Published June 11, 2026 | Version v1
Publication Open

Masterisk Asterisk

Authors/Creators

  • 1. KR0M3D1A

Description

This working paper examines how automated decision systems reproduce and obscure the forms of discrimination that civil-rights law was built to prevent, and proposes both a vocabulary and an accountability framework for addressing them.

Grounded in the disparate-impact doctrine established in Griggs v. Duke Power Co. (1971) and codified across Title VII, the Fair Housing Act, and the Equal Credit Opportunity Act, the paper analyzes three legally significant cases — Mobley v. Workday (employment screening), Louis v. SafeRent Solutions (tenant scoring), and United States v. Meta Platforms (advertising delivery) — each of which extends liability to the operators of algorithmic systems. It distinguishes these genuine algorithmic-discrimination actions from adjacent enforcement matters, such as the 2024 CFPB order against Apple and Goldman Sachs, that are frequently miscategorized as discrimination cases.

The paper introduces two analytic contributions: the Communicado / Incommunicado distinction, which names the boundary between what a system discloses to a subject and what it withholds without the subject's knowledge; and the Heritage Schema, a proposal to replace color-based racial classification with nationality-based self-identification in administrative data. It concludes with a tiered accountability framework combining mandatory bias auditing with a graduated, revenue-indexed civil-penalty structure.

The aim is neither to indict automation as such nor to defend it, but to specify the conditions under which automated decisions can be made legible, contestable, and accountable.

Notes

NOTES: 

This working paper is part of the Masterisk_Asterisk :: The Digital Reckoning project, an open algorithmic-accountability platform published by KR0M3D1A CORP. The paper presents, in academic form, the legal and conceptual framework underlying that platform.

Contents: (1) Introduction; (2) The Legal Architecture of Disparate Impact; (3) Proxy Discrimination and the Mechanics of Algorithmic Exclusion; (4) Case Studies in Algorithmic-Discrimination Litigation; (5) The Communicado / Incommunicado Distinction; (6) The Heritage Schema; (7) Toward an Accountability Framework; (8) Conclusion; References.

Methodology and verification: All case citations and factual claims were checked against primary and authoritative secondary sources prior to deposit. The paper deliberately distinguishes verified algorithmic-discrimination actions from adjacent enforcement matters that are commonly miscategorized.

Disclosures: The author is the founder of KR0M3D1A CORP, which develops the algorithmic-accountability tools referenced in Section 7. No external funding supported this work. Drafting and formatting were assisted by an AI writing tool; all citations and analysis were independently verified, and the author is solely responsible for the content.

Companion materials: Live platform — masterisk-asterisk-eight.vercel.app · Source repository — github.com/Pant1f3r/masterisk-asterisk

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SSRN_Algorithmic_Exclusion_Working_Paper (1).pdf

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Additional details

Dates

Submitted
2026-06-10
algorithm biases

Software

Repository URL
https://github.com/Pant1f3r/masterisk-asterisk
Development Status
Active

References

  • Consumer Financial Protection Bureau. (2024, October 23). CFPB Orders Apple and Goldman Sachs to Pay Over $89 Million for Apple Card Failures [Press release]. consumerfinance.gov
  • Equal Credit Opportunity Act, 15 U.S.C. § 1691 et seq.
  • Equal Employment Opportunity Commission v. iTutorGroup, Inc., No. 1:22-cv-02565 (E.D.N.Y. 2023) (consent decree).
  • Fair Housing Act, 42 U.S.C. § 3601 et seq.
  • Griggs v. Duke Power Co., 401 U.S. 424 (1971).
  • Louis v. SafeRent Solutions, LLC, No. 1:22-cv-10800 (D. Mass. 2024) (final approval of settlement, Nov. 20, 2024).
  • Mobley v. Workday, Inc., No. 23-cv-00770 (N.D. Cal.); preliminary certification, 2025 WL 1424347 (N.D. Cal. May 16, 2025).
  • Texas Department of Housing and Community Affairs v. Inclusive Communities Project, Inc., 576 U.S. 519 (2015).
  • Title VII of the Civil Rights Act of 1964, 42 U.S.C. § 2000e et seq.
  • Uniform Guidelines on Employee Selection Procedures, 29 C.F.R. § 1607.4(D).
  • United States v. Meta Platforms, Inc., No. 1:22-cv-05187 (S.D.N.Y. 2022) (settlement entered June 27, 2022).