# Marleen Swift (@marleen_swift) on x

- id: koinon:creator:x_marleen_swift
- url: https://koinonlink.com/kol/x/marleen_swift
- schema_version: 1.4

## Identity
- platform: x
- handle: marleen_swift
- platform_url: https://twitter.com/marleen_swift
- website: https://www.behance.net/marleen_swift
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1480
- following: 604
- posts_total: 22173
- posts_observed: 4
- posts_per_day: 4.481
- account_age_days: 4948
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00135
- best_post_interactions: 2
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: app
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: client management in creative work, daily creative tools for motion and video design, productivity and focus for designers, building a personal brand as a creative freelancer
- bio: Motion Design & Video Editing | UI/UX Design

Helping SaaS & Creators turn ideas into visuals that convert.

Worked with Startups, Agencies & Content Creators.

## Audience (inferred)
- status: present
- description: Motion designers, video editors, and UI/UX designers working with SaaS startups and creators, primarily freelancers and small agency pros
- roles: design
- seniority: practitioner
- pain_points: Struggling to get clients to make decisions and move projects forward, Having to constantly justify their time and effort to clients who over-communicate but don’t act, Finding it hard to stand out in a crowded market of creatives
- posts_analysed: 5
- confidence: 0.4

## 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: 59
- authenticity_basis: engagement_observed
- credibility_score: 59
- 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
- [x_marleen_swift#b92802e1] Less talking. More creating. ☕ https://t.co/z6Pb8vg9iQ (https://twitter.com/marleen_swift/status/2072671750274646337)
- [x_marleen_swift#a440baa5] New week. New goals. Same 24 hours. What's the one thing you're determined to get done before Friday? Drop it below. Let's hold each other accountable. #MondayMotivation #BuildInPublic #StartupLife #Creators #Productivity
- [x_marleen_swift#66b4ccc8] The difference between a real client and a time-waster is simple. A real client wants to move the project forward. A time-waster just wants to keep chatting. If you've got a real project, let's build something great.
- [x_marleen_swift#ff0cc635] Let's settle this. What's one tool you use almost every day... that you think more people should know about? Could be AI, design, productivity, or anything else. Always looking for hidden gems. #AI #SaaS #BuildInPublic #Productivity #Creators #StartupLife
- [x_marleen_swift#b0bfaf85] Had to take the work a little higher. Motion. Editing. Design. That’s the flag I’m flying. #MotionDesign #VideoEditing #DesignTwitter https:

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=0.5, freshness_days=80, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 7
- 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=x_marleen_swift
- Request removal: https://koinonlink.com/claim?k=x_marleen_swift
- Terms: https://koinonlink.com/for-ai