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BIFSG Insurance Proxy Bias Threshold Test (Colorado SB 21-169)

Tests BIFSG proxy bias thresholds under Colorado SB 21-169 / Reg. 10-1-1 for insurance AI models. ZERO PII: accepts aggregate regression outputs only (p-value, marginal effect %, premium delta per $1,000 face) -- no individual applicant data, proxy scores, or demographic identifiers enter this kernel. Statistical prong: p < 0.05 AND marginal effect >= 5 percentage points. Premium prong (standalone): premium >= 5% above average per $1,000 face. Annual attestation due December 1: anchor execution_hash at anchor.ainumbers.co/mcp (COMPOSE, do not rebuild). Disambiguates from compute_disparity_metrics (art-229): that node applies ECOA/HMDA 4/5ths adverse impact rule for lending; this node applies Colorado SB 21-169 p-value and premium-rate bias tests for insurance AI.

Tool URL: https://ainumbers.co/chaingraph/art-239-test-bifsg-bias-thresholds.html

post/v1/tools/test_bifsg_bias_thresholds

Request

  • Base URL: https://ainumbers.co
  • URL: https://ainumbers.co/v1/tools/test_bifsg_bias_thresholds
  • Auth: none declared

Request body

attestation_yearnumber
marginal_effect_pctnumber

Percentage value

model_typeunknown required
p_valuenumber
premium_per_1000_above_avg_pctnumber

Percentage value

test_contextunknown required

Response

Successful tool execution result

anchor_instructionstring
attestation_deadlinestring
attestation_yearinteger
bias_detectedboolean
do_nowstring[]
marginal_effect_flagboolean
marginal_effect_pctnumber
marginal_effect_threshold_ppinteger
model_typestring
p_valuenumber
p_value_significantboolean
p_value_thresholdnumber
pii_notestring
premium_flagboolean
premium_per_1000_above_avg_pctinteger
premium_threshold_pctinteger
regulatory_basisstring
remediation_requiredboolean
table_sourcestring
table_versionstring
test_contextstring
test_resultstring

Changes

No recorded changes to this operation across all 1 revision of this API.