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Role of data in business processes
Delphine Coille, Evangelist and
Community Manager at Bonitasoft
@CoilleDelphine
Kay Winkler, Director of NSI Soluciones
VP of Chapter Services at ABPMP
@KayBPM
What do we already use?
• Reports
• Indicators
• Business Activity Monitoring (BAM)
• Business Intelligence (BI partially)
How to align our BPM Data to the company’s strategy
Train of Thought:
• Variables -> KPIs -> BAM -> BI -> Predictive -> Pattern
Recognition
-> Big Data + RPA/Machine Learning...
• Variance vs. Average
The Big Differentiator of Big Data
Big scale data collection and usage
Use of crude and even unstructured
data (crude data > few data)
Correlation > Causality
Big Data determines the What?
and not the Why?
The growing Interest in Machine Learning
How to achieve all that with BPM?
External Repository: (ej. World Bank/Big Data)
A goal, a method, a tool, and a lot of data
• Goal : avoid delays
• Method : AI algorithm based on Process Performance Mining
• Tool : Bonita Intelligent Continuous Improvement and Elastic Search
• Data : Process and business data
Our solution for Intelligent Continuous Improvement
Operational business processes improvement
BICI
Personas
Patty
(Bonita Platform Administrator)
Dave
(Bonita Developer)
Omar
(Operations Manager)
Andy
(End user)
Bonita Intelligent Continuous Improvement:
Architecture
Domains of application
Relevant for all timeboxed processes
• Validation
• Multimodal travel
• Ticketing, support
• Delivery
• Complex projects
Specific Use case demo
Loan management in Banking area
• Useful in business contexts where the duration of an
execution is an important quality indicator
• “Augments” employee decision-making with data only
accessible through an AI algorithm
• Data Scientist
The unique value of Bonita Continuous
Intelligent Improvement
• Can be added to an existing production environment
• Predictions are available couple of hours after deployment
Bonita Intelligent Continuous Improvement v1.2
and beyond our research continues
• Statistics on task execution
• Decision support on best task assignment
• Heat maps on process execution. Detect flaws.
• Bring on the data
• Explain impact on case duration
• Enhance the algorithm for better accuracy
• More on business intelligence analytics
• Other predictions
• End of the trace for each case (quality of service)
• Technical errors or outages (robustness)
Q&A session
You ask, we answer!

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Process mining: The role of Data in Business Processes

  • 1. Role of data in business processes Delphine Coille, Evangelist and Community Manager at Bonitasoft @CoilleDelphine Kay Winkler, Director of NSI Soluciones VP of Chapter Services at ABPMP @KayBPM
  • 2. What do we already use? • Reports • Indicators • Business Activity Monitoring (BAM) • Business Intelligence (BI partially)
  • 3. How to align our BPM Data to the company’s strategy Train of Thought: • Variables -> KPIs -> BAM -> BI -> Predictive -> Pattern Recognition -> Big Data + RPA/Machine Learning... • Variance vs. Average
  • 4. The Big Differentiator of Big Data Big scale data collection and usage Use of crude and even unstructured data (crude data > few data) Correlation > Causality Big Data determines the What? and not the Why?
  • 5. The growing Interest in Machine Learning
  • 6. How to achieve all that with BPM? External Repository: (ej. World Bank/Big Data)
  • 7. A goal, a method, a tool, and a lot of data
  • 8. • Goal : avoid delays • Method : AI algorithm based on Process Performance Mining • Tool : Bonita Intelligent Continuous Improvement and Elastic Search • Data : Process and business data Our solution for Intelligent Continuous Improvement Operational business processes improvement BICI
  • 9. Personas Patty (Bonita Platform Administrator) Dave (Bonita Developer) Omar (Operations Manager) Andy (End user) Bonita Intelligent Continuous Improvement: Architecture
  • 10. Domains of application Relevant for all timeboxed processes • Validation • Multimodal travel • Ticketing, support • Delivery • Complex projects
  • 11. Specific Use case demo Loan management in Banking area
  • 12. • Useful in business contexts where the duration of an execution is an important quality indicator • “Augments” employee decision-making with data only accessible through an AI algorithm • Data Scientist The unique value of Bonita Continuous Intelligent Improvement • Can be added to an existing production environment • Predictions are available couple of hours after deployment
  • 13. Bonita Intelligent Continuous Improvement v1.2 and beyond our research continues • Statistics on task execution • Decision support on best task assignment • Heat maps on process execution. Detect flaws. • Bring on the data • Explain impact on case duration • Enhance the algorithm for better accuracy • More on business intelligence analytics • Other predictions • End of the trace for each case (quality of service) • Technical errors or outages (robustness)
  • 14. Q&A session You ask, we answer!