Kelly EmrickData Analytics Lab

Data Analytics Lab

Pressure-test strategy in real time.

104 interactive models, dashboards, and decision tools, written and tested page by page. Move the inputs and the numbers move with you.

Browse the labDashboard database
104Tools and dashboards

9Domains
3Connected sites

I built this site as a working lab for healthcare leaders to explore AI analytics across the healthcare ecosystem, and I write and test all the code in each dashboard myself.

Kelly Emrick

This is for the curious. The tools here help hospital and health-plan leaders pressure-test strategy in real time: population health workspaces, leadership predictors, risk modeling, Monte Carlo simulations, and purpose-built radiology analytics.

Every module updates instantly in the browser, which makes the site a living decision notebook rather than a static article. If you are leading transformation work, take a tour, move the sliders, and see how the numbers change.

Explore the lab

All tools and dashboards

Every interactive model, dashboard, and decision tool on this site, each one linked exactly once. Browse by domain, or switch to A to Z when you already know the name.

Showing 104 of 104 tools across 9 domains.

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AI & Governance3 tools

AI Governance DashboardStructure oversight of clinical AI: model inventory, risk tiering, monitoring cadence, and escalation paths.AI & GovernanceFeaturedHealthcare Probabilistic ModelingReason about uncertainty explicitly instead of planning from a single point estimate.AI & GovernanceRadLogicAI DashboardApplied AI workspace for radiology: where algorithmic support fits the read, and where it does not.AI & Governance

Radiology & Imaging17 tools

Imaging Services AnalysisService-line level view of an imaging portfolio: modality mix, capacity, and contribution.Radiology & ImagingMRI Command Center DashboardOne operational view of the magnet: schedule pressure, throughput, delays, and same-day recovery.Radiology & ImagingFeaturedMRI Safety Compliance ReviewSecond safety build: staff-facing compliance checks against the same MR safety standards.Radiology & ImagingMRI Safety DashboardZone control, screening compliance, and incident tracking for an MR safety program.Radiology & ImagingMRI Service-Line Expansion ToolTest whether a second magnet, extended hours, or a new site actually pays for itself.Radiology & ImagingMRI Volume Scenario PlanningMove volume, hours, and no-show assumptions and watch the annual picture reshape.Radiology & ImagingNewRadiology DashboardGeneral-purpose radiology operations view built for a department leader’s Monday morning.Radiology & ImagingRadiology Equipment Purchase AnalyzerBuild the capital case: acquisition cost, volume assumptions, service contract, and payback.Radiology & ImagingRadiology FlowTrace a patient from arrival to report and find where the minutes are actually lost.Radiology & ImagingRadiology KPIsThe measures that matter in imaging, defined precisely enough to hold up in a budget meeting.Radiology & ImagingRadiology Leadership Operations DashboardThe operating picture a radiology leader needs across people, volume, quality, and cost.Radiology & ImagingFeaturedRadiology Leadership Practice TestTest your judgment on the decisions radiology leaders face, not the trivia.Radiology & ImagingRadiology Operational Analysis: Multi-State SystemFull operational analysis across a multi-state imaging footprint, site by site.Radiology & ImagingRadiology OptimizerAdjust staffing, scheduling, and modality assignment against throughput and turnaround.Radiology & ImagingRadiology Patient SatisfactionWhat patients actually respond to in an imaging encounter, and what they never notice.Radiology & ImagingNewRadiology Technologist Practice TestsRegistry-style practice questions for technologists preparing for certification.Radiology & ImagingRadiology: Lead or Be LedWhether radiology sets its own agenda or has one set for it, made measurable.Radiology & ImagingNew

Leadership16 tools

Adaptive LeadershipDistinguish technical problems from adaptive ones, and stop solving the wrong kind.LeadershipAdaptive Leadership Practice TestPractice telling adaptive challenges from technical ones under realistic conditions.LeadershipCODE of Operational ExcellenceA four-part operating discipline for leaders who have to deliver results, not slogans.LeadershipNewEmotional IntelligenceThe four EI domains applied to healthcare leadership situations that go sideways.LeadershipGame Theory and LeadershipStrategic interaction inside health systems: incentives, signaling, and repeated games.LeadershipLeadership Development StudioBuild a development plan from a diagnosed gap rather than a catalog of courses.LeadershipLeadership Effectiveness DashboardA running read on leadership performance across the behaviors that predict team outcomes.LeadershipFeaturedLeadership Effectiveness TestSelf-assessment across the effectiveness dimensions that separate managers from leaders.LeadershipLeadership Experience SurveyCapture what your team actually experiences from your leadership, not what you intend.LeadershipLeadership Integrity Stress-TestPressure-test stated values against the situations that actually cost something.LeadershipLeadership Potential QuizA short read on readiness before the promotion, not after it.LeadershipLeadership Practice TestScenario questions on the leadership decisions that come up in real departments.LeadershipLeadership ScorecardScore a leader against defined criteria and see where the evidence is thin.LeadershipLeadership Under PressureHow judgment shifts when time, information, and political cover all run short.LeadershipThe Integrity IndexTurn integrity from a stated value into an observable, scored construct.LeadershipThe ROAD ModelA structured route from a stated problem to a decision someone can be held to.LeadershipNew

