II.
Role overview
Reference · liverole:data-scientist
Data Scientist overview
Applies statistical modeling, machine learning, and data analysis to generate insights that drive product and business decisions. Formulates hypotheses, designs experiments, and communicates findings to both technical and non-technical audiences. Collaborates with data engineers to productionize models and with product teams to embed intelligence into features.
Attributes
displayName
Data Scientist
isAgentic
false
automatability
0.7
description
Applies statistical modeling, machine learning, and data analysis to generate
insights that drive product and business decisions. Formulates hypotheses,
designs experiments, and communicates findings to both technical and non-technical
audiences. Collaborates with data engineers to productionize models and with
product teams to embed intelligence into features.
seniority
mid
Outgoing edges
applies_to1
- domain:data-science·DomainData Science
holds_responsibility4
- responsibility:metric-definition·ResponsibilityMetric Definition
- responsibility:data-quality·ResponsibilityData Quality
- responsibility:documentation·ResponsibilityDocumentation
- responsibility:knowledge-sharing·ResponsibilityKnowledge Sharing
requires_expertise4
- skill-area:python-data-pipelines·SkillAreaPython Data Pipelines
- skill-area:dbt-modeling·SkillAreadbt Modeling
- skill-area:eval-driven-development·SkillAreaEval-Driven LLM Development
- skill-area:mathematical-reasoning·SkillAreaMathematical Reasoning
requires_skill4
- domain:data-science·DomainData Science
- domain:databases·DomainDatabases
- specialization:algorithms-optimization·Specialization
- domain:scientific-computing·DomainScientific Computing
Incoming edges
employs_role2
- domain:fitness-tech·DomainFitness Technology
- domain:fashion-tech·DomainFashion Technology
has_member3
- org-unit:data-team·OrgUnitData Team
- org-unit:ml-team·OrgUnitML Team
- org-unit:analytics-team·OrgUnitAnalytics Team
held_by5
- responsibility:data-quality-monitoring·ResponsibilityData quality monitoring
- responsibility:model-drift-monitoring·ResponsibilityModel drift monitoring
- responsibility:a-b-test-integrity·ResponsibilityA/B test integrity
- responsibility:experimentation-governance·ResponsibilityExperimentation governance
- responsibility:recommendation-quality·ResponsibilityRecommendation quality
involves_role217
- workflow:ml-model-lifecycle·WorkflowML Model Lifecycle
- workflow:connected-tv-campaign-management·WorkflowConnected TV Campaign Management
- workflow:ad-tech-stack-setup·WorkflowAd Tech Stack Setup
- workflow:advertising-channel-evaluation·WorkflowAdvertising Channel Evaluation
- workflow:ad-fraud-detection-setup·WorkflowAd Fraud Detection Setup
- workflow:paid-search-campaign-optimization·WorkflowPaid Search Campaign Optimization
- workflow:programmatic-media-buying-review·WorkflowProgrammatic Media Buying Review
- workflow:social-media-ad-performance-review·WorkflowSocial Media Ad Performance Review
- workflow:display-retargeting-optimization·WorkflowDisplay Retargeting Optimization
- workflow:mission-simulation-review·WorkflowMission Simulation Review
- workflow:precision-agriculture-data-pipeline·WorkflowPrecision Agriculture Data Pipeline
- workflow:crop-yield-forecasting·WorkflowCrop Yield Forecasting
- workflow:rag-pipeline-evaluation·WorkflowRAG Pipeline Evaluation
- workflow:synthetic-data-generation-pipeline·WorkflowSynthetic Data Generation Pipeline
- workflow:algorithm-benchmarking·WorkflowAlgorithm Benchmarking
- workflow:data-quality-scorecard-review·WorkflowData Quality Scorecard Review
- workflow:self-serve-analytics-enablement·WorkflowSelf-Serve Analytics Enablement
