# Prediction `kaal:entity:prediction` **Status.** derived This node is assembled mechanically from the 28 claims that carry the concept tag `prediction`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself. ## Every claim under this term 28 claims across 23 works, 2012 to 2025. **2012** - [1998455-025](https://wulfkaal.github.io/claims/1998455-025) [predictive/argued] -- The political economy of financial regulation ensures that the expansion of regulatory oversight induced by Dodd-Frank will be followed by a phase of relaxation, since historically the introduction of regulatory regimes after a crisis is followed by a gradual easing of regulatory strictures. > The political economy of financial regulation ensures that af- ter the Dodd-Frank-induced expansion of regulatory oversight there will be a subsequent phase of relaxation of regulatory over- sight. Wulf A. Kaal, Initial Reflections on the Possible Application of Contingent Capital in Corporate Governance (2012). SSRN: https://ssrn.com/abstract=1998455 **2014** - [2447306-041](https://wulfkaal.github.io/claims/2447306-041) [predictive/speculative] -- Most of the identified problems with Form PF are self correcting over time, as the SEC issues additional and improved guidance or revises the core questions and definitions that filers flagged as problematic. > Most of the problems may be addressed over time as the SEC provides additional and improved guidance on Form PF or revises core questions and/or definitions pertaining to core questions that have been identified as problematic. Wulf A. Kaal, Private Fund Disclosures Under the Dodd-Frank Act (2014). SSRN: https://ssrn.com/abstract=2447306 - [2470008-026](https://wulfkaal.github.io/claims/2470008-026) [predictive/speculative] -- Form PF data quality and utility are likely to improve over time as filers grow familiar with the form's requirements and calculation methods, because the SEC's experience with the data is still early. > On the upside, the SEC's experience with Form PF data is in its early stages and the data quality and utility is likely to evolve over time as filers become more familiar with the requirements of Form PF and the methods of calculation. Wulf A. Kaal, The Systemic Risk of Private Funds after the Dodd-Frank Act (2014). SSRN: https://ssrn.com/abstract=2470008 **2015** - [2629451-038](https://wulfkaal.github.io/claims/2629451-038) [predictive/argued] -- The observed growth in N/DPA execution, especially since 2002, indicates that N/DPAs will continue to shape major U.S. corporations across a range of industries. > The trends observed suggest that N/DPAs will continue to play a role in major U.S. corporations in a variety of industries. Wulf A. Kaal, Timothy Lacine, Stock Price Response to Non- and Deferred Prosecution Agreements (2015). SSRN: https://ssrn.com/abstract=2629451 **2016** - [2715083-039](https://wulfkaal.github.io/claims/2715083-039) [predictive/speculative] -- The mutual fund industry of the future could carry more risk than its historical averages suggest, a possibility with systemic implications given the comparative size of the mutual fund market. > Given this trend, it seems at least possible that the mutual fund industry of the future could be subjected to more risk than the historical averages suggested in the past. Kaal, Confluence of Mutual and Private Funds (2016). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2715083 - [2740477-026](https://wulfkaal.github.io/claims/2740477-026) [predictive/argued] *(failure mode)* -- Exponential innovation will intensify the frequency of the regulatory sine curve, because rulemakers are still trying to comprehend the regulatory demands of the last wave of innovation while the next wave is already in full force. > In effect, exponential innovation is likely to intensify the frequencies of the regulatory sine curve that is recognized by the literature. Wulf A. Kaal, Erik P.M. Vermeulen, Venture Capital as Dynamic Regulation of Disruptive Innovation (2016). SSRN: https://ssrn.com/abstract=2740477 - [2811718-038](https://wulfkaal.github.io/claims/2811718-038) [predictive/speculative] -- Private fund investor due diligence may follow the evolutionary path of bank risk evaluation, which fifteen years ago operated without uniformity or applicable standards and is today heavily regulated and has evolved into a science. > In analogy to banks' risk