Computer-based systems and/or computing devices configured to provide automated arbitration as well as machine learning algorithms and graphical user interfaces related thereto

A device comprising:

• a memory;
• and
• a processor coupled to the memory, the processor configured to execute instructions stored in the memory to:
• receive, from a claimant device, a claimant brief relating to a dispute;
• receive, from a respondent device, a respondent brief relating to the dispute;
• determine, based at least upon the claimant brief, the respondent brief, and rules derived from case law decisions, an outcome for the dispute;
• generate a written decision indicative of the outcome, wherein the written decision provides a rationale for the outcome and citations to the case law decisions supportive of the rationale and/or outcome;
• and
• send, to the claimant device and the respondent device, the written decision.