- workflow:survey-methodology-review·WorkflowSurvey Methodology Review
- workflow:flight-operations-review·WorkflowFlight Operations Review
- workflow:clinical-data-pipeline-review·WorkflowClinical Data Pipeline Review
- workflow:bizdev-crm-and-tracking-setup·WorkflowBizDev CRM and Tracking Setup
- workflow:partnership-pipeline-review·WorkflowPartnership Pipeline Review
- workflow:strategic-alliance-performance-review·WorkflowStrategic Alliance Performance Review
- workflow:market-expansion-assessment·WorkflowMarket Expansion Assessment
- workflow:process-simulation-review·WorkflowProcess Simulation Review
- workflow:renewable-energy-project-assessment·WorkflowRenewable Energy Project Assessment
- workflow:circular-economy-audit·WorkflowCircular Economy Audit
- workflow:community-gamification-design·WorkflowCommunity Gamification Design
- workflow:community-health-metrics-review·WorkflowCommunity Health Metrics Review
- workflow:data-retention-review·WorkflowData Retention Review
- workflow:privacy-impact-assessment·WorkflowPrivacy Impact Assessment
- workflow:content-performance-analysis·WorkflowContent Performance Analysis
- workflow:climate-risk-physical-assessment·WorkflowClimate Risk Physical Assessment
- workflow:enterprise-data-platform-health-check·WorkflowEnterprise Data Platform Health Check
- workflow:end-to-end-customer-journey-audit·WorkflowEnd-to-End Customer Journey Audit
- workflow:data-classification-audit·WorkflowData Classification Audit
- workflow:customer-health-score-review·WorkflowCustomer Health Score Review
- workflow:nps-survey-cycle·WorkflowNPS Survey Cycle
- workflow:account-plan-review·WorkflowAccount Plan Review
- workflow:customer-win-loss-analysis·WorkflowCustomer Win/Loss Analysis
- workflow:customer-journey-mapping-refresh·WorkflowCustomer Journey Mapping Refresh
- workflow:voice-of-customer-synthesis·WorkflowVoice of Customer Synthesis
- workflow:customer-segmentation-review·WorkflowCustomer Segmentation Review
- workflow:cx-measurement-framework-setup·WorkflowCX Measurement Framework Setup
- workflow:customer-lifecycle-automation-setup·WorkflowCustomer Lifecycle Automation Setup
- workflow:cyber-risk-scenario-modeling·WorkflowCyber Risk Scenario Modeling
- workflow:ad-hoc-analysis-request-cycle·WorkflowAd-Hoc Analysis Request Cycle
- workflow:dashboard-development-cycle·WorkflowDashboard Development Cycle
- workflow:data-mesh-domain-ownership-review·WorkflowData Mesh Domain Ownership Review
- workflow:real-time-streaming-health-check·WorkflowReal-Time Streaming Health Check
- workflow:data-warehouse-schema-governance·WorkflowData Warehouse Schema Governance
- workflow:etl-pipeline-cost-optimization·WorkflowETL Pipeline Cost Optimization
- workflow:cdc-pipeline-validation·WorkflowCDC Pipeline Validation
- workflow:data-catalog-maintenance·WorkflowData Catalog Maintenance
- workflow:dbt-model-review·Workflowdbt Model Review
- workflow:model-fairness-audit·WorkflowModel Fairness Audit
- workflow:model-explainability-review·WorkflowModel Explainability Review
- workflow:dataset-versioning-governance·WorkflowDataset Versioning Governance
- workflow:data-pipeline-monitoring·WorkflowData Pipeline Monitoring
- workflow:data-governance-review·WorkflowData Governance Review
- workflow:forecasting-model-calibration·WorkflowForecasting Model Calibration
- workflow:data-warehouse-cost-optimization·WorkflowData Warehouse Cost Optimization
- workflow:customer-churn-analysis·WorkflowCustomer Churn Analysis
- workflow:pay-equity-analysis·WorkflowPay Equity Analysis
- workflow:employee-resource-group-impact-review·WorkflowEmployee Resource Group Impact Review
- workflow:dei-metrics-review·WorkflowDEI Metrics Review
