AI Economics: Data Poisoning — Economic Impact and Prevention Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 14 of 65 Date: February 2026 DOI: 10.5281/zenodo.18626697 | Zenodo Archive Abstract Data poisoning represents one of the most insidious and economically devastating threats to enterprise AI systems….
Category: AI Economics
AI Economics: Risk, Cost, and ROI Research by Oleh Ivchenko
AI Economics: Annotation Economics — Crowdsourcing vs Expert Labeling
AI Economics: Annotation Economics — Crowdsourcing vs Expert Labeling Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 13 of 65 Date: February 2026 DOI: 10.5281/zenodo.18625150 | Zenodo Archive Abstract Data annotation represents one of the most underestimated cost centers in enterprise AI development. While organizations…
AI Economics: Data Quality Economics — The True Cost of Bad Data in Enterprise AI
AI Economics: Data Quality Economics — The True Cost of Bad Data in Enterprise AI Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, Odessa Polytechnic National University Series: Economics of Enterprise AI — Article 12 of 65 Date: February 2026 DOI: 10.5281/zenodo.18624306 | Zenodo Archive Data quality stands as the silent executioner of…
AI Economics: Data Acquisition Costs and Strategies — The First Economic Gatekeeper of Enterprise AI
AI Economics: Data Acquisition Costs and Strategies — The First Economic Gatekeeper of Enterprise AI Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 11 of 65 Date: February 2026 DOI: 10.5281/zenodo.18623221 | Zenodo Archive Data acquisition represents the foundational economic challenge of enterprise AI, often…
AI Economics: Open Source vs Commercial AI — The Strategic Economics of Build Freedom
AI Economics: Open Source vs Commercial AI — The Strategic Economics of Build Freedom Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 10 of 65 Date: February 2026 DOI: 10.5281/zenodo.18622040 | Zenodo Archive The choice between open source and commercial AI solutions represents one of…
AI Economics: Vendor Lock-in Economics — The Hidden Cost of AI Platform Dependency
AI Economics: Vendor Lock-in Economics — The Hidden Cost of AI Platform Dependency Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 9 of 65 Date: February 2026 DOI: 10.5281/zenodo.18620726 | Zenodo Archive Vendor lock-in represents one of the most underestimated economic risks in enterprise AI…
AI Economics: AI Talent Economics — Build vs Buy vs Partner
AI Economics: AI Talent Economics — Build vs Buy vs Partner Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 8 of 65 Date: February 2026 DOI: 10.5281/zenodo.18619213 | Zenodo Archive With global demand for AI practitioners outpacing supply by 3:1, organizations face a critical strategic…
AI Economics: Hidden Costs of AI Implementation — The Expenses Organizations Discover Too Late
AI Economics: Hidden Costs of AI Implementation — The Expenses Organizations Discover Too Late Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, Odessa Polytechnic National University Series: Economics of Enterprise AI — Article 7 of 65 Date: February 2026 DOI: 10.5281/zenodo.18617979 | Zenodo Archive Enterprise AI implementations routinely exceed initial budgets by 40-75%…
AI Economics: ROI Calculation Methodologies for Enterprise AI — From Traditional Metrics to AI-Specific Frameworks
AI Economics: ROI Calculation Methodologies for Enterprise AI — From Traditional Metrics to AI-Specific Frameworks Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, Odessa Polytechnic National University Series: Economics of Enterprise AI — Article 6 of 65 Date: February 2026 DOI: 10.5281/zenodo.18617078 | Zenodo Archive Conventional ROI approaches systematically underestimate AI value by…
AI Economics: TCO Models for Enterprise AI — A Practitioner’s Framework
AI Economics: Total Cost of Ownership Models for Enterprise AI — A Practitioner’s Framework Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, Odessa Polytechnic National University Series: Economics of Enterprise AI — Article 5 of 65 Date: February 2026 DOI: 10.5281/zenodo.18616503 | Zenodo Archive Initial development costs typically represent only 15-25% of five-year…