# Texans for Fiscal Responsibility (@Texas_Taxpayers) on x

- id: koinon:creator:x_texas_taxpayers
- url: https://koinonlink.com/kol/x/Texas_Taxpayers
- schema_version: 1.4

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

## Reach
- followers: 7374
- following: 222
- posts_total: 5366
- posts_observed: 3
- posts_per_day: 2.495
- account_age_days: 2151
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00231
- best_post_interactions: 17
- 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: finance
- subcategory: personal_fin
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Cutting government spending for real tax relief, Limited government and fiscal responsibility, Opposition to woke and DEI programs in budgets, Criticism of the Texas Lottery, Ending taxpayer-funded lobbying, Returning surpluses to taxpayers rather than growing governm
- bio: 💡 𝗜𝗟𝗟𝗨𝗠𝗜𝗡𝗔𝗧𝗘 actions of government. 📚 𝗘𝗗𝗨𝗖𝗔𝗧𝗘 citizens. 📣 𝗔𝗗𝗩𝗢𝗖𝗔𝗧𝗘 for pro-taxpayer and pro-family reforms.

## Audience (inferred)
- status: present
- description: Texas taxpayers and fiscal conservatives focused on limiting government spending and reducing taxes
- roles: none
- seniority: consumer
- pain_points: Government waste and expansion instead of tax cuts, Woke/DEI spending in taxpayer-funded budgets, Texas Lottery functioning as exploitative taxation, Lack of reimbursement for state costs like border security
- posts_analysed: 20
- confidence: 0.6

## 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: 81
- authenticity_basis: engagement_observed
- credibility_score: 81
- 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_texas_taxpayers#920d4e4c] Real tax relief means cutting spending. ✂️ (https://twitter.com/Texas_Taxpayers/status/2069050180976918635)
- [x_texas_taxpayers#041daaa6] https://t.co/eMmZczRLuY
- [x_texas_taxpayers#06c8ee55] Woke spending has no place in a taxpayer-funded budget. 🚮
- [x_texas_taxpayers#44a069b6] DEI bureaucracies do not fill potholes, lower bills, or protect families. 🕳️
- [x_texas_taxpayers#a9fdb606] https://t.co/9QVRZ145wd
- [x_texas_taxpayers#5c961ca2] Limited government should mean limited bills. 🧾
- [x_texas_taxpayers#547236e1] The Texas Lottery: taxation by exploitation. 💸
- [x_texas_taxpayers#ec630595] https://t.co/9VxHTmEL3v

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=115, 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=76, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 9
- 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_texas_taxpayers
- Request removal: https://koinonlink.com/claim?k=x_texas_taxpayers
- Terms: https://koinonlink.com/for-ai