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 "identifier": "kaal:entity:measurement",
 "name": "Measurement",
 "termCode": "measurement",
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2740477-036",
   "identifier": "kaal:claim:2740477-036",
   "text": "Industry specific venture capital investment data allows regulators to anticipate regulatory needs in the industries carrying the highest levels of disruptive innovation, and the level of disruptive innovation can be quantified by the venture capital dollars flowing into those industries.",
   "abstract": "For instance, information on industry-specific VC investments allows regulators to anticipate regulatory needs in certain industries that are associated with the highest levels of disruptive innovation. Disruptive innovation may here be quantified with the VC dollar investment in such industries.",
   "citation": "Wulf A. Kaal, Erik P.M. Vermeulen, Venture Capital as Dynamic Regulation of Disruptive Innovation (2016). SSRN: https://ssrn.com/abstract=2740477",
   "datePublished": "2016",
   "claim_type": "design",
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   "is_failure_mode": false,
   "scope_conditions": [
    "industry level venture capital investment data is available"
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   "@id": "https://wulfkaal.github.io/claims/3002908-032",
   "identifier": "kaal:claim:3002908-032",
   "text": "Raw country level counts overstate American leadership: normalizing by population shows roughly 7.5 million people per blockchain fund in the United States against roughly 2.8 million in the United Kingdom, so the distribution across countries is more even than the map suggests.",
   "abstract": "Although the map suggests that the United States is heavily invested in blockchain, in comparison with other countries we see a more even distribution between countries than the map would suggest.",
   "citation": "Wulf A. Kaal, Marco Dell'Erba, Blockchain Innovation in Private Investment Funds - A Comparative Analysis of the United States and (2017). SSRN: https://ssrn.com/abstract=3002908",
   "datePublished": "2017",
   "claim_type": "empirical",
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   "scope_conditions": [
    "43 US funds against a population of roughly 321 million; 23 UK funds against roughly 65 million"
   ],
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   "text": "The absence of Luxembourg funds from the dataset is most likely an artifact of unavailable public information rather than evidence that Luxembourg funds do not invest in blockchain.",
   "abstract": "This is likely due to the unavailability of public information connected to Luxembourgian funds investing in blockchain rather than to a lack of Luxembourgian funds, in principle to be excluded.",
   "citation": "Wulf A. Kaal, Marco Dell'Erba, Blockchain Innovation in Private Investment Funds - A Comparative Analysis of the United States and (2017). SSRN: https://ssrn.com/abstract=3002908",
   "datePublished": "2017",
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3411897-015",
   "identifier": "kaal:claim:3411897-015",
   "text": "Big data is often not the output of instruments designed to generate valid and reliable data suitable for scientific analysis, so foundational data quality problems persist regardless of how much data is collected.",
   "abstract": "Big data is often not the output of instruments designed to generate valid and reliable data suitable for scientific analysis.",
   "citation": "Wulf A. Kaal, Decentralization - Past, Present, and Future (2019). SSRN: https://ssrn.com/abstract=3411897",
   "datePublished": "2019",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3782191-035",
   "identifier": "kaal:claim:3782191-035",
   "text": "Decentralization makes truth discovery more accurate, more reliable, and more efficient, because averaging results across diverse contributors, like ten news companies reporting a story or ten researchers using ten instruments, is more accurate than repetition by a single source.",
   "abstract": "The most efficient markets, the most liquid markets, have high transaction rates of many goods moving between many small players. De- centralization makes truth discovery more accurate, more reliable, and more effi- cient.",
   "citation": "Craig Calcaterra, Wulf A. Kaal, Preface to (2021). SSRN: https://ssrn.com/abstract=3782191",
   "datePublished": "2021",
   "claim_type": "mechanism",
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   "@id": "https://wulfkaal.github.io/claims/3782220-038",
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   "text": "The strength of a decentralized organization is measured by summing the power of each member in their individual autonomy, modified by the group's ability to organize and effect its goals in the larger society.",
   "abstract": "The strength of a decentralized organization is measured by sum- ming the power of each member in their individual autonomy, but this is modified by the ability of the group to organize and effect its goals in the larger society.",
   "citation": "Craig Calcaterra, Wulf A. Kaal, The Importance of Transcendental Unifying Values for Decentralization (2021). SSRN: https://ssrn.com/abstract=3782220",
   "datePublished": "2021",
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   "@id": "https://wulfkaal.github.io/claims/4900878-026",
   "identifier": "kaal:claim:4900878-026",
   "text": "Tokens solve the quantification problem in quantum economics by serving as measurable units of value and governance: token denominated voting power in a DAO makes social influence and decision making power countable, supplying the consistent set of units the framework lacked.",
   "abstract": "Tokenomics offers a practical solution through the use of tokens as quantifiable units of value and governance.",
   "citation": "Wulf A. Kaal, Quantum Economy and Tokenomics (2024). SSRN: https://ssrn.com/abstract=4900878",
   "datePublished": "2024",
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    "token based systems with on chain governance such as DAOs"
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   "text": "In a quantum economy, core economic variables such as supply, demand, price, and utility are not fixed quantities but quantum states that can occupy several configurations at once until an observation or measurement resolves them into one value.",
   "abstract": "In a quantum economy, traditional economic variables such as supply, demand, price, and utility are treated as quantum states that can exist in multiple configurations simultaneously until observed or measured.",
   "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
   "datePublished": "2024",
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    "within the quantum economic framework the author adopts"
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   "text": "The classical law of supply and demand fails on three specific grounds: supply and demand curves cannot be measured independently, economic interactions are intrinsically probabilistic, and goods and financial transactions are discrete rather than continuous.",
   "abstract": "However, this law faces several problems, such as the impossibility of measuring supply or demand curves independently, the intrinsically probabilistic nature of economic interactions, and the discrete nature of goods and financial transactions.",
   "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
   "datePublished": "2024",
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   "@id": "https://wulfkaal.github.io/claims/4900880-022",
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   "text": "Headline net job creation figures conceal the real disruption: employers anticipate structural labor market churn of 23 percent of jobs over five years, so a positive net balance of created over destroyed jobs understates how many workers must move.",
   "abstract": "However, this net positive job creation masks significant churn in the job market, with employers anticipating a structural labor market churn of 23% of jobs in the next five years.",
   "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
   "datePublished": "2024",
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   "text": "Many existing studies of automation and job loss rest on flawed assumptions and weak data, and their seemingly precise figures conceal those defects, so their headline numbers should not be taken at face value.",
   "abstract": "Many existing studies on automation and job loss are criticized for their flawed assumptions and data weaknesses, often hidden by seemingly precise figures.",
   "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
   "datePublished": "2024",
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6607458-039",
   "identifier": "kaal:claim:6607458-039",
   "text": "Existing national accounts are built to measure terminal human consumption and therefore fail to capture intermediate value created in agent-to-agent transaction chains, so the measurement apparatus requires reconstruction.",
   "abstract": "Existing national accounts are designed to measure terminal human consumption and do not capture intermediate value created in agent-to-agent transaction chains where no human consumption event occurs at any step prior to the terminal output. The measurement apparatus requires reconstruction.",
   "citation": "Wulf A. Kaal, Computative Economics A Framework for Economic Analysis under Computational Abundance (2026). SSRN: https://ssrn.com/abstract=6607458",
   "datePublished": "2026",
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 ],
 "description": "12 claims in the published works of Wulf A. Kaal carry the concept tag 'measurement'. Derived node: a roster, not an adjudicated definition."
}