Statisticians
Medium53.05%
Salary Range
Low (10th %)$58,690
Median$104,110
High (90th %)$163,360
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Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields such as biostatistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians.
The occupation of "Statisticians" has an automation risk of 53.1%, which is slightly below the base risk of 53.9%. This moderate risk reflects the dual nature of the tasks performed in this field—many analytical and technical components are increasingly performed by advanced software and artificial intelligence systems. The tasks most susceptible to automation include analyzing and interpreting statistical data to highlight significant relationships, evaluating the statistical methods and procedures used to ensure their validity and efficiency, and reporting statistical findings via graphs, charts, and tables. These tasks often involve structured data manipulation, repetitive pattern recognition, and standardized reporting, all of which are domains where automation technologies like machine learning and data visualization tools excel. Despite the considerable automation risk, several critical tasks remain resistant due to their inherent need for human judgment, creativity, and oversight. Among the least automatable tasks are preparing and structuring data warehouses for data storage—a process that often requires comprehensive understanding of the organization’s unique needs and goals. Supervising and providing instructions to workers collecting and tabulating data also relies on people-oriented leadership and adaptability, traits that are not easily mimicked by automation. Furthermore, examining complex statistical theories and developing new methods of inference require innovation, abstract reasoning, and deep domain expertise, all of which present significant challenges for AI systems to replicate at a high level. Bottleneck skills that help mitigate the overall automation risk for statisticians are strongly related to originality, with levels reported at 3.0% and 3.6%. Originality involves the ability to generate new ideas, approaches, or interpretations—an area where artificial intelligence still falls short compared to human professionals. Statisticians frequently face novel problems and ambiguous datasets that demand creative approaches for meaningful analysis and decision-making. The need for innovative solutions, especially when dealing with complex or unstructured data, acts as a significant barrier to full automation. As a result, while routine statistical tasks may become increasingly automated, the occupation as a whole will continue to require human statisticians to drive original research and adapt to new analytical challenges.
Filter by Automatable Status
Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
Partially Automatable
Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
Partially Automatable
Report results of statistical analyses, including information in the form of graphs, charts, and tables.
Automatable
Develop and test experimental designs, sampling techniques, and analytical methods.
Partially Automatable
Identify relationships and trends in data, as well as any factors that could affect the results of research.
Partially Automatable
Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
Partially Automatable
Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
Partially Automatable
Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
Partially Automatable
Evaluate sources of information to determine any limitations, in terms of reliability or usability.
Partially Automatable
Process large amounts of data for statistical modeling and graphic analysis, using computers.
Automatable
Develop software applications or programming for statistical modeling and graphic analysis.
Partially Automatable
Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.
Partially Automatable
Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.
Partially Automatable
Supervise and provide instructions for workers collecting and tabulating data.
Partially Automatable
Prepare and structure data warehouses for storing data.
Partially Automatable
Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
Partially Automatable
Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
Partially Automatable
Report results of statistical analyses in peer-reviewed papers and technical manuals.
Partially Automatable
Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.
Partially Automatable
Reading ComprehensionActive ListeningService OrientationComplex Problem SolvingOperations MonitoringEquipment MaintenanceJudgment and Decision MakingManagement of Material ResourcesWritingSpeakingMathematicsScienceCritical ThinkingActive LearningLearning StrategiesMonitoringSocial PerceptivenessCoordinationPersuasionNegotiationInstructingOperations AnalysisTechnology DesignEquipment SelectionInstallationProgrammingOperation and ControlTroubleshootingRepairingQuality Control AnalysisSystems AnalysisSystems EvaluationTime ManagementManagement of Financial ResourcesManagement of Personnel Resources
Arm-Hand SteadinessAuditory AttentionCategory FlexibilityControl PrecisionDeductive ReasoningDepth PerceptionDynamic FlexibilityDynamic StrengthExplosive StrengthExtent FlexibilityFar VisionFinger DexterityFlexibility of ClosureFluency of IdeasGlare SensitivityGross Body CoordinationGross Body EquilibriumHearing SensitivityInductive ReasoningInformation OrderingManual DexterityMathematical ReasoningMemorizationMultilimb CoordinationNear VisionNight VisionNumber FacilityOral ComprehensionOral ExpressionOriginalityPerceptual SpeedPeripheral VisionProblem SensitivityRate ControlReaction TimeResponse OrientationSelective AttentionSound LocalizationSpatial OrientationSpeech ClaritySpeech RecognitionSpeed of ClosureSpeed of Limb MovementStaminaStatic StrengthTime SharingTrunk StrengthVisual Color DiscriminationVisualizationWrist-Finger SpeedWritten ComprehensionWritten Expression
