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Economists

Medium50.93%
Salary Range
Low (10th %)$62,520
Median$115,730
High (90th %)$216,900

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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.

The occupation of "Economists" has an automation risk of 50.9%, only slightly below its base risk of 51.8%. This moderate risk level reflects the significant portions of the role that involve systematic data analysis, which are increasingly susceptible to automation through advanced algorithms and machine learning tools. Among the most automatable tasks are the study of economic and statistical data within specialized domains like finance, labor, and agriculture, as these involve standardized methodologies and repetitive data processing. Similarly, compiling, analyzing, and reporting data to explain economic phenomena and forecast trends by applying mathematical models falls within the capabilities of modern AI and statistical software. Additionally, examining the socioeconomic impacts of public policy proposals (e.g., legislation or regulations) can be partially automated as much of this work involves synthesizing large quantitative datasets and generating reports. Despite this high degree of automation potential, certain responsibilities of economists remain more resistant to automation. Tasks such as forecasting the production and consumption of renewable resources—alongside evaluating the supply and depletion of non-renewable resources—require nuanced judgment calls, the integration of diverse information sources, and scenario planning that AI still struggles to fully replicate. Providing litigation support, such as preparing expert testimony or actually testifying as an expert witness, remains highly human-centered due to the need for credibility, adaptability, and communication with legal professionals and courts. Likewise, testifying at legislative or regulatory hearings not only demands deep subject matter expertise but also the original interpretation of complex data and the presentation of recommendations tailored to specific political or social contexts. The primary bottleneck skills limiting further automation in the field of economics are centered on originality, with skill levels at 3.1% and 3.5%. Originality encompasses the ability to generate new ideas, creative policy recommendations, and unique approaches to problem-solving—traits that are very difficult for AI to mimic reliably. While software tools excel at pattern recognition, data crunching, and even running simulations, they lack the nuanced creativity and contextual awareness needed to provide innovative economic solutions or insights. The reliance on originality for tasks such as crafting expert testimony or advising on unprecedented economic scenarios helps maintain a significant human element in this occupation and serves as a current barrier to full automation. As a result, while many technical aspects of economic analysis could be automated in the foreseeable future, truly original thinking ensures that economists retain a vital, irreplaceable role.

Filter by Automatable Status
Study economic and statistical data in area of specialization, such as finance, labor, or agriculture.
Partially Automatable
Study the socioeconomic impacts of new public policies, such as proposed legislation, taxes, services, and regulations.
Partially Automatable
Explain economic impact of policies to the public.
Partially Automatable
Review documents written by others.
Partially Automatable
Provide advice and consultation on economic relationships to businesses, public and private agencies, and other employers.
Partially Automatable
Formulate recommendations, policies, or plans to solve economic problems or to interpret markets.
Partially Automatable
Supervise research projects and students' study projects.
Partially Automatable
Conduct research on economic issues, and disseminate research findings through technical reports or scientific articles in journals.
Partially Automatable
Teach theories, principles, and methods of economics.
Partially Automatable
Testify at regulatory or legislative hearings concerning the estimated effects of changes in legislation or public policy, and present recommendations based on cost-benefit analyses.
Partially Automatable
Provide litigation support, such as writing reports for expert testimony or testifying as an expert witness.
Partially Automatable
Forecast production and consumption of renewable resources and supply, consumption, and depletion of non-renewable resources.
Partially Automatable
Compile, analyze, and report data to explain economic phenomena and forecast market trends, applying mathematical models and statistical techniques.
Partially Automatable
Develop economic guidelines and standards, and prepare points of view used in forecasting trends and formulating economic policy.
Partially Automatable

Monitoring Processes, Materials, or SurroundingsGetting InformationIdentifying Objects, Actions, and EventsInspecting Equipment, Structures, or MaterialsEstimating the Quantifiable Characteristics of Products, Events, or InformationJudging the Qualities of Objects, Services, or PeopleProcessing InformationEvaluating Information to Determine Compliance with StandardsAnalyzing Data or InformationMaking Decisions and Solving ProblemsThinking CreativelyUpdating and Using Relevant KnowledgeHandling and Moving ObjectsControlling Machines and ProcessesOperating Vehicles, Mechanized Devices, or EquipmentWorking with ComputersRepairing and Maintaining Electronic EquipmentDocumenting/Recording InformationDrafting, 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 RelationshipsOrganizing, Planning, and Prioritizing WorkAssisting and Caring for OthersSelling or Influencing OthersRepairing and Maintaining Mechanical EquipmentResolving 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 ResourcesDeveloping Objectives and StrategiesScheduling Work and ActivitiesPerforming General Physical Activities

