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Category: Capability-Adoption Gap

The Monitor Shows What Nobody Wants to See: AI Is Here, It Is Eating Jobs, and We Can Only Watch

Posted on March 13, 2026March 13, 2026 by
Gap Research
Gap Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18993208

Odesa National Polytechnic University, Department of Economic Cybernetics · PhD Candidate, ML in Pharma Economics

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Gap Research by Oleh Ivchenko DOI: 10.5281/zenodo.18993208
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The 8× Gap: Why Healthcare AI Will Never Reach Its Theoretical Ceiling (And What That Means for Every Other High-Stakes Industry)

Posted on March 11, 2026March 13, 2026 by
AI Economics
AI Economics by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18964576

There is a number buried in Anthropic's January 2026 Economic Index that should alarm every chief information officer, hospital administrator, and healthcare AI vendor currently claiming that artificial intelligence will transform clinical medicine. The number is 8. That is the gap multiplier between what AI systems can do in healthcare — 40% theoretical task coverage — and what hospitals are a...

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AI Economics by Oleh Ivchenko DOI: 10.5281/zenodo.18964576
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The Coverage Gap: What AI Can Do vs. What We Actually Use It For

Posted on March 8, 2026March 9, 2026 by
AI Economics
AI Economics by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18911661

Anthropic published something rare this week: a paper that uses actual usage data instead of speculation. Most labor displacement research asks "what tasks could AI theoretically do?" and then declares a crisis. Massenkoff and McCrory asked a different question: "what tasks are people actually using it for?" The gap between those two answers is the most important number in AI economics right no...

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AI Economics by Oleh Ivchenko DOI: 10.5281/zenodo.18911661
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Ukraine’s AI Duality: World Leader in Battlefield Systems, Lagging in Civil Adoption

Posted on March 7, 2026March 13, 2026 by
Gap Research
Gap Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18896514

Ukraine has emerged as the most intensively documented front-line AI deployment environment in recorded conflict history — simultaneously pioneering battlefield AI systems that have reshaped NATO's operational doctrine and building a surprisingly resilient civil e-governance infrastructure under active wartime conditions. Yet beneath these headline achievements lies a stark bifurcation: Ukraine...

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Gap Research by Oleh Ivchenko DOI: 10.5281/zenodo.18896514
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AI is Threatening Science Jobs — But Not the Ones You’d Expect

Posted on February 21, 2026 by
Gap Research
Gap Research by Oleh Ivchenko  ·  DOI: 10.5281/zenodo.18723765

Source: AI is threatening science jobs. Which ones are most at risk? Nature, February 19, 2026 Author: Oleh Ivchenko

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