- workflow:inclusive-hiring-audit·WorkflowInclusive Hiring Audit
- workflow:sdk-adoption-tracking·WorkflowSDK Adoption Tracking
- workflow:adaptive-learning-model-review·WorkflowAdaptive Learning Model Review
- workflow:student-engagement-analytics·WorkflowStudent Engagement Analytics
- workflow:learning-outcomes-assessment·WorkflowLearning Outcomes Assessment
- workflow:grid-stability-monitoring·WorkflowGrid Stability Monitoring
- workflow:renewable-energy-forecasting·WorkflowRenewable Energy Forecasting
- workflow:board-reporting-cycle·WorkflowBoard Reporting Cycle
- workflow:product-market-fit-assessment·WorkflowProduct-Market Fit Assessment
- workflow:environmental-impact-assessment·WorkflowEnvironmental Impact Assessment
- workflow:sustainability-metrics-review·WorkflowSustainability Metrics Review
- workflow:scope3-emissions-tracking·WorkflowScope 3 Emissions Tracking
- workflow:climate-risk-scenario-analysis·WorkflowClimate Risk Scenario Analysis
- workflow:esg-reporting-cycle·WorkflowESG Reporting Cycle
- workflow:carbon-footprint-audit·WorkflowCarbon Footprint Audit
- workflow:a-b-test-lifecycle·WorkflowA/B Test Lifecycle
- workflow:trend-forecasting-cycle·WorkflowTrend Forecasting Cycle
- workflow:field-dispatch-optimization·WorkflowField Dispatch Optimization
- workflow:accounts-receivable-aging-review·WorkflowAccounts Receivable Aging Review
- workflow:tax-compliance-review·WorkflowTax Compliance Review
- workflow:financial-close-cycle·WorkflowFinancial Close Cycle
- workflow:financial-reporting-dashboard-setup·WorkflowFinancial Reporting Dashboard Setup
- workflow:budget-planning-cycle·WorkflowBudget Planning Cycle
- workflow:ai-inference-cost-review·WorkflowAI Inference Cost Review
- workflow:payment-reconciliation-audit·WorkflowPayment Reconciliation Audit
- workflow:game-economy-balancing-review·WorkflowGame Economy Balancing Review
- workflow:game-analytics-instrumentation·WorkflowGame Analytics Instrumentation
- workflow:civic-data-publication·WorkflowCivic Data Publication
- workflow:gpu-kernel-benchmarking·WorkflowGPU Kernel Benchmarking
- workflow:cyber-risk-quantification·WorkflowCyber Risk Quantification
- workflow:product-led-growth-metrics-review·WorkflowProduct-Led Growth Metrics Review
- workflow:referral-program-performance-review·WorkflowReferral Program Performance Review
- workflow:landing-page-optimization-cycle·WorkflowLanding Page Optimization Cycle
- workflow:seo-content-audit·WorkflowSEO Content Audit
- workflow:conversion-funnel-optimization·WorkflowConversion Funnel Optimization
- workflow:growth-experiment-review·WorkflowGrowth Experiment Review
- workflow:growth-experimentation-platform-setup·WorkflowGrowth Experimentation Platform Setup
- workflow:referral-program-design·WorkflowReferral Program Design
- workflow:clinical-trial-data-management·WorkflowClinical Trial Data Management
- workflow:remote-patient-monitoring-audit·WorkflowRemote Patient Monitoring Audit
- workflow:guest-experience-feedback-analysis·WorkflowGuest Experience Feedback Analysis
- workflow:property-portfolio-analysis·WorkflowProperty Portfolio Analysis
- workflow:employee-engagement-pulse-check·WorkflowEmployee Engagement Pulse Check
- workflow:workplace-diversity-metrics-review·WorkflowWorkplace Diversity Metrics Review
- workflow:recruiting-pipeline-review·WorkflowRecruiting Pipeline Review
- workflow:compensation-benchmarking·WorkflowCompensation Benchmarking
- workflow:culture-survey-analysis·WorkflowCulture Survey Analysis
- workflow:production-scheduling-optimization·WorkflowProduction Scheduling Optimization
- workflow:claims-processing-audit·WorkflowClaims Processing Audit
