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The potential of socio-technical approaches in dealing with - - PowerPoint PPT Presentation

The potential of socio-technical approaches in dealing with complexity Preparing production systems for the Internet of Things Andr Calero Valdez Philipp Brauner, Martina Ziefle Industrie 4.0 The Internet of Things and Production Pervasive


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The potential of socio-technical approaches in dealing with complexity

Preparing production systems for the Internet of Things

André Calero Valdez Philipp Brauner, Martina Ziefle

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Potential of socio-technical approaches André Calero Valdez

Industrie 4.0 The Internet of Things and Production

Pervasive digitalization Integrated cyber-physical systems

  • Improved capacity utilization
  • Improved cost-effectiveness

Foster innovation

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Potential of socio-technical approaches André Calero Valdez

Challenges in Industrie 4.0 What will we have to adapt to?

Transition in engineering work

  • Self-optimizing, individualized, integrated processes
  • Regulatory and monitoring tasks

Challenges in

  • Managing knowledge
  • Sharing responsibility
  • Dealing with complexity
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Potential of socio-technical approaches André Calero Valdez

Socio-Technical Systems (according to Leavitt 1964) What drives a STS?

Humans and Technology

  • Solve a specific task
  • Mutual benefits

Quality depends on interactions of subsystems Designed features with linear cause- effect Non-designed non-linear emergent features => Complexity

Task Technology Structure/Role Actor

Technical Subsystem

Social Subsystem

Input Output

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Potential of socio-technical approaches André Calero Valdez

Complexity in Human Machine Interaction Not all complexity is created equal

Perceptual complexity

  • Gestalt theory, homogeneity, simplicity, information entropy, form

complexity, visual chunking, pop-out, etc.

Task-complexity

  • Multi-variate decision making, goal complexity, input complexity,

process/training, time, presentation, etc.

Cognitive complexity

  • Relational knowledge (t,s,b), planning tasks, categorization, narrativity,

uncertainty, risk

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Potential of socio-technical approaches André Calero Valdez

Use Cases When does complexity matter?

Visualization of complex data (ERP)

  • Monitoring tasks, multivariate tasks
  • Decision-Support => Consequences

Simulation and scientific visualization

  • Burden of knowledge
  • High-dimensional data

Implications for UI Design Processes Associated Costs?

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Potential of socio-technical approaches André Calero Valdez

Experimental Example: Reading of numerical data Poor usability is pricey in scenarios with high complexity

5000 10000 15000 20000 25000 short (4 lines) long (8 lines) Reaction time [ms] Table length simple medium difficult 5000 10000 15000 20000 25000 short (4 lines) long (8 lines) Reaction time [ms] Table length simple medium difficult

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Potential of socio-technical approaches André Calero Valdez

Addressing complexity in STS Research Framework for STS

What aspects influence complexity in Industrie 4.0?

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Potential of socio-technical approaches André Calero Valdez

Research Framework for STS What factors should we focus on?

Task domain Urgency

  • Shorter Time-Frames
  • Faster planning

Habituation

  • Repetition frees cognitive resources
  • Small changes?

Strategies

  • Good strategies (best practices)
  • Circumvention strategies

Task

Urgency, Habituation, Strategies

Technology

Visualization, Decision Support, Interactions

Structure/Role

Responsibility, Delegation, Communication

User

Skills, Human Factors, Diversity Understanding Design

Technical Subsystem

Social Subsystem

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Potential of socio-technical approaches André Calero Valdez

Research Framework for STS What factors should we focus on?

User domain Skills

  • HR-Management of competencies
  • Learning on the job

Human Factors

  • Ergonomics
  • Task-Fit

Diversity

  • Motivation & Values
  • Demographic changes

Task

Urgency, Habituation, Strategies

Technology

Visualization, Decision Support, Interactions

Structure/Role

Responsibility, Delegation, Communication

User

Skills, Human Factors, Diversity Understanding Design

Technical Subsystem

Social Subsystem

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Potential of socio-technical approaches André Calero Valdez

Research Framework for STS What factors should we focus on?

Technology domain Visualization

  • Perceptual mapping
  • Entropy detection & Hypothesis

generation

Decision Support

  • Transparency & comprehensibility
  • Trust

Interactions

  • New forms of interaction
  • Adaptive Interfaces

Task

Urgency, Habituation, Strategies

Technology

Visualization, Decision Support, Interactions

Structure/Role

Responsibility, Delegation, Communication

User

Skills, Human Factors, Diversity Understanding Design

Technical Subsystem

Social Subsystem

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Potential of socio-technical approaches André Calero Valdez

Research Framework for STS What factors should we focus on?

Structure domain Responsibility

  • Shared between algorithm or user
  • Influence on Motivation

Delegation

  • Benefit trade-offs

(performance/learning)

  • Adjustable complexity

Communication

  • Planned, organizational development
  • Ad-hoc understanding

Task

Urgency, Habituation, Strategies

Technology

Visualization, Decision Support, Interactions

Structure/Role

Responsibility, Delegation, Communication

User

Skills, Human Factors, Diversity Understanding Design

Technical Subsystem

Social Subsystem

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Potential of socio-technical approaches André Calero Valdez

Unification of four domains

Understanding Task and User Designing Technology and Structure

Task

Urgency, Habituation, Strategies

Technology

Visualization, Decision Support, Interactions

Structure/Role

Responsibility, Delegation, Communication

User

Skills, Human Factors, Diversity Understanding Design

Technical Subsystem

Social Subsystem

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Potential of socio-technical approaches André Calero Valdez

Summary Thank you very much for your attention!

Socio-technical systems

  • Linear and non-linear features

Different forms of complexity

  • Visual, Cognitive, Task

Usability is crucial in complex environments Research framework investigating complexity