References: Organizational Adoption and Governance¶
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Change Management - Wikipedia - Covers organizational change management frameworks including stakeholder communication, resistance mitigation, and the transition from current to future-state workflows — directly foundational for this chapter's four-principle change management approach for context graph deployment.
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Pilot Experiment - Wikipedia - Explains structured pilot design including participant selection, baseline measurement, success criteria, and evaluation methodology — directly supporting this chapter's six-component pilot program design and the pre-commitment to measurable success criteria.
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Return on Investment - Wikipedia - Covers ROI calculation methods including efficiency-based and quality-based metrics, baseline comparison, and attribution challenges — foundational for this chapter's ROI measurement framework tracking decision cycle time, escalation rate, and rework rate reduction.
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Designing Data-Intensive Applications - Martin Kleppmann - O'Reilly Media - Chapter 12 covers the organizational and operational challenges of deploying data systems at scale, including feedback loops, measurement, and iterative improvement — directly supporting this chapter's model improvement feedback, training data from traces, and adoption roadmap sections.
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Software Engineering at Google - Titus Winters, Tom Manshreck, Hyrum Wright - O'Reilly Media - Part IV covers organizational patterns for technology adoption at scale including center of excellence models, cross-functional team design, and governance frameworks — directly relevant to this chapter's cross-functional AI team and center of excellence sections.
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Organizational Learning - Wikipedia - Defines organizational learning mechanisms including knowledge capture, transfer, and institutional memory — foundational for this chapter's organizational memory, knowledge transfer, and training data from traces sections where context graphs convert tacit knowledge into queryable institutional records.
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Stakeholder Analysis - Wikipedia - Covers stakeholder mapping methodologies including interest/influence matrices and communication planning — directly supporting this chapter's four-group stakeholder alignment framework distinguishing business sponsors, IT/security, legal/compliance, and end users.
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Technology Acceptance Model - Wikipedia - Explains perceived usefulness and ease-of-use as determinants of technology adoption — directly relevant to this chapter's adoption barriers analysis and the design principles for human review workflows that must be low-friction to achieve sustained adoption.
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Communities of Practice - Wikipedia - Covers how communities of practitioners develop shared knowledge, standards, and governance around a domain — supporting this chapter's center of excellence model where graph engineers, domain experts, and governance representatives form a persistent organizational capability around context graph deployment.
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Knowledge Management - Wikipedia - Defines knowledge management systems and the challenge of converting tacit organizational knowledge into explicit, structured, retrievable records — directly supporting this chapter's organizational memory, knowledge transfer, and structured exit interview sections.