evaluation, fifteen years ago banks operated with general risk evaluation strategies but no uniformity and no applicable standards, whereas today banks' risk evaluation is heavily regulated and has evolved into a science. Private fund IDD may follow the same evolution. Wulf A. Kaal, Private Fund Investor Due Diligence – Evidence from 1995 to 2015 (2016). SSRN: https://ssrn.com/abstract=2811718 - [2831040-019](https://wulfkaal.github.io/claims/2831040-019) [predictive/asserted] -- Dynamic regulatory mechanisms are already replacing litigation and will continue to replace it. > Dynamic regulatory mechanisms are already replacing and will continue to replace litigation. Wulf A. Kaal, Dynamic Regulation for Innovation (2016). SSRN: https://ssrn.com/abstract=2831040 **2017** - [2998097-032](https://wulfkaal.github.io/claims/2998097-032) [predictive/speculative] -- Private investment fund due diligence may follow the same trajectory as banks' risk evaluation, which moved from unstandardized general strategies in the early 2000s to a heavily regulated and scientific practice today. > investment fund due diligence may follow the same evolution as banks' risk evaluation. Whereas in the early 2000s banks operated with general risk evaluation strategies but no uniformity and no applicable standards, today banks' risk evaluation is heavily regulated and turned into a science. Wulf A. Kaal, Private Investment Fund Regulation - Theory and Empirical Evidence from 1998 to 2016 (2017). SSRN: https://ssrn.com/abstract=2998097 - [3067615-015](https://wulfkaal.github.io/claims/3067615-015) [predictive/argued] -- The trend of ICO issuance exceeding venture capital financing can be expected to continue, because ICOs allocate capital more efficiently and at lower cost. > This trend can be expected to continue given the superior allocation of capital at lower cost via ICOs.35 Wulf A. Kaal, Marco Dell'Erba, Initial Coin Offerings Emerging Practices, Risk Factors, and Red Flags (2017). SSRN: https://ssrn.com/abstract=3067615 - [3067615-040](https://wulfkaal.github.io/claims/3067615-040) [predictive/speculative] -- Through continuous evolution and improvement of ICO practices, the ICO industry and the underlying crypto businesses can become the foundation of the emerging crypto economy. > Through ICOs' evolution and continuous practice improvements, the ICO industry and underlying crypto businesses can become the foundation of the emerging crypto economy. Wulf A. Kaal, Marco Dell'Erba, Initial Coin Offerings Emerging Practices, Risk Factors, and Red Flags (2017). SSRN: https://ssrn.com/abstract=3067615 - [3071378-007](https://wulfkaal.github.io/claims/3071378-007) [predictive/speculative] -- Ledger-keeping legal services such as notary and registry services, legal motions practice in court, and legal title companies are likely to be among the first services to disappear. > Forms of keeping legal ledgers such as notary and registry services, legal motions practice in court, legal title companies, among several others, may be among the first services to disappear in the not too distant future. Wulf A. Kaal, Blockchain Technology and Race in Corporate America (2017). SSRN: https://ssrn.com/abstract=3071378 - [3071378-021](https://wulfkaal.github.io/claims/3071378-021) [predictive/argued] -- As minority attainment of bachelors and graduate degrees rises and labor markets tighten, a business imperative for hiring minorities will emerge because firms that expand their labor pool gain an advantage over firms with limited access to diverse workers. > This data suggests that a business imperative for hiring minorities will be created because corporations expanded their labor pool to include minorities, given the overall tightening in the labor markets, will create an advantage for themselves Wulf A. Kaal, Blockchain Technology and Race in Corporate America (2017). SSRN: https://ssrn.com/abstract=3071378 - [3071378-034](https://wulfkaal.github.io/claims/3071378-034) [predictive/asserted] -- Disenfranchised communities will increasingly be able to afford the buy-in to a DAO, and increasing access to DAOs eradicates a possible income based or wealth based bias, since participation requires purchasing a coin or token. > Disenfranchised communities will increasingly be able to afford the buy-in into a DAO. The increasing access to DAOs eradicates a possible income based or