# DMA (@dma_association) on x

- id: koinon:creator:x_dma_association
- url: https://koinonlink.com/kol/x/dma_association
- schema_version: 1.4

## Identity
- platform: x
- handle: dma_association
- platform_url: https://twitter.com/dma_association
- website: https://www.digitalmarketplaces.com/
- country: Netherlands
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1004
- following: 1566
- posts_total: 2196
- posts_observed: 1
- posts_per_day: 0.341
- account_age_days: 6440
- 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: 0.85
- category_source: derived_from_recent_content
- topics: Best practices in classifieds and online marketplaces, AI applications in marketplace consumer discovery, Marketing and sales workshops for marketplace leaders, Networking and knowledge sharing among industry professional
- bio: Discuss the challenges, build relationships and learn best practices from professionals in the field of classifieds and digital marketplaces.

## Audience (inferred)
- status: present
- description: Professionals and leaders working in classifieds and digital marketplaces, including marketplace operators and executives focused on growth and strategy
- roles: ecom_ops
- seniority: decision_maker
- pain_points: Navigating rapid market shifts in digital marketplaces, Integrating AI into consumer discovery and sales processes, Achieving sustainable top-line growth amid competition, Finding proven real-world strategies from peers
- posts_analysed: 3
- 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: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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
- [x_dma_association#9d0f32f5] It is great to have back Melanie Unsleber, Partner at Simon-Kucher, a global consultancy with a focus on top-line growth. Her focus is on online marketplaces/ classifieds platforms, where she has delivered more than 30 projects across Europe and America. https://t.co/l3iPGQ5nad h (https://twitter.com/dma_association/status/2072999537577255365)
- [x_dma_association#a3416e25] Have real-world experiences that could help other marketplace leaders navigate today’s shifts? Whether you've built proven strategies or uncovered key breakthroughs, we want you on stage at the DMA Conference in Budapest! Submit your proposal here: 👉 https://t.co/j6nNFBG6T2 http
- [x_dma_association#223272e2] Our Marketing & Sales Workshop will be led by Giacomo Iotti from SMG Swiss Marketplace Group, who will present how AI is changing the way consumers discover and buy, the rise of zero-click behaviors, and what marketers can do to adapt with new strategies. https://t.co/B8HiXF8

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, 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=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=0.25, 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=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: 78
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 8
- 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_dma_association
- Request removal: https://koinonlink.com/claim?k=x_dma_association
- Terms: https://koinonlink.com/for-ai