Administration and ManagementAdministrativeEconomics and AccountingSales and MarketingCustomer and Personal ServicePersonnel and Human ResourcesProduction and ProcessingFood ProductionComputers and ElectronicsEngineering and TechnologyDesignBuilding and ConstructionMechanicalMathematicsPhysicsChemistryPsychologyForeign LanguageMedicine and DentistryHistory and ArcheologyFine ArtsPhilosophy and TheologyPublic Safety and SecurityLaw and GovernmentTelecommunicationsCommunications and MediaTransportationGeographyEnglish LanguageEducation and TrainingTherapy and CounselingBiologySociology and Anthropology
Monitoring Processes, Materials, or SurroundingsGetting InformationInspecting Equipment, Structures, or MaterialsIdentifying Objects, Actions, and EventsProcessing InformationEvaluating Information to Determine Compliance with StandardsAnalyzing Data or InformationMaking Decisions and Solving ProblemsThinking CreativelyUpdating and Using Relevant KnowledgeDeveloping Objectives and StrategiesScheduling Work and ActivitiesOrganizing, Planning, and Prioritizing WorkPerforming General Physical ActivitiesHandling and Moving ObjectsControlling Machines and ProcessesOperating Vehicles, Mechanized Devices, or EquipmentWorking with ComputersRepairing and Maintaining Mechanical EquipmentDrafting, Laying Out, and Specifying Technical Devices, Parts, and EquipmentInterpreting the Meaning of Information for OthersCommunicating with Supervisors, Peers, or SubordinatesCommunicating with People Outside the OrganizationEstablishing and Maintaining Interpersonal RelationshipsAssisting and Caring for OthersSelling or Influencing OthersResolving Conflicts and Negotiating with OthersPerforming for or Working Directly with the PublicCoordinating the Work and Activities of OthersDeveloping and Building TeamsTraining and Teaching OthersGuiding, Directing, and Motivating SubordinatesCoaching and Developing OthersProviding Consultation and Advice to OthersPerforming Administrative ActivitiesStaffing Organizational UnitsMonitoring and Controlling ResourcesDocumenting/Recording InformationEstimating the Quantifiable Characteristics of Products, Events, or InformationJudging the Qualities of Objects, Services, or PeopleRepairing and Maintaining Electronic Equipment
GraphPad Software GraphPad PrismMicrosoft SQL ServerSystat Software SigmaPlotMicrosoft Visual BasicMicrosoft SQL ServerMicrosoft Visual BasicMinitabIBM SPSS AmosApache SparkSuperANOVAAngoss KnowledgeSEEKERCamfit Data Limited MicrofitCytel StatXactEconometric Software LIMDEPIBM SPSS AnswerTreeNCSS Power Analysis and Sample Size PASSRAT-STATSSAS Enterprise MinerSAS/CONNECTScientific Software International SSI LISRELStat-Ease Design-EaseStat-Ease Design-ExpertStatistical Solutions BMDPStatPoint STATGRAPHICS CenturionSystat Software SigmaStatRNCR Teradata Warehouse MinerIBM SPSS StatisticsMicrosoft PowerPointMicrosoft WordApache HadoopMicrosoft AccessAmazon RedshiftApache PigC++LinuxMicrosoft Visual FoxProMicrosoft ExcelMicrosoft Office softwareSTATISTICAStatistical softwareGraphPad Software GraphPad PrismIBM DB2Insightful S-PLUSSAS JMPCommon business oriented language COBOLDataDescription DataDeskAptech Systems GAUSSXGobiXLISP-STATTableauAutomatic Forecasting Systems AutoboxAutomatic Forecasting Systems AutoboxMuthen & Muthen MplusMuthen & Muthen MplusQuantitative Micro Software EViewsMicrosoft Visual Basic for Applications VBAQuantitative Micro Software EViewsScientific Software International SSI Hierarchical Linear and Non-Linear Modeling HLMScientific Software International SSI Hierarchical Linear and Non-Linear Modeling HLMVisual Numerics TS-WAVEVisual Numerics TS-WAVEThe MathWorks MATLABIBM SPSS AmosSuperANOVAAngoss KnowledgeSEEKERCamfit Data Limited MicrofitCytel StatXactEconometric Software LIMDEPIBM SPSS AnswerTreeMinitabNCSS Power Analysis and Sample Size PASSRAT-STATSSAS Enterprise MinerSAS/CONNECTScientific Software International SSI LISRELStat-Ease Design-EaseStat-Ease Design-ExpertStatistical Solutions BMDPStatPoint STATGRAPHICS CenturionSystat Software SigmaStatIBM SPSS StatisticsApache HadoopMicrosoft AccessRMicrosoft PowerPointApache PigC++LinuxMicrosoft Visual FoxProSTATISTICAStatistical softwareApache SparkTableauSAS JMPIBM DB2Systat Software SigmaPlotDataDescription DataDeskNCR Teradata Warehouse MinerAptech Systems GAUSSSun Microsystems JavaXGobiUNISTAT Statistical PackageXLISP-STATAmazon RedshiftExtensible markup language XMLFormula translation/translator FORTRANFormula translation/translator FORTRANInsightful S-PLUSWolfram Research MathematicaCommon business oriented language COBOLStructured query language SQLQlik Tech QlikViewQlik Tech QlikViewSASSASStataCorp StataTeradata DatabaseThe MathWorks MATLABPythonUNIXUNIXUNISTAT Statistical PackageWolfram Research MathematicaSAP PowerBuilderSAP PowerBuilderSun Microsystems JavaSAP softwareSAP softwareMicrosoft Visual Basic for Applications VBAStataCorp StataTeradata DatabasePythonExtensible markup language XMLMicrosoft ExcelMicrosoft Office softwareMicrosoft WordStructured query language SQL
Financial Quantitative Analysts
Medium51.50%
Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis.
