- website: https://ilands.onelink.me/U12x/mxmflysf
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 19612
- following: 1009
- posts_observed: 1
- 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: martech
- category_confidence: 0.88
- category_source: derived_from_recent_content
- topics: Social media copywriting and content strategy, Tech industry news, drama, and VC culture, Corporate communication and career advice, AI tools and social media trends, Work-life tips for professionals
- bio: Social media + tech | Press Publish Studio
NY-er in SoCal🍊
[contact removed]

## Audience (inferred)
- status: present
- description: Social media content creators, tech professionals, and corporate workers interested in communication and industry trends
- roles: content
- seniority: practitioner
- pain_points: Struggling to get executives and powerful people to listen and take them seriously, Writing social media copy that actually engages instead of falling flat, Navigating tech industry drama, trends, and fast-changing tools, Managing corporate work stress like Sunday scaries and maintaining consistent output
- posts_analysed: 40
- confidence: 0.75

## 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: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- 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_mclamagna#ae9d2ab4] Writing good social media copy is like making a smoothie 🥤 | Are you filling it with protein and vitamins, or just a lot of ice??? I might make a list of high-value words. Let me know if that is helpful. As always, you can also use ChatGPT as your editor. ✍️  #contentcreators #s (https://www.tiktok.com/@mclamagna)
- [tiktok_mclamagna#dfbda4c1] original sound - mclamagna
- [tiktok_mclamagna#f9483791] It is a becoming a big trend on TikTok now! Click here: contentcreators
- [tiktok_mclamagna#7800c5b8] Check out Maria LaMagna Morales’s video! #TikTok >
- [tiktok_mclamagna#7a5e5bdf] How to make people in powerful positions ACTUALLY listen to you and consider you an expert. Of all the corporate world advice I’ve shared so far, this might be the most important. The way you convey information is just as important, if not MORE, than what that information is. Tru

## 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=71, 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=71, 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=71, method=platform_profile

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

## AI retrieval
- indexing_requests: 13
- 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_mclamagna
- Request removal: https://koinonlink.com/claim?k=tiktok_mclamagna
- Terms: https://koinonlink.com/for-ai