Mathsoft MathcadCamfit Data Limited MicrofitMicrosoft Internet ExplorerWolfram Research MathematicaMicrosoft SQL ServerEconometric Software LIMDEPAptech Systems GAUSSMicrosoft Visual BasicEstima Regression Analysis of Time Series RATSMicrosoft Visual Basic for Applications VBAQuantitative Micro Software EViewsEstimates Delivery System EDSGlobal Insight AREMOSLaTeXMinitabMacKichan Software Scientific NotebookMediaWikiTimberlake Consultants OxMetricsRSASStataCorp StataIBM SPSS StatisticsMicrosoft OutlookMicrosoft PowerPointMicrosoft WordTableauMicrosoft AccessTeradata DatabaseESRI ArcViewCorel WordPerfect Office SuiteMySQLPythonPalisade @RiskC++Oracle JavaUNIXCorel QuattroProIBM Lotus 1-2-3Microsoft ExcelMicrosoft Office softwareStatistical softwareMozilla FirefoxInsightful S-PLUSMaplesoft MapleMicrosoft Visual C# .NETUNIX ShellThe MathWorks MATLABMicrosoft Internet ExplorerMathsoft MathcadWolfram Research MathematicaEconometric Software LIMDEPMicrosoft SQL ServerAptech Systems GAUSSMicrosoft Visual BasicMicrosoft Visual Basic for Applications VBAMinitabQuantitative Micro Software EViewsEstimates Delivery System EDSGlobal Insight AREMOSLaTeXMacKichan Software Scientific NotebookMediaWikiTimberlake Consultants OxMetricsMicrosoft OutlookMicrosoft PowerPointTableauIBM SPSS StatisticsRSASESRI ArcViewStataCorp StataTeradata DatabaseCorel WordPerfect Office SuitePalisade @RiskPythonC++Oracle JavaUNIXCorel QuattroProMicrosoft Power BIMicrosoft Office softwareMicrosoft WordStatistical softwareMozilla FirefoxInsightful S-PLUSMaplesoft MapleMicrosoft Visual C# .NETUNIX ShellCamfit Data Limited MicrofitMySQLMicrosoft AccessMicrosoft Power BIFormula translation/translator FORTRANFormula translation/translator FORTRANEstima Regression Analysis of Time Series RATSIBM Lotus 1-2-3TreeAge Software TreeAge ProTreeAge Software TreeAge ProStructured query language SQLThe MathWorks MATLABMicrosoft ExcelWeb browser softwareWeb browser softwareStructured query language SQL

Investment Fund Managers
Medium51.60%
Plan, direct, or coordinate investment strategy or operations for a large pool of liquid assets supplied by institutional investors or individual investors.
Market Research Analysts and Marketing Specialists
Medium47.26%
Research conditions in local, regional, national, or online markets. Gather information to determine potential sales of a product or service, or plan a marketing or advertising campaign. May gather information on competitors, prices, sales, and methods of marketing and distribution. May employ search marketing tactics, analyze web metrics, and develop recommendations to increase search engine ranking and visibility to target markets.
Financial and Investment Analysts
Medium50.96%
Conduct quantitative analyses of information involving investment programs or financial data of public or private institutions, including valuation of businesses.
Personal Financial Advisors
Medium51.60%
Advise clients on financial plans using knowledge of tax and investment strategies, securities, insurance, pension plans, and real estate. Duties include assessing clients' assets, liabilities, cash flow, insurance coverage, tax status, and financial objectives. May also buy and sell financial assets for clients.
Financial Risk Specialists
Medium55.00%
Analyze and measure exposure to credit and market risk threatening the assets, earning capacity, or economic state of an organization. May make recommendations to limit risk.
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.
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.
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.
Statisticians
Medium53.05%
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.
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.
Climate Change Policy Analysts
Medium47.42%
Research and analyze policy developments related to climate change. Make climate-related recommendations for actions such as legislation, awareness campaigns, or fundraising approaches.
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.
Sociologists
Medium49.13%
Study human society and social behavior by examining the groups and social institutions that people form, as well as various social, religious, political, and business organizations. May study the behavior and interaction of groups, trace their origin and growth, and analyze the influence of group activities on individual members.
Political Scientists
Medium45.66%
Study the origin, development, and operation of political systems. May study topics, such as public opinion, political decisionmaking, and ideology. May analyze the structure and operation of governments, as well as various political entities. May conduct public opinion surveys, analyze election results, or analyze public documents.
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.
Business Teachers, Postsecondary
Medium40.35%
Teach courses in business administration and management, such as accounting, finance, human resources, labor and industrial relations, marketing, and operations research. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.
Economics Teachers, Postsecondary
Medium42.53%
Teach courses in economics. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.
Political Science Teachers, Postsecondary
Medium43.63%
Teach courses in political science, international affairs, and international relations. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.
Securities, Commodities, and Financial Services Sales Agents
High72.23%
Buy and sell securities or commodities in investment and trading firms, or provide financial services to businesses and individuals. May advise customers about stocks, bonds, mutual funds, commodities, and market conditions.

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