Computer and Information Research Scientists
Medium45.73%
Conduct research into fundamental computer and information science as theorists, designers, or inventors. Develop solutions to problems in the field of computer hardware and software.
Geographic Information Systems Technologists and Technicians
Medium51.81%
Assist scientists or related professionals in building, maintaining, modifying, or using geographic information systems (GIS) databases. May also perform some custom application development or provide user support.
Mathematicians
Medium44.50%
Conduct research in fundamental mathematics or in application of mathematical techniques to science, management, and other fields. Solve problems in various fields using mathematical methods.
Operations Research Analysts
Medium49.05%
Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decisionmaking, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, services, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation.
Biostatisticians
Medium55.00%
Develop and apply biostatistical theory and methods to the study of life sciences.
Data Scientists
Medium59.38%
Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.
Business Intelligence Analysts
Medium52.10%
Produce financial and market intelligence by querying data repositories and generating periodic reports. Devise methods for identifying data patterns and trends in available information sources.
Clinical Data Managers
Medium57.40%
Apply knowledge of health care and database management to analyze clinical data, and to identify and report trends.
Bioinformatics Technicians
Medium54.40%
Apply principles and methods of bioinformatics to assist scientists in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. Apply bioinformatics tools to visualize, analyze, manipulate or interpret molecular data. May build and maintain databases for processing and analyzing genomic or other biological information.
Bioinformatics Scientists
Medium51.45%
Conduct research using bioinformatics theory and methods in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. May design databases and develop algorithms for processing and analyzing genomic information, or other biological information.
Geneticists
Medium46.99%
Research and study the inheritance of traits at the molecular, organism or population level. May evaluate or treat patients with genetic disorders.
Epidemiologists
Medium47.47%
Investigate and describe the determinants and distribution of disease, disability, or health outcomes. May develop the means for prevention and control.
Medical Scientists, Except Epidemiologists
Medium45.59%
Conduct research dealing with the understanding of human diseases and the improvement of human health. Engage in clinical investigation, research and development, or other related activities.
Environmental Economists
Medium50.32%
Conduct economic analysis related to environmental protection and use of the natural environment, such as water, air, land, and renewable energy resources. Evaluate and quantify benefits, costs, incentives, and impacts of alternative options using economic principles and statistical techniques.
Survey Researchers
Medium52.28%
Plan, develop, or conduct surveys. May analyze and interpret the meaning of survey data, determine survey objectives, or suggest or test question wording. Includes social scientists who primarily design questionnaires or supervise survey teams.
Social Science Research Assistants
Medium53.73%
Assist social scientists in laboratory, survey, and other social science research. May help prepare findings for publication and assist in laboratory analysis, quality control, or data management.
Mathematical Science Teachers, Postsecondary
Medium42.76%
Teach courses pertaining to mathematical concepts, statistics, and actuarial science and to the application of original and standardized mathematical techniques in solving specific problems and situations. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.
Health Information Technologists and Medical Registrars
Medium57.81%
Apply knowledge of healthcare and information systems to assist in the design, development, and continued modification and analysis of computerized healthcare systems. Abstract, collect, and analyze treatment and followup information of patients. May educate staff and assist in problem solving to promote the implementation of the healthcare information system. May design, develop, test, and implement databases with complete history, diagnosis, treatment, and health status to help monitor diseases.
Statistical Assistants
High75.61%
Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.
Actuaries
Medium47.56%
Analyze statistical data, such as mortality, accident, sickness, disability, and retirement rates and construct probability tables to forecast risk and liability for payment of future benefits. May ascertain insurance rates required and cash reserves necessary to ensure payment of future benefits.
Astronomers
Medium46.13%
Observe, research, and interpret astronomical phenomena to increase basic knowledge or apply such information to practical problems.
Physicists
Medium51.27%
Conduct research into physical phenomena, develop theories on the basis of observation and experiments, and devise methods to apply physical laws and theories.
Atmospheric and Space Scientists
Medium54.71%
Investigate atmospheric phenomena and interpret meteorological data, gathered by surface and air stations, satellites, and radar to prepare reports and forecasts for public and other uses. Includes weather analysts and forecasters whose functions require the detailed knowledge of meteorology.
Economists
Medium50.93%
Conduct research, prepare reports, or formulate plans to address economic problems related to the production and distribution of goods and services or monetary and fiscal policy. May collect and process economic and statistical data using sampling techniques and econometric methods.
Geographers
Medium47.14%
Study the nature and use of areas of the Earth's surface, relating and interpreting interactions of physical and cultural phenomena. Conduct research on physical aspects of a region, including land forms, climates, soils, plants, and animals, and conduct research on the spatial implications of human activities within a given area, including social characteristics, economic activities, and political organization, as well as researching interdependence between regions at scales ranging from local to global.