- workflow:underwriting-model-validation·WorkflowUnderwriting Model Validation
- workflow:shareholder-engagement-cycle·WorkflowShareholder Engagement Cycle
- workflow:e-discovery-workflow·WorkflowE-Discovery Workflow
- workflow:contract-automation-review·WorkflowContract Automation Review
- workflow:port-turnaround-optimization·WorkflowPort Turnaround Optimization
- workflow:multi-touch-attribution-calibration·WorkflowMulti-Touch Attribution Calibration
- workflow:marketing-mix-modeling-cycle·WorkflowMarketing Mix Modeling Cycle
- workflow:cohort-retention-analysis·WorkflowCohort Retention Analysis
- workflow:email-marketing-campaign-cycle·WorkflowEmail Marketing Campaign Cycle
- workflow:influencer-partnership-management·WorkflowInfluencer Partnership Management
- workflow:marketing-automation-platform-setup·WorkflowMarketing Automation Platform Setup
- workflow:marketing-analytics-stack-setup·WorkflowMarketing Analytics Stack Setup
- workflow:personalization-engine-optimization·WorkflowPersonalization Engine Optimization
- workflow:marketing-data-warehouse-governance·WorkflowMarketing Data Warehouse Governance
- workflow:conversion-rate-experimentation·WorkflowConversion Rate Experimentation
- workflow:marketing-attribution-review·WorkflowMarketing Attribution Review
- workflow:material-characterization-pipeline·WorkflowMaterial Characterization Pipeline
- workflow:composite-failure-analysis·WorkflowComposite Failure Analysis
- workflow:thermal-simulation-validation·WorkflowThermal Simulation Validation
- workflow:content-distribution-optimization·WorkflowContent Distribution Optimization
- workflow:streaming-quality-review·WorkflowStreaming Quality Review
- workflow:hypothesis-driven-experiment·WorkflowHypothesis-Driven Experiment
- workflow:resource-estimation-review·WorkflowResource Estimation Review
- workflow:model-training-cycle·WorkflowModel Training Cycle
- workflow:model-monitoring-drift-detection·WorkflowModel Monitoring and Drift Detection
- workflow:ab-experiment-lifecycle·WorkflowA/B Experiment Lifecycle
- workflow:feature-store-management·WorkflowFeature Store Management
- workflow:llm-eval-pipeline·WorkflowLLM Evaluation Pipeline
- workflow:hyperparameter-tuning-cycle·WorkflowHyperparameter Tuning Cycle
- workflow:data-labeling-pipeline·WorkflowData Labeling Pipeline
- workflow:model-card-maintenance·WorkflowModel Card Maintenance
- workflow:ml-experiment-tracking·WorkflowML Experiment Tracking
- workflow:nanofabrication-process-audit·WorkflowNanofabrication Process Audit
- workflow:nano-characterization-pipeline·WorkflowNano-Characterization Pipeline
- workflow:impact-measurement-review·WorkflowImpact Measurement Review
- workflow:ecosystem-health-assessment·WorkflowEcosystem Health Assessment
- workflow:drug-trial-protocol-review·WorkflowDrug Trial Protocol Review
- workflow:pharmacovigilance-signal-detection·WorkflowPharmacovigilance Signal Detection
- workflow:computational-experiment-validation·WorkflowComputational Experiment Validation
- workflow:particle-accelerator-data-pipeline·WorkflowParticle Accelerator Data Pipeline
- workflow:developer-portal-analytics-review·WorkflowDeveloper Portal Analytics Review
- workflow:media-coverage-analysis·WorkflowMedia Coverage Analysis
- workflow:kpi-dashboard-review·WorkflowKPI Dashboard Review
- workflow:data-storytelling-workshop·WorkflowData Storytelling Workshop
- workflow:supplier-diversity-review·WorkflowSupplier Diversity Review
- workflow:procurement-spend-analysis·WorkflowProcurement Spend Analysis
- workflow:tenant-experience-optimization·WorkflowTenant Experience Optimization
- workflow:alpha-factor-research-cycle·WorkflowAlpha Factor Research Cycle
