- Define data requirements, and gather and validate information, applying judgment and statistical tests.
Occupations with related tasks Save Table: XLSX CSV
- Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
- Evaluate sources of information to determine any limitations, in terms of reliability or usability.
- Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.
- Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.
- Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
- Identify relationships and trends in data, as well as any factors that could affect the results of research.
- Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
- Report results of statistical analyses, including information in the form of graphs, charts, and tables.
- Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- Report results of statistical analyses in peer-reviewed papers and technical manuals.
- Develop and test experimental designs, sampling techniques, and analytical methods.
- Supervise and provide instructions for workers collecting and tabulating data.
- Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.
- Prepare and structure data warehouses for storing data.
- Develop software applications or programming for statistical modeling and graphic analysis.
- Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
- Evaluate sources of information to determine any limitations, in terms of reliability or usability.
- Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.
- Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.
- Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
- Identify relationships and trends in data, as well as any factors that could affect the results of research.
- Calculate sample size requirements for clinical studies.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Apply research or simulation results to extend biological theory or recommend new research projects.
- Develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.
- Draw conclusions or make predictions, based on data summaries or statistical analyses.
- Develop or implement data analysis algorithms.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.
- Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.
- Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.
- Design research studies in collaboration with physicians, life scientists, or other professionals.
- Prepare tables and graphs to present clinical data or results.
- Write program code to analyze data with statistical analysis software.
- Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
- Plan or direct research studies related to life sciences.
- Prepare articles for publication or presentation at professional conferences.
- Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.
- Design or maintain databases of biological data.
- Assign work to biostatistical assistants or programmers.
- Analyze archival data, such as birth, death, and disease records.
- Design surveys to assess health issues.
- Teach graduate or continuing education courses or seminars in biostatistics.
- Provide biostatistical consultation to clients or colleagues.
- Write research proposals or grant applications for submission to external bodies.
- Collect data through surveys or experimentation.
- Calculate sample size requirements for clinical studies.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Apply research or simulation results to extend biological theory or recommend new research projects.
- Develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.
- Draw conclusions or make predictions, based on data summaries or statistical analyses.
- Develop or implement data analysis algorithms.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- Design and validate clinical databases, including designing or testing logic checks.
- Process clinical data, including receipt, entry, verification, or filing of information.
- Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.
- Generate data queries, based on validation checks or errors and omissions identified during data entry, to resolve identified problems.
- Develop project-specific data management plans that address areas such as coding, reporting, or transfer of data, database locks, and work flow processes.
- Monitor work productivity or quality to ensure compliance with standard operating procedures.
- Prepare appropriate formatting to data sets as requested.
- Design forms for receiving, processing, or tracking data.
- Prepare data analysis listings and activity, performance, or progress reports.
- Confer with end users to define or implement clinical system requirements such as data release formats, delivery schedules, and testing protocols.
- Analyze clinical data using appropriate statistical tools.
- Evaluate processes and technologies, and suggest revisions to increase productivity and efficiency.
- Develop technical specifications for data management programming and communicate needs to information technology staff.
- Write work instruction manuals, data capture guidelines, or standard operating procedures.
- Supervise the work of data management project staff.
- Contribute to the compilation, organization, and production of protocols, clinical study reports, regulatory submissions, or other controlled documentation.
- Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices.
- Train staff on technical procedures or software program usage.
- Develop or select specific software programs for various research scenarios.
- Provide support and information to functional areas such as marketing, clinical monitoring, and medical affairs.
- Track the flow of work forms, including in-house data flow or electronic forms transfer.
- Design and validate clinical databases, including designing or testing logic checks.
- Process clinical data, including receipt, entry, verification, or filing of information.
- Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.
- Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
- Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
- Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
- Perform computations and apply methods of numerical analysis to data.
- Assemble sets of assumptions, and explore the consequences of each set.
- Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
- Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.
- Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
- Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
- Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
- Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
- Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
- Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
- Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
- Perform computations and apply methods of numerical analysis to data.
- Assemble sets of assumptions, and explore the consequences of each set.
- Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
- Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.
- Identify relationships and trends or any factors that could affect the results of research.
- Analyze, manipulate, or process large sets of data using statistical software.
- Apply feature selection algorithms to models predicting outcomes of interest, such as sales, attrition, and healthcare use.
- Clean and manipulate raw data using statistical software.
- Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.
- Deliver oral or written presentations of the results of mathematical modeling and data analysis to management or other end users.
