# Robin Dods (@toy59496) on x

- id: koinon:creator:x_toy59496
- url: https://koinonlink.com/kol/x/toy59496
- schema_version: 1.4

## Identity
- platform: x
- handle: toy59496
- platform_url: https://twitter.com/toy59496
- country: Australia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2383
- following: 567
- posts_total: 4394
- posts_observed: 2
- posts_per_day: 4.421
- account_age_days: 994
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00294
- best_post_interactions: 7
- 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
- category_confidence: 0.3
- category_source: derived_from_discovery_path
- topics: Australian politics, Public policy economics, Media bias and reporting integrity
- bio: Polymath
Event Arbitrage
Astrophysicist, Anaesthetist, Aerospace Engineer, Finance. 
The other guy is the Canadian Astronaut.

## Audience (inferred)
- status: present
- description: Australian political and economic commentary followers, mainly informed citizens and policy-aware professionals interested in public finance, governance, and media bias
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to understand complex public policy decisions and their economic implications, Frustrated by perceived media bias and lack of transparency in political reporting, Disappointed by inconsistent or regressive government fiscal policies
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 62
- authenticity_basis: engagement_observed
- credibility_score: 62
- 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_toy59496#a3f8957c] Shafted by Transurban https://t.co/K97yigVkN5 I really don't understand how having to pay both directions on the Eastern Distributor is somehow considered a win for voters If I was cynical I would say that the East of Sydney is getting shafted as it doesn't typically vote Labor (https://twitter.com/toy59496)
- [x_toy59496#62982c04] Chalmers not Chalmed as Treasurer https://t.co/ejgW06GF0O Dikta Jim Chalmers obviously doesn't understand the economics of incentive with his regressive and punitive tax changes designed to decapitate productivity and lead to the path of Venezuela To Senator Bragg's credit he was
- [x_toy59496#c1657acb] The ABC Excluded from Pauline Hanson Meeting https://t.co/u1d7afhCX6 In some ways it's not the ABC's fault that they report the way they do. It's all buried in the A

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, 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=109, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 80
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 7
- 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_toy59496
- Request removal: https://koinonlink.com/claim?k=x_toy59496
- Terms: https://koinonlink.com/for-ai