- workflow:quantum-algorithm-benchmarking·WorkflowQuantum Algorithm Benchmarking
- workflow:error-correction-validation·WorkflowError Correction Validation
- workflow:quantum-hardware-calibration·WorkflowQuantum Hardware Calibration
- workflow:inventory-replenishment-cycle·WorkflowInventory Replenishment Cycle
- workflow:lead-to-revenue-funnel-analysis·WorkflowLead-to-Revenue Funnel Analysis
- workflow:gtm-motion-alignment-review·WorkflowGTM Motion Alignment Review
- workflow:pricing-strategy-review·WorkflowPricing Strategy Review
- workflow:revenue-forecasting-model-calibration·WorkflowRevenue Forecasting Model Calibration
- workflow:bioinformatics-pipeline-validation·WorkflowBioinformatics Pipeline Validation
- workflow:sensor-fusion-calibration·WorkflowSensor Fusion Calibration
- workflow:outbound-prospecting-cadence·WorkflowOutbound Prospecting Cadence
- workflow:sales-forecast-review·WorkflowSales Forecast Review
- workflow:partner-channel-sales-review·WorkflowPartner Channel Sales Review
- workflow:customer-renewal-management·WorkflowCustomer Renewal Management
- workflow:field-sales-territory-optimization·WorkflowField Sales Territory Optimization
- workflow:strategic-account-expansion·WorkflowStrategic Account Expansion
- workflow:crm-configuration-and-cleanup·WorkflowCRM Configuration and Cleanup
- workflow:sales-compensation-plan-design·WorkflowSales Compensation Plan Design
- workflow:sales-pipeline-review·WorkflowSales Pipeline Review
- workflow:territory-planning·WorkflowTerritory Planning
- workflow:experiment-reproducibility-review·WorkflowExperiment Reproducibility Review
- workflow:athlete-performance-analytics-review·WorkflowAthlete Performance Analytics Review
- workflow:competitive-intelligence-system-setup·WorkflowCompetitive Intelligence System Setup
- workflow:competitive-intelligence-briefing·WorkflowCompetitive Intelligence Briefing
- workflow:strategic-initiative-progress-review·WorkflowStrategic Initiative Progress Review
- workflow:market-research-synthesis·WorkflowMarket Research Synthesis
- workflow:business-model-canvas-review·WorkflowBusiness Model Canvas Review
- workflow:demand-forecasting-cycle·WorkflowDemand Forecasting Cycle
- workflow:inventory-optimization-review·WorkflowInventory Optimization Review
- workflow:support-quality-assurance-review·WorkflowSupport Quality Assurance Review
- workflow:self-service-portal-content-review·WorkflowSelf-Service Portal Content Review
- workflow:support-chatbot-performance-review·WorkflowSupport Chatbot Performance Review
- workflow:network-capacity-planning·WorkflowNetwork Capacity Planning
- workflow:genomic-data-pipeline-validation·WorkflowGenomic Data Pipeline Validation
- workflow:hotel-revenue-management-review·WorkflowHotel Revenue Management Review
- workflow:behavioral-research-ethics-review·WorkflowBehavioral Research Ethics Review
- workflow:livestock-monitoring-pipeline·WorkflowLivestock Monitoring Pipeline
- workflow:carbon-credit-verification·WorkflowCarbon Credit Verification
- workflow:scenario-planning-workshop·WorkflowScenario Planning Workshop
- workflow:digital-assessment-integrity-audit·WorkflowDigital Assessment Integrity Audit
- workflow:energy-trading-risk-review·WorkflowEnergy Trading Risk Review
- workflow:fraud-detection-model-review·WorkflowFraud Detection Model Review
- workflow:supply-chain-traceability-audit·WorkflowSupply Chain Traceability Audit
- workflow:medical-data-interoperability-review·WorkflowMedical Data Interoperability Review
- workflow:actuarial-model-validation·WorkflowActuarial Model Validation
- workflow:legal-ai-bias-audit·WorkflowLegal AI Bias Audit
- workflow:environmental-remediation-planning·WorkflowEnvironmental Remediation Planning
