Reading Time: 6 minutesTrust fails in the space between policy and practice Digital trust is often announced before it is operationalized. An organization can publish principles, approve governance language, assign a committee, and still leave users exposed because nobody has translated those promises into daily decisions, evidence, escalation, and correction. This is where many trust programs weaken. The […]

Reading Time: 7 minutesYouth AI labs, coding clubs, cyber challenges, after-school programs, and digital enrichment projects often begin with the right instincts: curiosity, experimentation, and a desire to prepare young people for a changing technical world. What they usually do not begin with is a stable operating model for decisions, review, and accountability. That gap matters more than […]

Reading Time: 3 minutesThe eSourcing Capability Model for Client Organizations (eSCM-CL) is a structured framework that helps organizations improve how they source, manage, and evaluate IT-enabled services. It focuses on building reliable, scalable, and value-driven relationships with external service providers while reducing the risks commonly associated with outsourcing. The model was originally developed with contributions from Carnegie Mellon […]

Reading Time: 4 minutesAcademic dishonesty has always challenged higher education, but the rise of contract cheating—students outsourcing assignments or exams to third parties—marks a distinct historical shift. Unlike traditional plagiarism, contract cheating is harder to detect, more commercialized, and often supported by international “essay mills.” Understanding its historical trajectory is not just a matter for historians of education. […]

Reading Time: 3 minutesRetractions occupy a paradoxical place in the history of knowledge. On one hand, they reveal painful failures—cases where data was fabricated, peer review was bypassed, or entire careers were built on shaky evidence. On the other hand, retractions embody the self-correcting nature of scholarship: the willingness to admit error, expose misconduct, and rebuild trust. In […]

Reading Time: 3 minutesLong before plagiarism detectors and LMS logs, academic misconduct flourished in low-tech ways: ghostwritten essays ordered by mail, copied passages from library stacks, impersonation at proctored exams, and “test banks” circulating through fraternities and dorms. Understanding those patterns matters now because robust governance isn’t a software feature — it’s a system of policy, process, control, […]

Reading Time: 4 minutesTrust in IT-enabled services has always depended on more than smart contracts and good intentions. In the early 2000s, buyers and providers were scaling global outsourcing faster than governance could keep up. Deals saved money on paper and leaked value in practice — through vague requirements, weak transition plans, and fragile relationships. At Carnegie Mellon […]

Reading Time: 4 minutesBoards, regulators, and customers now expect proof that technology is controlled, secure, and aligned with strategy. That expectation didn’t appear overnight. It was built step by step—from the first COBIT control objectives in the 1990s, through post-crisis regulation, to today’s mix of ISO/IEC 27001, ITIL, NIST CSF, and sourcing models like eSCM. Understanding where these […]

Reading Time: 2 minutesIn the early 2000s, as outsourcing and IT-enabled services rapidly expanded, organizations needed structured ways to improve service delivery and manage providers. To address this, the ITSqc at Carnegie Mellon University developed the eSourcing Capability Model for Service Providers (eSCM-SP) — a framework that outlined best practices for service excellence. One of the initiatives designed […]

Reading Time: < 1 minuteRemembering a Pioneer in eSourcing Capability Models Dr. Jane Siegel was one of the leading figures behind the development and global adoption of the eSourcing Capability Models (eSCM). As a distinguished researcher at Carnegie Mellon University and a driving force at ITSqc, she played a pivotal role in shaping how organizations approach IT-enabled sourcing and […]