See the top technical and behavioral skills and phrases desired by employers.
Technical Skills/Phrases
Core technical skills and phrases employers request most often.
Statistical inference and uncertainty quantificationProbability modeling and distributional reasoningExperimental design, power analysis, and controlled testingCausal inference and quasi-experimental analysisSQL-based data extraction, validation, and transformationPython-based exploratory analysis and reproducible researchProduct metric design and decision-focused analyticsSupervised and unsupervised machine-learning developmentFeature engineering and target-leakage preventionModel selection, calibration, evaluation, and error analysisForecasting and time-series analysisData visualization and analytical storytellingData-quality assessment and missing-data treatmentProduction model packaging, monitoring, and drift diagnosisPrivacy-aware analytics and responsible-AI assessmentDomain-informed problem formulation and measurementLarge-scale and distributed data analysisGenerative-AI and large-language-model evaluation
Behavioral Skills/Phrases
Professional skills and phrases that help candidates collaborate, communicate, and grow into senior roles.
Translating ambiguous business questions into testable hypothesesExplaining uncertainty to technical and nontechnical audiencesAligning stakeholders on decisions and metric definitionsApplying intellectual curiosity and critical questioningSolving structured problems with incomplete informationCollaborating across product, engineering, and domain teamsExercising ethical judgment and escalating material risksPrioritizing work under time and data constraintsPracticing constructive peer review and reproducibility disciplineAdapting when data, assumptions, or goals changeOwning work from question definition through measured impactDocumenting methods and sharing knowledge clearlyPersevering while debugging messy data and modelsstakeholder managementexecutive communicationbusiness acumencross-functional collaborationproblem framingdecision supportwritten communicationpresentation skillsmentoringproject ownershipprioritizationethical judgment