- workflow:donor-stewardship-cycle·WorkflowDonor Stewardship Cycle
- workflow:route-optimization-review·WorkflowRoute Optimization Review
- workflow:deal-flow-screening·WorkflowDeal Flow Screening
- workflow:due-diligence-deep-dive·WorkflowDue Diligence Deep Dive
- workflow:portfolio-company-review·WorkflowPortfolio Company Review
- workflow:data-pipeline-monitoring·WorkflowData Pipeline Monitoring
- workflow:data-governance-review·WorkflowData Governance Review
lib_involves_role98
- lib-agent:data-science-ml--ab-test-analyst·LibraryAgentab-test-analyst
- lib-agent:data-science-ml--automl-orchestrator·LibraryAgentautoml-orchestrator
- lib-agent:data-science-ml--drift-detective·LibraryAgentdrift-detective
- lib-agent:data-science-ml--eda-analyst·LibraryAgenteda-analyst
- lib-agent:data-science-ml--experiment-designer·LibraryAgentexperiment-designer
- lib-agent:data-science-ml--explainability-analyst·LibraryAgentexplainability-analyst
- lib-agent:data-science-ml--feature-engineer·LibraryAgentfeature-engineer
- lib-agent:data-science-ml--ml-architect·LibraryAgentml-architect
- lib-agent:data-science-ml--ml-requirements-analyst·LibraryAgentml-requirements-analyst
- lib-agent:data-science-ml--model-evaluator·LibraryAgentmodel-evaluator
- lib-agent:data-science-ml--model-trainer·LibraryAgentmodel-trainer
- lib-agent:decision-intelligence--bayesian-analyst·LibraryAgentbayesian-analyst
- lib-agent:decision-intelligence--experimentation-manager·LibraryAgentexperimentation-manager
- lib-agent:decision-intelligence--optimization-specialist·LibraryAgentoptimization-specialist
- lib-agent:decision-intelligence--predictive-analyst·LibraryAgentpredictive-analyst
- lib-agent:decision-intelligence--probabilistic-modeler·LibraryAgentprobabilistic-modeler
- lib-agent:decision-intelligence--real-time-decision-engineer·LibraryAgentreal-time-decision-engineer
- lib-agent:decision-intelligence--uncertainty-quantifier·LibraryAgentuncertainty-quantifier
- lib-agent:knowledge-management--kg-specialist·LibraryAgentkg-specialist
- lib-agent:operations--simulation-analyst·LibraryAgentsimulation-analyst
- lib-agent:mathematics--bayesian-statistician·LibraryAgentbayesian-statistician
- lib-agent:mathematics--experimental-design-expert·LibraryAgentexperimental-design-expert
- lib-agent:mathematics--statistical-modeler·LibraryAgentstatistical-modeler
- lib-agent:physics--cosmology-data-analyst·LibraryAgentcosmology-data-analyst
- lib-agent:physics--data-scientist·LibraryAgentdata-scientist
- lib-agent:physics--statistical-analyst·LibraryAgentstatistical-analyst
- lib-agent:humanities--digital-humanities-technologist·LibraryAgentdigital-humanities-technologist
- lib-agent:social-sciences--causal-inference-analyst·LibraryAgentcausal-inference-analyst
- lib-agent:social-sciences--computational-social-scientist·LibraryAgentcomputational-social-scientist
- lib-agent:social-sciences--measurement-psychometrics-expert·LibraryAgentmeasurement-psychometrics-expert
- lib-agent:social-sciences--quantitative-research-methodologist·LibraryAgentquantitative-research-methodologist
- lib-process:data-science-ml--experiment-planning·LibraryProcessspecializations/data-science-ml/experiment-planning
- lib-process:data-science-ml--feature-engineering·LibraryProcessdata-science-ml/feature-engineering
- lib-process:data-science-ml--feature-store·LibraryProcessspecializations/data-science-ml/feature-store
- lib-process:data-science-ml--ml-architecture-design·LibraryProcessspecializations/data-science-ml/ml-architecture-design
- lib-process:data-science-ml--ml-observability·LibraryProcessspecializations/data-science-ml/ml-observability
