# Jonathan Moran (@jmmoran12) on x

- id: koinon:creator:x_jmmoran12
- url: https://koinonlink.com/kol/x/jmmoran12
- schema_version: 1.4

## Identity
- platform: x
- handle: jmmoran12
- platform_url: https://twitter.com/jmmoran12
- website: http://linkedin.com/in/jonathanmoran
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 828
- following: 631
- posts_total: 48000
- posts_observed: 58
- posts_per_day: 7.583
- account_age_days: 6330
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00121
- best_post_interactions: 1
- 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: martech
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Digital Twins for marketing and customer engagement, AI decisioning history, wins, and implementation, Responsible marketing, data privacy, and generative AI, Quantum computing applications in marketing, Customer experience analytics and real-time CX optimization
- bio: MarTech Solutions Marketing @SASsoftware | Passionate about the intersection of Marketing, Advertising, & Analytics | #martech #adtech #cx | @NCState Grad x 3.

## Audience (inferred)
- status: present
- description: Marketing analytics, CX, and martech/adtech professionals at mid-to-senior levels, often working with data-driven customer strategies in B2B tech or enterprise settings
- roles: cx
- seniority: practitioner
- pain_points: High customer acquisition costs and challenges accurately measuring lifetime value, Balancing advanced AI/generative tools with responsible data privacy and ethical marketing practices, Adopting emerging technologies like digital twins and quantum computing into existing marketing stacks, Delivering truly relevant, real-time customer experiences at scale
- posts_analysed: 6
- 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: 39
- authenticity_basis: engagement_observed
- credibility_score: 39
- 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_jmmoran12#8319bb0d] Digital Twins (or a virtual representation of an actual customer) will have many useful purposes for marketing and customer engagement in the future. Check out the story in Destination CRM! It covers creation and use cases around #digital twinning! https://t.co/rvIL1W9CDG (https://twitter.com/jmmoran12)
- [x_jmmoran12#a8857706] If you struggle with customer acquisition costs and measuring lifetime value, take a look at the customer experience! #cx #analytics #scale https://t.co/gN8onjguWD
- [x_jmmoran12#cb3d6266] A 3-part series on AI decisioning - from its history to current day wins! Part 1 - https://t.co/7As1k1nUER Part 2 - https://t.co/SdIJqivZc3 Part 3 - https://t.co/Slj9pvPcZg
- [x_jmmoran12#3b0eae0c] How "responsible" are your org's marketing practices? It can be a true competitive differentiator! #dataprivacy #generativeAI #mrm https://t.co/elLXZ2B8Gi
- [x_jmmoran12#9a5c6406] The #quantum leap. How #marketing may soon compute. https://t.co/9L1FoclvA8
- [x_jmmoran12#358b86f7] Relevant, real-time #CX - #consumer perception

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, 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=108, 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=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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 11
- 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_jmmoran12
- Request removal: https://koinonlink.com/claim?k=x_jmmoran12
- Terms: https://koinonlink.com/for-ai