- Design surveys, opinion polls, or other instruments to collect data.
- Identify business problems or management objectives that can be addressed through data analysis.
- Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.
- Read scientific articles, conference papers, or other sources of research to identify emerging analytic trends and technologies.
- Recommend data-driven solutions to key stakeholders.
- Test, validate, and reformulate models to ensure accurate prediction of outcomes of interest.
- Write new functions or applications in programming languages to conduct analyses.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
- Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.
- Identify relationships and trends or any factors that could affect the results of research.
- Compile laboratory test data and perform appropriate analyses.
- Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.
- Review data from contract laboratories to ensure accuracy and regulatory compliance.
- Conduct routine and non-routine analyses of in-process materials, raw materials, environmental samples, finished goods, or stability samples.
- Interpret test results, compare them to established specifications and control limits, and make recommendations on appropriateness of data for release.
- Calibrate, validate, or maintain laboratory equipment.
- Ensure that lab cleanliness and safety standards are maintained.
- Perform visual inspections of finished products.
- Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms.
- Identify and troubleshoot equipment problems.
- Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses.
- Investigate or report questionable test results.
- Monitor testing procedures to ensure that all tests are performed according to established item specifications, standard test methods, or protocols.
- Identify quality problems and recommend solutions.
- Participate in out-of-specification and failure investigations and recommend corrective actions.
- Receive and inspect raw materials.
- Train other analysts to perform laboratory procedures and assays.
- Supply quality control data necessary for regulatory submissions.
- Serve as a technical liaison between quality control and other departments, vendors, or contractors.
- Write or revise standard quality control operating procedures.
- Participate in internal assessments and audits as required.
- Evaluate analytical methods and procedures to determine how they might be improved.
- Prepare or review required method transfer documentation including technical transfer protocols or reports.
- Develop and qualify new testing methods.
- Coordinate testing with contract laboratories and vendors.
- Evaluate new technologies and methods to make recommendations regarding their use.
- Compile laboratory test data and perform appropriate analyses.
- Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.
- Review data from contract laboratories to ensure accuracy and regulatory compliance.
- Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- Interpret aerial or ortho photographs.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.
- Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.
- Maintain or modify existing Geographic Information Systems (GIS) databases.
- Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
- Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.
- Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.
- Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.
- Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases.
- Select cartographic elements needed for effective presentation of information.
- Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
- Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
- Confer with users to analyze, configure, or troubleshoot applications.
- Design, program, or model Geographic Information Systems (GIS) applications or procedures.
- Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.
- Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.
- Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.
- Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.
- Transfer or rescale information from original photographs onto maps or other photographs.
- Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.
- Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
- Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
- Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.
- Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use.
- Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- Interpret aerial or ortho photographs.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Verify the structure, accuracy, or quality of warehouse data.
- Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
- Develop data warehouse process models, including sourcing, loading, transformation, and extraction.
- Map data between source systems, data warehouses, and data marts.
- Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
- Design and implement warehouse database structures.
- Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.
- Provide or coordinate troubleshooting support for data warehouses.
- Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
- Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.
- Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.
- Create or implement metadata processes and frameworks.
- Review designs, codes, test plans, or documentation to ensure quality.
- Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.
- Select methods, techniques, or criteria for data warehousing evaluative procedures.
- Prepare functional or technical documentation for data warehouses.
- Test software systems or applications for software enhancements or new products.
- Implement business rules via stored procedures, middleware, or other technologies.
- Verify the structure, accuracy, or quality of warehouse data.
- Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
- Perform complex calculations as part of the analysis and evaluation of data, using computers.
- Analyze data from research conducted to detect and measure physical phenomena.
- Design computer simulations to model physical data so that it can be better understood.
- Write research proposals to receive funding.
- Teach physics to students.
- Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.
- Conduct research pertaining to potential environmental impacts of atomic energy-related industrial development to determine licensing qualifications.
- Observe the structure and properties of matter, and the transformation and propagation of energy, using equipment such as masers, lasers, and telescopes, to explore and identify the basic principles governing these phenomena.
- Develop theories and laws on the basis of observation and experiments, and apply these theories and laws to problems in areas such as nuclear energy, optics, and aerospace technology.
- Collaborate with other scientists in the design, development, and testing of experimental, industrial, or medical equipment, instrumentation, and procedures.
- Conduct application evaluations and analyze results to determine commercial, industrial, scientific, medical, military, or other uses for electro-optical devices.
