Turn Data into Better Decisions — Practical Playbook

{ "Title": "Turn Data into Better Decisions — Practical Playbook", "IntroductionHtml": "

Welcome

This playbook helps teams move beyond descriptive reporting toward clear, evidence-based decisions. Use the templates below during a decision huddle or asynchronously to: frame the problem, design an evidence plan, set analysis acceptance criteria, record the decision and communication plan, and schedule post-decision evaluation. Fields are saved so your team can track follow-up, measure outcomes, and learn over time.

How to use this form

1. Start with Problem Framing to align stakeholders and constraints.
2. Build a concise Evidence Plan identifying data sources and metrics.
3. Agree Analysis Acceptance Criteria before doing deep analysis.
4. Record the Decision and Communication Plan to make accountability explicit.
5. Schedule a Post-Decision Evaluation and assign owners for follow-through.

90-minute Decision Huddle (facilitator notes)

Suggested agenda (90 minutes):

• 5 min — Welcome & purpose
• 15 min — Problem framing and alignment
• 20 min — Evidence plan & quick data review
• 20 min — Agree analysis criteria and trade-offs
• 20 min — Make the decision, assign owners, set communication plan
• 10 min — Confirm post-decision evaluation schedule and next steps

Example (short)

Problem: Production line X has rising defect rate impacting throughput.

Decision at stake: Whether to pause the line for immediate tooling inspection or run targeted tests while keeping production live.

Evidence plan: Pull last 30 days defect-by-shift, recent maintenance logs, and 3-run sample tests from morning shift.

Decision: Run targeted tests, pause only if sample failure >5% for two consecutive runs. Owner: Plant Manager. Review in 48 hours.

