Indies Education · Business Curriculum

Decision Making

Use evidence, explicit trade-offs, and review loops to make better calls under uncertainty.

  • How Good Are Your Project Management Skills?

    A serious project-management self-assessment examines evidence from live decisions and outcomes rather than producing a flattering personality score. This chapter offers a capability model, behavioral rubrics, artifact review, multisource feedback, simulation, development experiments, safeguards, and a 90-day growth plan.

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  • The Stepladder Technique for Better Group Decisions

    The Stepladder Technique structures how members enter a decision discussion so each person contributes before being influenced by the existing group. This chapter explains independent preparation, core-pair formation, sequential entry, evidence capture, order effects, hierarchy, remote adaptation, decision rules, validation, and limits.

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  • Avoiding Groupthink: Build Decisions That Invite Dissent

    Groupthink describes a pattern in which pressure for agreement undermines realistic appraisal. This chapter examines the theory and its criticisms, conformity, shared-information bias, authority, escalation, authentic versus assigned dissent, red teams, premortems, independent estimates, decision records, and safeguards for high-quality group choice.

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  • Hartnett’s Consensus-Oriented Decision-Making Model

    Hartnett’s Consensus-Oriented Decision-Making model guides groups from framing and open discussion through proposal development, concern testing, modification, decision, and implementation. This chapter explains its seven steps, consensus meaning, facilitation, stand-asides and objections, authority, evidence, accessibility, power, failure modes, and responsible use.

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  • Prepare Yourself to Make Better Decisions

    A rigorous, practical guide to prepare attention, objectives, evidence, emotional state, conflicts, uncertainty, and time so consequential choices are not made from avoidable cognitive depletion or urgency theatre. It combines a defensible decision model, a worked business case, implementation steps, measurement architecture, ethical guardrails, leadership questions, and field exercises for operators who need to turn.

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  • Equip Your Team to Make Better Decisions

    A rigorous, practical guide to build team decision capability through clear rights, shared context, information access, methods, psychological safety, escalation, resources, and feedback. It combines a defensible decision model, a worked business case, implementation steps, measurement architecture, ethical guardrails, leadership questions, and field exercises for operators who need to turn analysis into coordinated action.

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  • The Ladder of Inference: Test Your Reasoning

    A rigorous, practical guide to slow the movement from selected data to meaning, assumptions, conclusions, beliefs, and action so teams can inspect reasoning and learn from disagreement. It combines a defensible decision model, a worked business case, implementation steps, measurement architecture, ethical guardrails, leadership questions, and field exercises for operators who need to turn analysis.

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  • Decision Making Under Uncertainty: A Practical Guide

    A rigorous, practical guide to choose robust, staged, and learnable actions when probabilities, mechanisms, outcomes, or future conditions are only partly known. It combines a defensible decision model, a worked business case, implementation steps, measurement architecture, ethical guardrails, leadership questions, and field exercises for operators who need to turn analysis into coordinated action.

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  • Risk Impact/Probability Charts Done Right

    Impact/probability charts can organize risk conversations but often create false precision and rank reversals. This chapter explains scale design, scenario wording, matrix mapping, confidence, velocity, controls, escalation, a worked portfolio case, and when deeper analysis is mandatory.

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  • Risk Prioritization: From Scores to Action

    Risk prioritization allocates scarce attention, capital, and response capacity across uncertain scenarios. This chapter offers a rigorous portfolio method covering mandatory gates, exposure, tail harm, velocity, controls, dependencies, tractability, information value, sequencing, and review.

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  • Quantitative Pros and Cons: A Decision Guide

    Quantitative pros and cons extends a simple list into a transparent multi-criteria decision model. This chapter explains objectives, alternatives, measurement scales, swing weighting, scoring, uncertainty, sensitivity, stakeholder distribution, validation, and the false precision that can turn arithmetic into camouflage.

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  • What-If Analysis: Scenarios, Sensitivity, and Action

    What-if analysis asks how outcomes change when assumptions or events differ. This chapter distinguishes sensitivity, scenario, stress, break-even, and simulation methods; explains model validation, correlated inputs, thresholds, decision rules, communication, and the dangers of treating a spreadsheet as reality.

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