- lib-process:data-science-ml--ml-project-scoping·LibraryProcessspecializations/data-science-ml/ml-project-scoping
- lib-process:data-science-ml--model-deployment-canary·LibraryProcessspecializations/data-science-ml/model-deployment-canary
- lib-process:data-science-ml--model-evaluation·LibraryProcessspecializations/data-science-ml/model-evaluation
- lib-process:data-science-ml--model-interpretability·LibraryProcessspecializations/data-science-ml/model-interpretability
- lib-process:data-science-ml--model-monitoring-drift·LibraryProcessspecializations/data-science-ml/model-monitoring-drift
- lib-process:data-science-ml--model-retraining·LibraryProcessdata-science-ml/model-retraining
- lib-process:security-compliance--stride-threat-modeling·LibraryProcessspecializations/security-compliance/stride-threat-modeling
- lib-skill:cryptography-blockchain--tokenomics·LibrarySkilltokenomics
- lib-skill:data-science-ml--alibi-explainer·LibrarySkillalibi-explainer
- lib-skill:data-science-ml--arize-observability·LibrarySkillarize-observability
- lib-skill:data-science-ml--dvc-dataset-versioning·LibrarySkilldvc-dataset-versioning
- lib-skill:data-science-ml--evidently-drift-detector·LibrarySkillevidently-drift-detector
- lib-skill:data-science-ml--fairlearn-bias-detector·LibrarySkillfairlearn-bias-detector
- lib-skill:data-science-ml--great-expectations-validator·LibrarySkillgreat-expectations-validator
- lib-skill:data-science-ml--jupyter-notebook-executor·LibrarySkilljupyter-notebook-executor
- lib-skill:data-science-ml--lime-explainer·LibrarySkilllime-explainer
- lib-skill:data-science-ml--mlflow-experiment-tracker·LibrarySkillmlflow-experiment-tracker
- lib-skill:data-science-ml--model-card-generator·LibrarySkillmodel-card-generator
- lib-skill:data-science-ml--optuna-hyperparameter-tuner·LibrarySkilloptuna-hyperparameter-tuner
- lib-skill:data-science-ml--pandas-dataframe-analyzer·LibrarySkillpandas-dataframe-analyzer
- lib-skill:data-science-ml--pytest-ml-tester·LibrarySkillpytest-ml-tester
- lib-skill:data-science-ml--pytorch-trainer·LibrarySkillpytorch-trainer
- lib-skill:data-science-ml--shap-explainer·LibrarySkillshap-explainer
- lib-skill:data-science-ml--sklearn-model-trainer·LibrarySkillsklearn-model-trainer
- lib-skill:data-science-ml--statistical-testing·LibrarySkillstatistical-testing
- lib-skill:data-science-ml--tensorflow-trainer·LibrarySkilltensorflow-trainer
- lib-skill:data-science-ml--time-series-analysis·LibrarySkilltime-series-analysis
- lib-skill:data-science-ml--visualization-testing·LibrarySkillvisualization-testing
- lib-skill:data-science-ml--wandb-experiment-tracker·LibrarySkillwandb-experiment-tracker
- lib-skill:data-science-ml--whylabs-monitor·LibrarySkillwhylabs-monitor
- lib-skill:decision-intelligence--agent-based-simulator·LibrarySkillagent-based-simulator
- lib-skill:decision-intelligence--bayesian-network-analyzer·LibrarySkillbayesian-network-analyzer
- lib-skill:decision-intelligence--calibration-trainer·LibrarySkillcalibration-trainer
- lib-skill:decision-intelligence--causal-inference-engine·LibrarySkillcausal-inference-engine
- lib-skill:decision-intelligence--constraint-satisfaction-solver·LibrarySkillconstraint-satisfaction-solver
- lib-skill:decision-intelligence--genetic-algorithm-optimizer·LibrarySkillgenetic-algorithm-optimizer
- lib-skill:decision-intelligence--linear-programming-solver·LibrarySkilllinear-programming-solver
- lib-skill:decision-intelligence--monte-carlo-engine·LibrarySkillmonte-carlo-engine
- lib-skill:decision-intelligence--risk-distribution-fitter·LibrarySkillrisk-distribution-fitter
- lib-skill:decision-intelligence--sensitivity-analyzer·LibrarySkillsensitivity-analyzer