", "SubmitLabel": "Save Playbook Entry", "SuccessMessage": "Saved. You can return to update this decision record or schedule evaluation reminders.", "DataType": "DecisionPlaybookForm", "SchemaVersion": "1.0", "Fields": [ { "Key": "problem_title", "FieldType": "text", "Label": "Problem / Opportunity Title", "HelpText": "Concise title that captures the issue or opportunity (for quick reference).", "Required": true }, { "Key": "background_summary", "FieldType": "textarea", "Label": "Background & Context", "HelpText": "Short description of current situation, recent changes, history, and any prior attempts to address this. Include links or pointers to supporting reports if available.", "Required": false }, { "Key": "stakeholders", "FieldType": "textarea", "Label": "Key Stakeholders and Roles", "HelpText": "Who must be involved or informed? List names, roles, and what each stakeholder cares about.", "Required": true }, { "Key": "constraints_and_boundaries", "FieldType": "textarea", "Label": "Constraints, Risks & Boundaries", "HelpText": "Time, budget, regulatory or safety constraints, and any trade-offs that limit options.", "Required": false }, { "Key": "decisions_at_stake", "FieldType": "textarea", "Label": "Decision(s) at Stake", "HelpText": "Be explicit: what exact decision(s) will this playbook inform? (E.g., pause production, approve budget, change supplier.)", "Required": true }, { "Key": "desired_outcome", "FieldType": "textarea", "Label": "Desired Outcome / Success Definition", "HelpText": "How will we know the decision succeeded? Define measurable outcomes where possible.", "Required": true }, { "Key": "evidence_data_sources", "FieldType": "textarea", "Label": "Evidence Plan — Data Sources", "HelpText": "List data sources you will use (systems, logs, sensors, surveys, experiments). Include owner or contact for each source.", "Required": true }, { "Key": "evidence_metrics", "FieldType": "textarea", "Label": "Evidence Plan — Key Metrics & Operational Definitions", "HelpText": "Specify the metrics, exactly how they are calculated, and acceptable units (e.g., defects per million, mean time between failures).", "Required": true }, { "Key": "measurement_frequency", "FieldType": "select", "Label": "Measurement Frequency", "HelpText": "How often will metrics be collected or updated?", "Required": true, "Options": [ { "Value": "ad_hoc", "Label": "Ad-hoc / as-needed" }, { "Value": "daily", "Label": "Daily" }, { "Value": "weekly", "Label": "Weekly" }, { "Value": "per_run", "Label": "Per run / batch" }, { "Value": "other", "Label": "Other (specify below)" } ] }, { "Key": "measurement_frequency_other", "FieldType": "text", "Label": "If Other, specify frequency", "HelpText": "Optional. Provide specifics if 'Other' was selected above.", "Required": false }, { "Key": "experiments_or_tests", "FieldType": "textarea", "Label": "Planned Experiments or Tests", "HelpText": "Describe any experiments, pilots, or sample tests, including sample size, duration, and expected measurements.", "Required": false }, { "Key": "data_responsible", "FieldType": "text", "Label": "Data / Analysis Owner", "HelpText": "Person responsible for gathering data and running analysis.", "Required": true }, { "Key": "analysis_acceptance_criteria", "FieldType": "textarea", "Label": "Analysis Acceptance Criteria", "HelpText": "What evidence will be considered sufficient to make the decision? Include confidence levels, thresholds, sample sizes, or specific statistical tests if relevant.", "Required": true }, { "Key": "minimum_sample_size", "FieldType": "number", "Label": "Minimum Sample Size (if applicable)", "HelpText": "Enter a numeric minimum sample size required for analysis. Leave blank if not applicable.", "Required": false }, { "Key": "required_evidence_types", "FieldType": "checkbox", "Label": "Required Evidence Types", "HelpText": "Select types of evidence that must be available before deciding.", "Required": false, "Options": [ { "Value": "time_series", "Label": "Time series / trend data" }, { "Value": "comparative", "Label": "Comparative / A vs B" }, { "Value": "sample_tests", "Label": "Sample tests or inspections" }, { "Value": "cost_analysis", "Label": "Cost / impact analysis" }, { "Value": "safety_review", "Label": "Safety / compliance review" } ] }, { "Key": "decision_record", "FieldType": "textarea", "Label": "Decision Record — Final Decision", "HelpText": "Summarize the decision that was made. If multiple options, note which option was chosen and why.", "Required": true }, { "Key": "decision_date", "FieldType": "text", "Label": "Decision Date / Timeframe", "HelpText": "Record the date/time of the decision (or expected decision date). Use YYYY-MM-DD where possible.", "Required": true }, { "Key": "decision_owner", "FieldType": "text", "Label": "Decision Owner (who has final accountability)", "HelpText": "Name and role of person accountable for the decision and its outcomes.", "Required": true }, { "Key": "rationale", "FieldType": "textarea", "Label": "Rationale & Key Evidence", "HelpText": "Concise explanation of the evidence and trade-offs that led to the decision.", "Required": true }, { "Key": "communication_plan", "FieldType": "textarea", "Label": "Communication Plan", "HelpText": "How and when will the decision be communicated? Who needs to be informed and through which channels?", "Required": true }, { "Key": "follow_up_actions", "FieldType": "textarea", "Label": "Immediate Follow-up Actions", "HelpText": "List next steps, owners, and expected completion dates for actions that must occur immediately after the decision.", "Required": false }, { "Key": "post_decision_evaluation", "FieldType": "textarea", "Label": "Post-Decision Evaluation Schedule & Metrics", "HelpText": "When and how will you evaluate the impact of the decision? Include dates, metrics to review, and acceptance criteria for success or rollback.", "Required": true }, { "Key": "evaluation_owner", "FieldType": "text", "Label": "Evaluation Owner", "HelpText": "Person responsible for running the post-decision reviews and reporting results.", "Required": true }, { "Key": "review_frequency", "FieldType": "select", "Label": "Review Frequency", "HelpText": "How often will the evaluation owner report progress?", "Required": true, "Options": [ { "Value": "48h", "Label": "48 hours" }, { "Value": "weekly", "Label": "Weekly" }, { "Value": "monthly", "Label": "Monthly" }, { "Value": "on_completion", "Label": "On completion / milestone" } ] }, { "Key": "facilitator_notes", "FieldType": "textarea", "Label": "Facilitator Notes & Timeboxed Agenda", "HelpText": "Notes for the meeting facilitator, including timeboxes, escalation rules, and suggested rapid-analysis checks.", "Required": false }, { "Key": "example_filled_templates", "FieldType": "textarea", "Label": "Example Filled Templates (Optional)", "HelpText": "Paste short example fills or links to example documents to help teams quickly adapt this template.", "Required": false }, { "Key": "attachments_or_links", "FieldType": "text", "Label": "Attachments or Links", "HelpText": "Paste URLs or reference IDs for supporting data extracts or dashboards.", "Required": false } ] }