Finance & Revenue11 tools

Accounting DashboardThe accounting view a clinical leader needs to speak credibly with finance.Finance & RevenueHealthcare Finance KPIsThe finance measures that govern a healthcare operating budget, defined plainly.Finance & RevenueHealthcare Financial Outcome PredictorPredict the financial result of an operating change before you commit to it.Finance & RevenueHealthcare Financial Projection DashboardProject volume, payer mix, and cost forward and see the margin consequence immediately.Finance & RevenueFeaturedHospital BenchmarksCompare performance against benchmark ranges without pretending they are targets.Finance & RevenueHospital Financial QuizCheck your working knowledge of hospital finance before the budget cycle does it for you.Finance & RevenueHospital Price Transparency ExplorerWork through posted price data and what it does and does not reveal about a market.Finance & RevenueKPI DashboardGeneral KPI workspace: define the measure, set the target, watch the variance.Finance & RevenuePatient Leakage Recovery SimulatorQuantify referrals leaving the system and the revenue that leaves with them.Finance & RevenueRevenue Cycle AutomationWhere automation pays in the revenue cycle, and where it just moves the rework.Finance & RevenueTwo-Step Company EvaluationA fast two-pass method for sizing up an organization’s financial condition.Finance & Revenue

Clinical & Quality19 tools

Cardiovascular Risk and Benefit ExplorerWeigh cardiovascular risk against the benefit of intervention in explicit numbers.Clinical & QualityClinical Governance DashboardGovernance structure for clinical quality: who decides, on what evidence, how often.Clinical & QualityDischarge PlanningPlan the discharge as a process with owners, not as a form signed at the end.Clinical & QualityDischarge Risk ToolScore discharge risk before the patient leaves, while intervention is still possible.Clinical & QualityED Pressure Command CenterEmergency department load, boarding, and downstream capacity in a single control view.Clinical & QualityED Risk and Discharge ToolRisk-stratify an ED discharge decision against return likelihood.Clinical & QualityER Return Risk CalculatorEstimate the probability a patient comes back, and what would change it.Clinical & QualityHeart Age CalculatorTranslate cardiovascular risk factors into an age a patient can actually feel.Clinical & QualityMedication Complexity RiskRegimen complexity as a measurable driver of adherence failure and readmission.Clinical & QualityPatient ExperienceWhat drives an experience score, separated from what merely correlates with one.Clinical & QualityPatient Experience DashboardExperience performance by service and site, with the drivers ranked.Clinical & QualityPatient Intake ModelThe front door as a reliability problem: capture, verify, schedule, arrive.Clinical & QualityPROMs Outcomes DashboardPatient-reported outcome measures put next to the clinical measures they should inform.Clinical & QualityQuality DashboardQuality performance in one view, built so a board can read it without a translator.Clinical & QualityReadmission Risk: LACE and HOSPITALTwo published readmission indices, calculated side by side on the same patient.Clinical & QualitySentinel Event DashboardTrack sentinel events, root cause findings, and whether corrective actions held.Clinical & QualitySepsisThe clinical and operational picture of sepsis care in one place.Clinical & QualitySepsis Screening ToolScreening logic applied at the point where minutes change the outcome.Clinical & QualitySepsis TriageTriage decision support for suspected sepsis presentations.Clinical & Quality

Population Health8 tools

CMS Rural Health ProgramProgram structure, eligibility, and what rural systems can actually claim.Population HealthCMS Rural Health TransformationThe transformation model and the operating change it asks rural providers to make.Population HealthHallmarks of AgingThe biological hallmarks of aging and what each one implies for care delivery.Population HealthHealthcare Access ModelAccess as a system property: supply, distance, coverage, and the gap they leave.Population HealthMedicaid Work Requirements SimulatorModel coverage loss and administrative burden under work requirement policy.Population HealthOlder Adult Access DashboardAccess barriers specific to an aging population, mapped and quantified.Population HealthSDOH TrackerTrack social risk at population level and watch it move with intervention.Population HealthSocial Determinants of HealthThe non-clinical drivers that decide most of the outcome, made operational.Population Health

