# 기획예산처 (@mpbkorea) on x

- id: koinon:creator:x_mpbkorea
- url: https://koinonlink.com/kol/x/mpbkorea
- schema_version: 1.4

## Identity
- platform: x
- handle: mpbkorea
- platform_url: https://twitter.com/mpbkorea
- website: https://www.mpb.go.kr/web/main/main
- country: South Korea
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1227
- following: 43
- posts_total: 452
- posts_observed: 2
- posts_per_day: 1.417
- account_age_days: 319
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03097
- best_post_interactions: 38
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: National budget education, Public financial literacy, Government financial transparency, Online learning for citizens
- bio: 기획예산처 공식 트위터입니다.

## Audience (inferred)
- status: present
- description: General public in South Korea interested in understanding national finance and budgeting, especially citizens seeking accessible financial education
- roles: none
- seniority: consumer
- pain_points: Difficulty understanding complex national budgeting processes, Lack of engaging and easy-to-access public financial education resources, Feeling disconnected from how government finances are managed
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- 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: 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_mpbkorea#2e923560] To enhance public understanding of and participation in national finance, the Ministry of Planning and Budget (MPB) and the Korea Fiscal Information Service (KFIS) have made educational content previously available only to public servants accessible to the general public. As of J (https://twitter.com/mpbkorea)
- [x_mpbkorea#18fcc43a] 어렵게만 느껴졌던 국가재정, 이제 온라인으로 쉽고 재밌게 배운다! 💻✨ 기획예산처와 한국재정정보원이 국민 여러분을 위해 준비한 [국민 맞춤형 이러닝 재정교육 콘텐츠]가 드디어 공개되었습니다! 🎉 👉 어떻게 개편되었나요? 🔹국민 맞춤형 기초과정: 기존 공무원 중심 교육을 일반 국민 대상으로 확대! 🔹쉬운 난이도: 학습 진입장벽은 낮추고, 최신 재정제도 변화는 알차게 반영! 🔹다채로운 구성: 개념 잡는 '강의형' + 현직 실무자의 '인터뷰형' 결합! 🔹전문성과 대중성: 민간 전문가(나라살

## 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=111, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## 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_mpbkorea
- Request removal: https://koinonlink.com/claim?k=x_mpbkorea
- Terms: https://koinonlink.com/for-ai