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Coursera

Leveraging AI for Precision Insights

via Coursera

Overview

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This course equips scrum masters with the knowledge to combine quantitative product metrics with qualitative sentiment analysis for a 360-degree view of team health. Participants will discover how AI-driven analytics can evaluate velocity, cycle time, and burndown data alongside real-time morale indicators to proactively address conflict and burnout. The course also guides leaders through customizing AI models to match their team’s unique communication style while upholding strict data privacy and ethical standards.

Syllabus

  • AI-Powered Metrics for High Performing Teams
    • In this section, learners explore how AI-powered metrics can be systematically applied to evaluate team well-being and cultivate high-performing agile environments. Rather than letting traditional data like velocity and burn-down charts tell an incomplete story or allowing hidden workspace conflicts to drain valuable coordination energy, this module analyzes how machine learning algorithms synthesize qualitative and quantitative insights. Learners will examine how ecosystem tools like Jira, Asana, and ClickUp offer advanced roadmaps, capacity recommendations, and predictive dashboard updates, while exploring how stand-alone communication analysis software like TeamMood, Retrium, Geekbot, and SWOOP Analytics track sentiment trends and interaction frequency. By studying these data-driven performance correlations and baseline privacy standards, learners establish a clear methodology for proactive conflict management, personalized team coaching, and the responsible, empathetic application of technical insights.
  • Using AI to Understand and Improve Team Sentiment
    • In this section, learners explore how artificial intelligence can be practically applied to decode team sentiment, recognize emotional patterns, and build psychological safety within agile teams. Rather than relying solely on subjective intuition or allowing unaddressed interpersonal tensions to boil over into full-blown team conflicts, this module analyzes how automated sentiment tracking creates an objective, data-driven radar for collective morale. Learners will examine how continuous monitoring tools like TeamMood, Kona, Disco, and Retrium seamlessly integrate with platforms like Slack and Microsoft Teams to analyze real-time word choice, tone, and emotional cues, while exploring how natural-language processing and machine learning models convert conversation metrics into visual trend reports and proactive, actionable insights. By studying these diagnostic practices, transparent communication workflows, and empathetic conflict resolution frameworks, learners establish a clear approach to leading with empathy while leveraging objective data to drive positive change and support a healthy team culture.
  • Tailoring AI to Your Unique Team
    • In this section, learners explore how AI-powered sentiment analysis can be practically applied to evaluate the collective mood of team members and improve workspace collaboration. Rather than letting unspoken frustrations and toxic conflict patterns simmer unnoticed beneath the surface, this module analyzes how machine learning algorithms provide a level of data-driven objectivity to help the scrum master manage team health. Learners will examine how communication tracking tools, such as TeamMood, Kona, Disco, and Retrium, seamlessly integrate with messaging platforms to analyze word choices, text tones, and emotional cues, while exploring targeted conversation strategies to address specific challenges revealed by the data. By studying these data collection habits, trend isolation methods, and open-ended questioning techniques, learners establish a practical blueprint for aligning automated insights with human intuition to resolve hidden issues and cultivate a resilient team culture.

Taught by

Scrum Alliance

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