# Diana Park (@madebydia) on x

- id: koinon:creator:x_madebydia
- url: https://koinonlink.com/kol/x/madebydia
- schema_version: 1.4

## Identity
- platform: x
- handle: madebydia
- platform_url: https://twitter.com/madebydia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1710
- following: 166
- posts_total: 1572
- posts_observed: 1
- posts_per_day: 2.598
- account_age_days: 605
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00117
- 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: lifestyle
- subcategory: parenting
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI-powered parenting tools, DIY print-and-play games for toddlers, Parenting with technology integration, Creative homeschooling activities, Cost-effective parenting hacks

## Audience (inferred)
- status: present
- description: Parents of young children, especially those interested in hands-on parenting, DIY activities, and integrating AI tools into family life
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to find engaging, low-prep activities for toddlers that also feel meaningful, Wasting money on overpriced educational products or consumables like sticker packs, Frustrated by the gap between tech-savvy parenting ideas and practical implementation, Overwhelmed by the time it takes to create custom learning materials from scratch
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- 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_madebydia#c4963d81] Money is nice and all but have you ever experienced the satisfaction of teaching a 3yo how to fold kitchen linens (https://twitter.com/madebydia/status/2069413760540852403)
- [x_madebydia#179ada0e] I switched from paper journals to Apple Notes this morning and so far the cost savings on half-used Bloom sticker packs is going to pay for this iPad in no time
- [x_madebydia#1443a68c] Made a little button for my Remarkable Pro that sends the page to my Mac for Codex to handle. Now I can prompt AI from e-ink! https://t.co/gCArUxyzsy
- [x_madebydia#de187222] Having a toddler is wild because one moment you're ecstatic that he just typed his first sentence and the next you're stumped as to why in the world he picked up his brand new remote control toy and hurled it across the room to pieces
- [x_madebydia#f4c8a4ad] Today 3yo wanted a: tank battle game dinosaur fossil dig airplane cargo loading puzzle Made all of them in a few minutes each with sol Print and play What a time to be a homeschooling parent omg https://t.co/BkldMZId1f
- [x_madebydia#c20f9394] Before sh

## 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=121, 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=121, 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=121, method=platform_profile

## Freshness
- profile_checked_days_ago: 121
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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_madebydia
- Request removal: https://koinonlink.com/claim?k=x_madebydia
- Terms: https://koinonlink.com/for-ai