- Develop manufacturing, assembly, and fabrication processes of lasers, masers, infrared, and other light-emitting and light-sensitive devices.
- Advise authorities of procedures to be followed in radiation incidents or hazards, and assist in civil defense planning.
- Develop standards of permissible concentrations of radioisotopes in liquids and gases.
- Describe and express observations and conclusions in mathematical terms.
- Perform complex calculations as part of the analysis and evaluation of data, using computers.
- Perform quality control checks on data to be used by hydrologists.
- Analyze ecological data about the impact of pollution, erosion, floods, and other environmental problems on bodies of water.
- Answer technical questions from hydrologists, policymakers, or other customers developing water conservation plans.
- Apply research findings to minimize the environmental impacts of pollution, waterborne diseases, erosion, or sedimentation.
- Assist in designing programs to ensure the proper sealing of abandoned wells.
- Collect water and soil samples to test for physical, chemical, or biological properties, such as pH, oxygen level, temperature, and pollution.
- Develop computer models for hydrologic predictions.
- Estimate the costs and benefits of municipal projects, such as hydroelectric power plants, irrigation systems, and wastewater treatment facilities.
- Investigate complaints or conflicts related to the alteration of public waters by gathering information, recommending alternatives, or preparing legal documents.
- Investigate the properties, origins, or activities of glaciers, ice, snow, or permafrost.
- Locate and deliver information or data as requested by customers, such as contractors, government entities, and members of the public.
- Measure the properties of bodies of water, such as water levels, volume, and flow.
- Prepare, install, maintain, or repair equipment used for hydrologic study, such as water level recorders, stream flow gauges, and water analyzers.
- Provide real time data to emergency management and weather service personnel during flood events.
- Write groundwater contamination reports on known, suspected, or potential hazardous waste sites.
- Write materials for research publications, such as maps, tables, and reports, to disseminate findings.
- Perform quality control checks on data to be used by hydrologists.
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
- Analyze information to determine, recommend, and plan installation of a new system or modification of an existing system.
- Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
- Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.
- Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.
- Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.
- Coordinate installation of software system.
- Determine system performance standards.
- Develop or direct software system testing or validation procedures, programming, or documentation.
- Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.
- Monitor functioning of equipment to ensure system operates in conformance with specifications.
- Obtain and evaluate information on factors such as reporting formats required, costs, or security needs to determine hardware configuration.
- Prepare reports or correspondence concerning project specifications, activities, or status.
- Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.
- Specify power supply requirements and configuration.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
- Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.
- Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.
- Train users to use new or modified equipment.
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
- Plan, conduct, and evaluate nutrigenomic or nutrigenetic research.
- Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.
- Evaluate laboratory tests in preparing nutrition recommendations.
- Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.
- Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.
- Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.
- Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.
- Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.
- Develop recipes and menus to address special nutrition needs, such as low glycemic, low histamine, or gluten- or allergen-free.
- Coordinate diet counseling services.
- Develop curriculum and prepare manuals, visual aids, course outlines, and other materials used in teaching.
- Plan, conduct, and evaluate dietary, nutritional, and epidemiological research.
- Plan and conduct training programs in dietetics, nutrition, and institutional management and administration for medical students, health-care personnel, and the general public.
- Write research reports and other publications to document and communicate research findings.
- Select, train, and supervise workers who plan, prepare, and serve meals.
- Make recommendations regarding public policy, such as nutrition labeling, food fortification, or nutrition standards for school programs.
- Manage quantity food service departments or clinical and community nutrition services.
- Monitor food service operations to ensure conformance to nutritional, safety, sanitation and quality standards.
- Inspect meals served for conformance to prescribed diets and standards of palatability and appearance.
- Purchase food in accordance with health and safety codes.
- Develop policies for food service or nutritional programs to assist in health promotion and disease control.
- Organize, develop, analyze, test, and prepare special meals, such as low-fat, low-cholesterol, or chemical-free meals.
- Advise food service managers and organizations on sanitation, safety procedures, menu development, budgeting, and planning to assist with establishment, operation, and evaluation of food service facilities and nutrition programs.
- Prepare and administer budgets for food, equipment, and supplies.
- Coordinate recipe development and standardization and develop new menus for independent food service operations.
- Confer with design, building, and equipment personnel to plan for construction and remodeling of food service units.
- Plan and prepare grant proposals to request program funding.
- Test new food products and equipment.
- Plan, conduct, and evaluate nutrigenomic or nutrigenetic research.
