Intended Use: Academic, Research, and Organizational Case Analysis under TeemBuild Strategies
Author: Christian Lawrence
Published: November 7, 2025
Core Issue: Efficiency-driven hiring systems may replicate subtle communication biases under the guise of neutrality.
Key TEEM Takeaway: When algorithms listen for words, not meaning, inclusion becomes a pattern—not a principle.
Recommended Action: Implement algorithmic audits and participatory ethics loops before scaling any automated hiring tool.