According to the World Economic Forum, over 50 percent of workers will require significant re-skilling by 2027, with women over forty facing the steepest skills obsolescence risk due to age bias, digital exclusion and organisational restructuring. McKinsey reports that women are twice as likely as men to experience imposter syndrome during periods of technological change, while Harvard Business Review highlights that microaggressions increase with seniority, not decrease.