# International Society of Automation (@ISA_Automation) on x

- id: koinon:creator:x_isa_automation
- url: https://koinonlink.com/kol/x/ISA_Automation
- schema_version: 1.4

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

## Reach
- followers: 4150
- following: 22
- posts_total: 1282
- posts_observed: 1
- posts_per_day: 0.988
- account_age_days: 1297
- 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: devtools
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: ISA会员招募与优惠, 自动化行业活动与展会, 专业标准与资源分享, 期刊与研究成果发布
- bio: Automation depends on people. ⚙ Formerly @ISA_Interchange. Let's connect!

## Audience (inferred)
- status: present
- description: Professionals in automation, including engineers, technicians, and industry practitioners, focused on standards, resources, and community
- roles: automation
- seniority: practitioner
- pain_points: Lack of accessible channels for industry standards and professional resources, Difficulty in building professional networks and connections within the automation field, Missing out on learning and collaboration opportunities from industry events and trade shows, Limited visibility and impact of journals and research findings
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: profile_shape_only
- credibility_score: 60
- 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_isa_automation#1e1e6e23] Built for #automation professionals. ✅ If you join ISA today, you can save 50% on membership! Get connected to the standards, resources and community that help you grow your knowledge and support your work. ⤵️ https://t.co/FfxhLrsmBk https://t.co/uvPXnEdohe (https://twitter.com/ISA_Automation/status/2074145135873474912)
- [x_isa_automation#52e7bdbe] Do you know a professional who would benefit from an ISA membership? 🤔 Enhance your network and contribute to the ISA community by referring a colleague. Your support in advancing the #automation profession will be recognized https://t.co/ti9uezDKOx https://t.co/Uq1bDz9O2I
- [x_isa_automation#595e0a9b] 📢 We have an exciting event reminder to share! You asked, we listened! If you register for #ISAASE by 14 September, you will gain FREE access to the Expo! No additional registration options are required! Learn more and register below! ⤵️ https://t.co/2YUeZ4f39b https://t.co/raAy
- [x_isa_automation#4c13078a] #news: ISA Transactions journal achieved the top CiteScore in its catego

## 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=108, 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=108, 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=0.25, freshness_days=108, 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: 108
- 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_isa_automation
- Request removal: https://koinonlink.com/claim?k=x_isa_automation
- Terms: https://koinonlink.com/for-ai