Historical milestone · 2002
IT, workplace organization, and skilled labor
Reviewed through September 18, 2026
2002 · Historical milestone
IT, workplace organization, and skilled labor
- Era
- 2000s
- Theme
- Human–AI interaction & adoption
- Evidence form
- Firm-level empirical study related IT adoption to decentralized work practices, skill, and productivity
- School / paradigm
- Organizational complements
- Institution / context
- Stanford / MIT / Wharton
- Researchers
- Timothy Bresnahan; Erik Brynjolfsson; Lorin Hitt
School of thought
Human augmentation and sociotechnical systems
Matched on representative researcher.
Intelligence and value reside in the joint human-machine-organization system, not the automation alone.
Critique. Human behavior and institutions are context-dependent; laboratory usability may not predict long-run value or harm.
Modern descendants. Copilots, agent supervision, workflow redesign, adoption metrics, and human-centered AI.
Understand
Plain-language record, transferred from the reviewed source module.
Theory or experimental setup. Found that technology value is complementary with organizational redesign and human capital rather than an isolated capital effect.
Result / historical claim. Observational complementarities complicate causal attribution and may vary across eras and technologies.
Apply
Professional implication, only where the reviewed record states one.
The checked-in record does not state a separate professional application for this entry. The topic page places it in the wider research lineage: .
Verify
Evidence status, stated limitations, and the external sources this record actually carries.
Evidence form. Firm-level empirical study related IT adoption to decentralized work practices, skill, and productivity
Limitation / debate. AI operating-model redesign, skills, decentralization, and why pilots do not automatically yield enterprise value.
Source status. This milestone row does not carry a primary-source URL in the approved export, and we do not have a verified link for it in our own research. We do not guess one.
No primary-source URL is recorded for this entry in our reviewed data. Rather than manufacture a citation, we link the Implement Agentic research page that carries the record.
Reproduce
A reproduction tutorial is linked only when one exists for this exact record.
A reproduction tutorial is not yet available for this entry. The closest reviewed material is .
Cite or share
APA-like: This historical record carries a year only, and no author or publisher of record in the checked-in data. An APA reference would have to invent that metadata.
BibTeX: BibTeX requires an author and publication venue. Historical lineage entries store a narrative record and its source link, not structured authorship, so the field would be fabricated.