- lib-skill:decision-intelligence--system-dynamics-modeler·LibrarySkillsystem-dynamics-modeler
- lib-skill:decision-intelligence--time-series-forecaster·LibrarySkilltime-series-forecaster
- lib-skill:knowledge-management--semantic-similarity·LibrarySkillsemantic-similarity
- lib-skill:operations--process-simulation-modeler·LibrarySkillprocess-simulation-modeler
- lib-skill:supply-chain--supply-chain-digital-twin·LibrarySkillsupply-chain-digital-twin
- lib-skill:supply-chain--supply-chain-simulation-engine·LibrarySkillsupply-chain-simulation-engine
- lib-skill:mathematics--mcmc-diagnostics·LibrarySkillmcmc-diagnostics
- lib-skill:mathematics--monte-carlo-simulation·LibrarySkillmonte-carlo-simulation
- lib-skill:mathematics--multiple-testing-correction·LibrarySkillmultiple-testing-correction
- lib-skill:mathematics--polynomial-chaos-expansion·LibrarySkillpolynomial-chaos-expansion
- lib-skill:mathematics--power-sample-size-calculator·LibrarySkillpower-sample-size-calculator
- lib-skill:mathematics--pymc-probabilistic-programming·LibrarySkillpymc-probabilistic-programming
- lib-skill:mathematics--robust-statistics-toolkit·LibrarySkillrobust-statistics-toolkit
- lib-skill:mathematics--sensitivity-analysis-uq·LibrarySkillsensitivity-analysis-uq
- lib-skill:mathematics--stan-bayesian-modeling·LibrarySkillstan-bayesian-modeling
- lib-skill:healthcare--population-health-stratification·LibrarySkillpopulation-health-stratification
- lib-skill:humanities--topic-modeling-text-mining·LibrarySkilltopic-modeling-text-mining
- lib-skill:social-sciences--causal-inference-methods·LibrarySkillcausal-inference-methods
- lib-skill:social-sciences--network-analysis·LibrarySkillnetwork-analysis
- lib-skill:social-sciences--psychometric-assessment·LibrarySkillpsychometric-assessment
- lib-skill:social-sciences--quantitative-methods·LibrarySkillquantitative-methods
- lib-skill:social-sciences--systematic-review·LibrarySkillsystematic-review
supports_work6
- tool-server:mcp-snowflake·ToolServerSnowflake MCP Server
- tool-server:mcp-segment·ToolServerSegment MCP Server
- tool-server:mcp-tinybird-candidate·ToolServerTinybird MCP candidate
- tool-server:mcp-power-bi-candidate·ToolServerPower BI MCP candidate
- tool-server:mcp-databricks-candidate·ToolServerDatabricks MCP candidate
- tool-server:mcp-hex-candidate·ToolServerHex MCP candidate
used_by_role12
- stack-profile:data-lakehouse·StackProfileData Lakehouse Stack (Databricks, Spark, Delta Lake, dbt, Airflow)
- stack-profile:llm-fine-tuning·StackProfileLLM Fine-Tuning Stack (PyTorch, HuggingFace, PEFT/LoRA, W&B, vLLM)
- stack-profile:geospatial-analytics·StackProfileGeospatial Analytics (PostGIS + Python + Leaflet/Mapbox + GeoPandas)
- stack-profile:batch-processing·StackProfileBatch Processing (Airflow + dbt + PostgreSQL + Python + S3)
- stack-profile:analytics-dashboard·StackProfileAnalytics Dashboard Stack (React, D3, Recharts, Python, FastAPI, Grafana)
- stack-profile:synthetic-data-generation·StackProfileSynthetic Data Generation Stack (Python, PyTorch, FastAPI, PostgreSQL, S3)
- stack-profile:data-quality-governance·StackProfileData Quality / Governance Stack (Great Expectations, dbt, Airflow, PostgreSQL, Python)
- stack-profile:ab-testing-platform·StackProfileA/B Testing Platform (Python, PostgreSQL, Redis, React, FastAPI, Prometheus)
- stack-profile:julia-data-service·StackProfileJulia Data Service (Julia, Python, PostgreSQL, Docker)
- stack-profile:ml-pipeline-stack·StackProfileML Pipeline Stack (PyTorch/TensorFlow, MLflow, BentoML, K8s)
- stack-profile:python-ml-stack·StackProfilePython ML Stack (NumPy, Pandas, scikit-learn)
- stack-profile:data-lake-stack·StackProfileData Lake Stack (Spark, Object Storage, Delta/Iceberg)