mlsanityData to 7 Oct 2026

Digital Twin: Where do humans fit in?

arXiv 2301.03040 ↗First posted 8 Jan 2023cs.HC cs.AIcited by 2

Not on the map. Why?

Abstract (arXiv)

Digital Twin (DT) technology is far from being comprehensive and mature, resulting in their piecemeal implementation in practice where some functions are automated by DTs, and others are still performed by humans. This piecemeal implementation of DTs often leaves practitioners wondering what roles (or functions) to allocate to DTs in a work system, and how might it impact humans. A lack of knowledge about the roles that humans and DTs play in a work system can result in significant costs, misallocation of resources, unrealistic expectations from DTs, and strategic misalignments. To alleviate this challenge, this paper answers the research question: When humans work with DTs, what types of roles can a DT play, and to what extent can those roles be automated? Specifically, we propose a two-dimensional conceptual framework, Levels of Digital Twin (LoDT). The framework is an integration of the types of roles a DT can play, broadly categorized under (1) Observer, (2) Analyst, (3) Decision Maker, and (4) Action Executor, and the extent of automation for each of these roles, divided into five different levels ranging from completely manual to fully automated. A particular DT can play any number of roles at varying levels. The framework can help practitioners systematically plan DT deployments, clearly communicate goals and deliverables, and lay out a strategic vision. A case study illustrates the usefulness of the framework.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 4 of its 121 references that are in the map. First posted on arXiv 8 Jan 2023.

Builds on

4 of 121 references.

References · 4

  1. 2022Digital Twin: From Concept to Practicecited by 4
  2. 2022Digital Twin in Practice: Emergent Insights from an ethnographic-action research studycited by 4
  3. 2022A new perspective on Digital Twins: Imparting intelligence and agency to entitiescited by 3
  4. 2021Digital Building Twins and Blockchain for Performance-Based (Smart) Contractscited by 1

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 1; 2024: 0; 2025: 0; 2026: 1.

2 papers.