| CPC G06Q 40/04 (2013.01) [G06F 16/285 (2019.01); G06Q 10/04 (2013.01); G06Q 30/0278 (2013.01)] | 8 Claims |

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1. A system for transforming data associated with one or more content catalogues as an asset to generate a valuation for securitization and trading, the system comprising:
a securitization and trading system including a physical storage and one or more processors executing instructions to:
receive asset data from one or more sources, where the asset is an authenticate source or account information associated with the asset via an authentication module;
automatically value the asset using machine learning techniques based on collected data including historical performance metrics, usage statistics, and cash flow records;
adjust valuation parameters dynamically based on actual cash flows derived from previously valued and/or traded assets;
categorize asset components into analytical groups based on predefined characteristics such as age, utilization, or performance and apply predictive decay or growth rates to each group;
generate expected cash flow forecasts for the asset or its components based on adjusted values determined by the analysis module;
aggregate the cash flow forecasts and compute a comprehensive valuation for the asset;
solicit investment commitments;
allocate shares in the securitized asset based on commitment level, timing, and investor metrics; and
optimize allocation decisions using machine learning techniques.
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