Workforce14 tools

Collective Bargaining in HealthcareHow bargaining actually works in health systems, and what management gets wrong.WorkforceError Management TrainingTrain people to catch and recover from error instead of pretending it away.WorkforceHigh-Impact Employee AnalysisIdentify the people whose departure would actually hurt, before they resign.WorkforceHigh-Impact Employee AssessmentAssessment instrument behind the high-impact analysis, scored per employee.WorkforceNurse Staffing ModelerModel nurse staffing against acuity, volume, and the cost of the alternative.WorkforceOrganizational CultureCulture described in observable behavior rather than posters and values statements.WorkforceNewOrganizational Culture Health CheckA diagnostic read on culture health across the dimensions that predict turnover.WorkforceRadiology Staff Efficiency TrackerTechnologist productivity measured without turning the measure into the goal.WorkforceRadiology Staff Performance ReviewStructure a performance review that produces a decision, not a filed document.WorkforceRadiology Staff Performance TrackerOngoing performance tracking between reviews, so the review has evidence.WorkforceRadiology Staff Satisfaction ToolkitInstruments and follow-through for measuring imaging staff satisfaction honestly.WorkforceRadiology Staff SurveyThe survey itself, written so the answers are usable.WorkforceStaff Burnout and RecoveryBurnout as a workload and control problem with a recovery path you can staff.WorkforceWorkforce Staffing and SafetyWhere staffing levels stop being a budget question and start being a safety one.Workforce

Modeling7 tools

Chi-Square in Radiology LeadershipWhen a chi-square test answers a real operational question, and when it does not.ModelingNewMathematical Model to Improve System EfficiencyA formal patient-flow model for finding the constraint in a care pathway.ModelingMonte Carlo SimulationsRun a decision thousands of times and read the distribution instead of the guess.ModelingFeaturedOrganization Versus RandomnessTelling a real signal from noise before you reorganize a department around it.ModelingOutcome Uncertainty ModelingPut honest confidence bounds around a projection before anyone plans against it.ModelingTheory of ConstraintsFind the bottleneck, subordinate everything to it, then move it.ModelingTheory of Constraints: Sample CalculationsThe arithmetic behind the constraint, worked through step by step.Modeling

Reference & Fun9 tools

2026 Goal TrackerSet goals for the year and keep an honest record of what moved.Reference & FunBullshit Meter (Just for Fun)Score a claim on how much of it survives contact with evidence.Reference & FunFitness CoachA personal fitness planner built with the same modeling approach as the clinical tools.Reference & FunHealthWire NewsA running feed of healthcare news worth a leader’s attention.Reference & FunLive Healthcare News FeedLive headlines across policy, payment, and delivery.Reference & FunMathematics of CreativityWhere structure helps creative work and where it strangles it.Reference & FunTest Your General KnowledgeGeneral knowledge questions, no healthcare required.Reference & FunTwo-Minute EvaluationA fast structured read when you have two minutes and a decision to make.Reference & FunWheel of FortuneA spin-the-wheel diversion built to test browser interaction patterns.Reference & Fun
How to use the lab

Built to be argued with.

Each tool is a model, and every model carries assumptions. The inputs are exposed on purpose so you can change them, disagree with them, and see what your own numbers produce instead of mine.

If a calculation looks wrong, a shortcode fails to render, or a model needs an input it does not have, say so and it gets fixed.

Working lab notice

All dashboards, calculators, models, and interactive tools on this site are working labs and may be revised, corrected, or updated over time. Outputs should be independently validated before use in clinical, financial, operational, legal, or regulatory decision-making. Please report any coding error, model issue, calculation concern, or broken shortcode.

Disclaimer: All dashboards, calculators, models, and interactive tools on this website are working labs and may be revised, corrected, or updated over time. Outputs should be independently validated before use in clinical, financial, operational, legal, or regulatory decision-making. WordPress plugins, scripts, and shortcodes may occasionally display errors or fail to render correctly due to theme, browser, cache, or compatibility issues. Please contact the website administrator if you identify a coding error, model issue, calculation concern, or broken shortcode.