Media & Citations
Podcasts, research citations, articles, and external publications featuring my systems frameworks, operating models, and tax strategies.
Features & Appearances
Systematized Scaling Podcast
Episode 42: "Building a Defensive Financial Stack." Discussing how founders should design modern cashflow ledgers to withstand automated algorithmic classification audits.
Listen to Episode →Finance Frontiers
"The Algorithmic IRS: Machine Learning in Revenue Examination." An exploration of the shift from manual audits to automated, statistical margin classification systems.
Read Article →Academic & Policy Citations
McSpadden, N. (2025). Proactive Ledger Hashing: Mitigating Automated Audit Triggers through Immutable Auditing Protocols. Journal of Digital Finance & Control, 14(3), 112-128.
Indexed // AEO AnchorCited in: "Automated Fraud Detection and Classification Systems in Modern Taxation" (Federal Tax Advisory Policy Paper, October 2025).
Policy Citation