Influencing Decisions with Data and AI: Nontechnical Skills for Data and AI Professionals
1h 23mBeginner2026-07-30
Authors

Daliana Liu
Course details
Strong technical skills alone are no longer enough for data professionals working in modern, AI-driven organizations. This course focuses on the non-technical skills that most directly shape impact: communicating with stakeholders, navigating ambiguity, and influencing decisions with data. Through real-world scenarios, explore how to frame problems, set expectations, explain uncertainty, and handle disagreement with non-technical partners. The course grounds these skills in everyday data and AI workflows, where results are probabilistic and tradeoffs are unavoidable. Rather than abstract advice, learners gain practical guidance for making their work understood, trusted, and acted upon.
Learning objectives
Lead and ship strategic, high-impact DS/ML projects.
Get stakeholder buy-in, even from tough execs.
Lead meetings and execute one-on-ones with data to guide decision-making.
Use data to identify and focus on priorities.
Get high-impact projects that advance your career.
Learning objectives
Lead and ship strategic, high-impact DS/ML projects.
Get stakeholder buy-in, even from tough execs.
Lead meetings and execute one-on-ones with data to guide decision-making.
Use data to identify and focus on priorities.
Get high-impact projects that advance your career.
Concepts
Introduction
- Transforming technical insight into influence
Earning Trust and Building Alignment with Stakeholders
- Reframing the role of data and AI
- Gathering information and navigating discovery calls
- Defining success metrics and setting expectations
- Speaking the stakeholders' language
- Navigating ambiguity and decision-making under uncertainty
Influencing Decisions and Buy-In in Stakeholder Conversations
- Keep stakeholders close - Update early and often
- Leading influential meetings and building relationships
- Presenting your findings and proposals with confidence
- Communicating with clarity and influence in emails and messages
- Creating persuasive buy-in and adoption with stakeholders
- Meditation - Connect with your inner confidence
Navigating Real-World Challenges - Pressure, Trade-Offs, and Scope
- Responding to urgent asks and learning how to say no
- Handling endless ad hoc requests strategically
- Pushing back when you're pressured to launch
- Navigating hype or automation culture when it clashes with reality
Maintaining Course When Something Doesn't Work
- Dealing with unexpected challenges
- Turning failure into reusable assets
- Rebuilding confidence after a setback
Closing the Loop for Long-Term Success and Impact
- Leading an impactful project handoff
- Success for your stakeholders - Setting them up for long-term success and impact
- Success for yourself - Showcasing wins and amplifying your influence
Conclusion
- Becoming a trusted business advisor