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AI Enabled Reflections In Agile Delivery
Evolution Of Agile
VALUES
➢ Individuals and interactions over processes and tools
➢ Working software over comprehensive documentation
➢ Customer collaboration over contract negotiation
➢ Responding to change over following a plan
SCRUM
Cross functional Team
Sprints provide Discipline
XP
Automated Testing
Test First
Paired programming
Continuous
Integration
KANBAN
Create teams to the
extent possible
Adopt a common
cadence
Transparency, inspection and adaptation
Early &
Continuous
Delivery ,
Embrace Change,
Reflection &
Adjustment ,
Self Organizing
Teams
Retrospectives
Optimizing For Better Efficacy
Recommendation
Systems
Sentiment
Analysis
Topic
Modelling
Predictive
Analytics
Automated
Analysis
Enhanced
Objectivity
Realtime
results
Common
Themes
Valuable
Insights
Pattern
Recognition
Algorithms
Dynamic
Adaptation
Feedback
Loop
Foresee
potential delays
Resource
Allocation
Transforming Scrum Ceremonies
03
SPRINT REVIEW
• Task Prioritization :Priority Matrix
• Estimation Assistance: : Scrum Poker
SPRINT PLANNING
01
• Automated Progress Tracking: JIRA + Status
Hero
• Sentiment Analysis
DAILY STANDUP:
02
Harnessing the
power of AI
Integration.
• User Feedback Analysis: NLP-powered tools e.g..
Monkey Learn
• Demo Automation
04
SPRINT RETROSPECTIVE
• Feedback Analysis: sentiment analysis and keyword
extraction on retrospective comments
• Action Item Tracking : Retrium
Trends For 2024
❑ Agile Scaling Across Industries
❑ Agile Design Thinking
❑ Emphasis on Customer Collaboration and Adaptability
❑ Dominance of Scaled Agile and Scrum
❑ Agile AI and Machine Learning Integration
Thank You
Indranil M
Indranil.mukhopadhyay@prediqt.it

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ANIn Kolkata April 2024 | AI Enabled Reflection in Agile Delivery by Indranil Mukhopadhyay

  • 1. AI Enabled Reflections In Agile Delivery
  • 2. Evolution Of Agile VALUES ➢ Individuals and interactions over processes and tools ➢ Working software over comprehensive documentation ➢ Customer collaboration over contract negotiation ➢ Responding to change over following a plan SCRUM Cross functional Team Sprints provide Discipline XP Automated Testing Test First Paired programming Continuous Integration KANBAN Create teams to the extent possible Adopt a common cadence Transparency, inspection and adaptation Early & Continuous Delivery , Embrace Change, Reflection & Adjustment , Self Organizing Teams
  • 4. Optimizing For Better Efficacy Recommendation Systems Sentiment Analysis Topic Modelling Predictive Analytics Automated Analysis Enhanced Objectivity Realtime results Common Themes Valuable Insights Pattern Recognition Algorithms Dynamic Adaptation Feedback Loop Foresee potential delays Resource Allocation
  • 5. Transforming Scrum Ceremonies 03 SPRINT REVIEW • Task Prioritization :Priority Matrix • Estimation Assistance: : Scrum Poker SPRINT PLANNING 01 • Automated Progress Tracking: JIRA + Status Hero • Sentiment Analysis DAILY STANDUP: 02 Harnessing the power of AI Integration. • User Feedback Analysis: NLP-powered tools e.g.. Monkey Learn • Demo Automation 04 SPRINT RETROSPECTIVE • Feedback Analysis: sentiment analysis and keyword extraction on retrospective comments • Action Item Tracking : Retrium
  • 6. Trends For 2024 ❑ Agile Scaling Across Industries ❑ Agile Design Thinking ❑ Emphasis on Customer Collaboration and Adaptability ❑ Dominance of Scaled Agile and Scrum ❑ Agile AI and Machine Learning Integration