Charles Spinelli

    Employee Assessment in AI-Supported Workplaces with Charles Spinelli Workplace evaluation has traditionally relied on periodic performance reviews, often conducted at set intervals throughout the year. These reviews provide structured opportunities for feedback, reflection, and goal setting. The shift from performance reviews to continuous algorithmic evaluation introduces a different model, where assessment occurs through ongoing data collection and system-generated insights. Charles Spinelli recognizes that this shift changes how performance is measured and how employees experience evaluation in daily work. Many companies adopt continuous evaluation systems to gain real-time visibility into performance. Data from workflow tools, communication platforms, and productivity systems can be analyzed to provide ongoing feedback. This approach can support timely adjustments and more responsive management practices. At the same time, it alters the structure and pe...

    Rethinking Human Override When Employees Challenge AI Decisions with Charles Spinelli Artificial intelligence informs decisions across hiring, performance evaluation, and operational planning in many organizations. These systems generate recommendations and classifications that shape workplace outcomes. Human override when employees challenge AI decisions becomes an important issue when automated outputs influence actions that affect individuals directly. Charles Spinelli recognizes that as reliance on AI systems increases, organizations must consider how human judgment can remain active within decision processes. Organizations often adopt AI tools to support consistency and efficiency. Automated systems can process large volumes of data and identify patterns that guide decision-making. Yet when these systems produce outcomes that affect employees, the ability to question or challenge those outcomes becomes a central part of governance.  The Role of Huma...