wealth based bias because participants in the DAO are required to buy into the DAO. Wulf A. Kaal, Blockchain Technology and Race in Corporate America (2017). SSRN: https://ssrn.com/abstract=3071378 **2018** - [3227933-018](https://wulfkaal.github.io/claims/3227933-018) [predictive/argued] -- Smart contracts will become more prevalent as the Internet of Things grows, because the more devices are connected to each other, the more smart contracts will be used to execute and enforce legal transactions. > Such smart contracts will become more prevalent in the growing world of the Internet of Things. As more devices are connected to each other, the more "smart contracts" will be used to execute and enforce "legal transactions." Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Why 'Blockchain' Will Disrupt Corporate Organizations (2018). SSRN: https://ssrn.com/abstract=3227933 - [3249860-027](https://wulfkaal.github.io/claims/3249860-027) [predictive/evidenced] -- Permission to use a service via the token took over as the dominant type of underlying value in June 2017, and the author sees multiple indicia that this trend toward tokens granting rights to use services will continue. > Permission to use (a given service etc. via the token) took over as the dominant type of underlying value in June 2017. The author has seen multiple indicia that this trend towards tokens that grant rights to use services etc. will continue. Wulf A. Kaal, Crypto Economics - The Top 100 Token Models Compared (2018). SSRN: https://ssrn.com/abstract=3249860 - [3249860-034](https://wulfkaal.github.io/claims/3249860-034) [predictive/argued] -- Layered tokens are expected to remain more popular in the future because the interoperability of tokens generally assures survivability. > The author expects the layered tokens to remain more popular in the future as the interoperability of tokens generally assures survivability. Wulf A. Kaal, Crypto Economics - The Top 100 Token Models Compared (2018). SSRN: https://ssrn.com/abstract=3249860 - [3266953-007](https://wulfkaal.github.io/claims/3266953-007) [failure/evidenced] *(failure mode)* -- Displayed net feedback scores are a poor reputation instrument because they encourage Pollyanna assessments of reputation and are far from the best predictor of performance available in the data. > However, the net feedback scores that eBay displays encourages Pollyanna assessments of reputations, and is far from the best predictor available. Craig Calcaterra, Wulf A. Kaal, Gopinath Sivalingam, Reputation Protocol for the Internet of Trust - Conceptual Whitepaper (2018). SSRN: https://ssrn.com/abstract=3266953 **2019** - [3405401-004](https://wulfkaal.github.io/claims/3405401-004) [predictive/asserted] -- Smart contracts are evolving quickly, and that evolution will allow most business logic to be encoded in smart contracts over time. > Their evolution enables most business logic to be included in smart contracts over time. Wulf A. Kaal, Decentralized Commerce – A Primer on Why Decentralized Reputation Verification Systems Are Needed (2019). SSRN: https://ssrn.com/abstract=3405401 - [3441904-042](https://wulfkaal.github.io/claims/3441904-042) [failure/argued] *(failure mode)* -- Reputation based metrics were ineffective in centralized governance systems because before blockchain, reputation could not be stored autonomously, anonymously, and transparently, so it was not a reliable predictor of actors' future actions. > Before the emergence of blockchain technology, reputation could not be stored autonomously, anonymously, and transparently. Accordingly, reputation was not a reliable predictor of actors' future actions in centralized governance systems. Wulf A. Kaal, Blockchain-Based Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3441904 **2021** - [3782198-040](https://wulfkaal.github.io/claims/3782198-040) [predictive/argued] -- Truly successful DAOs do not yet exist, but once the architecture of a single DAO succeeds it will be quickly cloned and adapted to every imaginable economic and social organization. > Truly successful DAOs don't exist, yet. Once the architecture of a single DAO is successful, however, it will be quickly cloned and adapted to every imaginable economic and social organization. Craig Calcaterra, Wulf A. Kaal, Contemporary Decentralization (2021). SSRN: https://ssrn.com/abstract=3782198 - [3782220-029](https://wulfkaal.github.io/claims/3782220-029) [predictive/argued] *(failure mode)* -- Committing too completely to a global centralized manmade hierarchy, and letting its bureaucracy become too rigid and impersonal, risks a predictable fall that could be the final collapse, because for the first time the structure encompasses the entire planet. > If we commit too completely to this global, centralized, manmade hierarchy, if we allow our bureaucracy to become too rigid and impersonal, the predictable fall could be the final collapse. Craig Calcaterra, Wulf A. Kaal, The Importance of Transcendental Unifying Values for Decentralization (2021). SSRN: https://ssrn.com/abstract=3782220 - [3808867-027](https://wulfkaal.github.io/claims/3808867-027) [predictive/speculative] -- As algorithmic analytics and predictions of human preferences become increasingly accepted, exercising human political will by proxy through algorithmic interpretations may become the new normal in the foreseeable future. > As algorithmic analytics and predictions of human preferences and choice become increasingly accepted, exercising human political will by proxy through algorithmic interpretations may become increasingly the new normal in the foreseeable future. Wulf A. Kaal, How Decentralized Systems Can Upgrade AI (2021). SSRN: https://ssrn.com/abstract=3808867 - [3936876-018](https://wulfkaal.github.io/claims/3936876-018) [predictive/speculative] -- The unprecedented growth rate of decentralized exchanges may be an early indicator of increasing reliance on decentralized self-custody by retail users, but mainstream institutional adoption of digital assets is unlikely to materialize through self-custody and DEXs. > If anything, the DEX growth rate may be an early indicator of increasing decentralized self-custody reliance by digital asset retail users. Mainstream institutional investor adoption of digital assets, in turn, may not materialize via self-custody and DEXs. Wulf A. Kaal, Hayley Howe, Custody of Digital Assets (2021). SSRN: https://ssrn.com/abstract=3936876 - [3936876-043](https://wulfkaal.github.io/claims/3936876-043) [predictive/speculative] -- Centralized custody solutions and decentralized non custodial deal platforms will run in parallel until both are more established, and existing DeFi trends suggest the decentralized non custodial deal platforms will produce more innovation and better deals. > The existing trends in DeFi seem to suggest that the decentralized non-custodial deal platforms will have more innovation and better deals. Wulf A. Kaal, Hayley Howe, Custody of Digital Assets (2021). SSRN: https://ssrn.com/abstract=3936876 - [3995709-040](https://wulfkaal.github.io/claims/3995709-040) [predictive/speculative] -- As the CRDAO iterates on its design and moves into subsequent phases, the larger web3 community will continue to benefit from its key innovations. > As the CRDAO iterates on its design and moves into subsequent phases, the larger web3 community will continue to benefit from the key innovations. Wulf A. Kaal, How DAOs Optimize Open-Source Code Reviews and Create Open-Source Standards (2021). SSRN: https://ssrn.com/abstract=3995709 **2024** - [5254152-009](https://wulfkaal.github.io/claims/5254152-009) [predictive/speculative] -- As the underlying technology matures, DAOs are likely to take a more significant role in decentralized lending, insurance, derivatives, and cross border transactions. > As the technology matures, DAOs are likely to play a more significant role in decentralized lending, insurance, derivatives, and cross-border transactions Wulf A. Kaal, DAO Market Meta Analysis 2024 (2024). SSRN: https://ssrn.com/abstract=5254152 **2025** - [5886442-039](https://wulfkaal.github.io/claims/5886442-039) [predictive/speculative] -- Within a decade the majority of advanced economy value creation will occur in agentic systems whose operational logic violates every foundational assumption of received economic theory. > Within a decade, the majority of advanced-economy value creation will occur in agentic systems whose operational logic violates every foundational assumption of received theory. Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442 ## Verify Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust. curl -s https://wulfkaal.github.io/entities/prediction.md | sha256sum **Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.