The document discusses the persistent gender gaps in science, technology, and innovation (STI) across various nations, highlighting that women remain underrepresented in decision-making and impactful roles despite their critical contributions to socio-economic development. A framework for assessing gender equality in the knowledge society is presented, aimed at understanding women's participation and addressing barriers they face in accessing resources, education, and employment. Key findings reveal that substantial gender disparities exist in STI representation, which require multifaceted policy interventions to enhance women's roles and capabilities in the knowledge society.