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Exercise

Types of assumptions

Signs your product needs an audit
Exercise

Signs your product needs an audit

Popular prioritization frameworks
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Popular prioritization frameworks

Exercise

Assessing the risks of a solution

Frameworks for product decisions
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Frameworks for product decisions

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Unpredictability and edge cases

Exercise

Assess risks

Exercise

What product trade-offs are

Risk assessment frameworks for AI features
Exercise

Risk assessment frameworks for AI features

Exercise

Recognizing churn risk indicators in journey maps

Segmenting risk levels
Exercise

Segmenting risk levels

Exercise

Risk assessment

Exercise

Red flags in data discussions

Exercise

Establishing accountability protocols

Making precision and recall tradeoffs
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Making precision and recall tradeoffs

Exercise

Managing implementation risks

Identifying the illusion of certainty in planning
Exercise

Identifying the illusion of certainty in planning

Applying the RICE framework to feature decisions
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Applying the RICE framework to feature decisions

Exercise

Presenting guardrail metrics to stakeholders

Exercise

Recognizing AI capability boundaries

Exercise

Understanding relative estimation

Scoring and ranking decisions
Exercise

Scoring and ranking decisions

Ethical considerations
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Ethical considerations

Exercise

Communication planning

Exercise

Breaking down the RICE formula

ROI and payback period analysis
Exercise

ROI and payback period analysis

Exercise

Third-party data risks

Exercise

Setting appropriate human oversight checkpoints

Recovering from trust breakdowns
Exercise

Recovering from trust breakdowns

Run a SWOT analysis
Exercise

Run a SWOT analysis

Evaluate data quality and reliability
Exercise

Evaluate data quality and reliability

Recovering control when automation fails
Exercise

Recovering control when automation fails

Recovering from failures
Exercise

Recovering from failures

Risk assessment for sprints
Exercise

Risk assessment for sprints

Exercise

Multi-year planning

Applying RICE to a product scenario
Exercise

Applying RICE to a product scenario

Exercise

Analyzing high-stakes situations

Exercise

Preparing for emerging risks

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Privacy impact assessments

Risk assessment
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Risk assessment

Adapting transparency to risk levels
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Adapting transparency to risk levels

Exercise

Identifying risks in dependency chains

Exercise

Decide when validation is strong enough to move forward

Burn rate and runway calculations
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Burn rate and runway calculations

Exercise

From useful inaccuracies to harmful errors

Exercise

Turning assumptions into measurable checks

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Scaling readiness evaluation

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Spotting SCARF sensitivities in real scenarios

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Detecting risks in multi-stakeholder settings

Exercise

Identifying early warning signals in specs