Job Duties Custom List 15-2041.00 — Statisticians
- Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
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- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- Specify manipulative or computational methods to be applied to models.
- Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
- Present the results of mathematical modeling and data analysis to management or other end users.
- Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.
- Prepare management reports defining and evaluating problems and recommending solutions.
- Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.
- Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.
- Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.
- Analyze information obtained from management to conceptualize and define operational problems.
- Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.
- Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.
- Develop and apply time and cost networks to plan, control, and review large projects.
- Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
- Educate staff in the use of mathematical models.
- Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
- Review research literature.
- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- Specify manipulative or computational methods to be applied to models.
- Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
- Calculate sample size requirements for clinical studies.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Draw conclusions or make predictions, based on data summaries or statistical analyses.
- 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.
- Provide biostatistical consultation to clients or colleagues.
- Develop or implement data analysis algorithms.
- Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- 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.
- Write research proposals or grant applications for submission to external bodies.
- Design or maintain databases of biological data.
- Collect data through surveys or experimentation.
- 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.
- 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.
- Calculate sample size requirements for clinical studies.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Analyze building codes, by-laws, space and site requirements, and other technical documents and reports to determine their effect on architectural designs.
- Determine procedures and instructions to be followed, according to design specifications and quantity of required materials.
- Calculate excavation tonnage and prepare graphs and fill-hauling diagrams for use in earth-moving operations.
- Review rough sketches, drawings, specifications, and other engineering data to ensure that they conform to design concepts.
- Produce drawings, using computer-assisted drafting systems (CAD) or drafting machines, or by hand, using compasses, dividers, protractors, triangles, and other drafting devices.
- Draft plans and detailed drawings for structures, installations, and construction projects, such as highways, sewage disposal systems, and dikes, working from sketches or notes.
- Coordinate structural, electrical, and mechanical designs and determine a method of presentation to graphically represent building plans.
- Draw maps, diagrams, and profiles, using cross-sections and surveys, to represent elevations, topographical contours, subsurface formations, and structures.
- Lay out and plan interior room arrangements for commercial buildings, using computer-assisted drafting (CAD) equipment and software.
- Supervise and train other technologists, technicians, and drafters.
- Determine the order of work and method of presentation, such as orthographic or isometric drawing.
- Finish and duplicate drawings and documentation packages according to required mediums and specifications for reproduction, using blueprinting, photography, or other duplicating methods.
- Draw rough and detailed scale plans for foundations, buildings, and structures, based on preliminary concepts, sketches, engineering calculations, specification sheets, and other data.
- Correlate, interpret, and modify data obtained from topographical surveys, well logs, and geophysical prospecting reports.
- Check dimensions of materials to be used and assign numbers to lists of materials.
- Supervise or conduct field surveys, inspections, or technical investigations to obtain data required to revise construction drawings.
- Explain drawings to production or construction teams and provide adjustments as necessary.
- Obtain and assemble data to complete architectural designs, visiting job sites to compile measurements as necessary.
- Determine quality, cost, strength, and quantity of required materials, and enter figures on materials lists.
- Locate and identify symbols on topographical surveys to denote geological and geophysical formations or oil field installations.
- Create freehand drawings and lettering to accompany drawings.
- Prepare colored drawings of landscape and interior designs for presentation to client.
- Calculate weights, volumes, and stress factors and their implications for technical aspects of designs.
- Plot characteristics of boreholes for oil and gas wells from photographic subsurface survey recordings and other data, representing depth, degree, and direction of inclination.
- Reproduce drawings on copy machines or trace copies of plans and drawings, using transparent paper or cloth, ink, pencil, and standard drafting instruments.
- Calculate heat loss and gain of buildings and structures to determine required equipment specifications, following standard procedures.
- Prepare cost estimates, contracts, bidding documents, and technical reports for specific projects under an architect's or engineer's supervision.
- Represent architect or engineer on construction site, ensuring builder compliance with design specifications and advising on design corrections, under supervision.
- Analyze building codes, by-laws, space and site requirements, and other technical documents and reports to determine their effect on architectural designs.
- Determine procedures and instructions to be followed, according to design specifications and quantity of required materials.
- Calculate excavation tonnage and prepare graphs and fill-hauling diagrams for use in earth-moving operations.
- Review rough sketches, drawings, specifications, and other engineering data to ensure that they conform to design concepts.
- Evaluate technical specifications and economic factors relating to process or product design objectives.
- Determine appropriate methods for fabricating and joining materials.
- Analyze product failure data and laboratory test results to determine causes of problems and develop solutions.
- Design and direct the testing or control of processing procedures.
- Monitor material performance, and evaluate its deterioration.
- Conduct or supervise tests on raw materials or finished products to ensure their quality.
- Modify properties of metal alloys, using thermal and mechanical treatments.
- Guide technical staff in developing materials for specific uses in projected products or devices.
- Review new product plans, and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.
- Supervise the work of technologists, technicians, and other engineers and scientists.
- Plan and implement laboratory operations to develop material and fabrication procedures that meet cost, product specification, and performance standards.
- Plan and evaluate new projects, consulting with other engineers and corporate executives, as necessary.
- Supervise production and testing processes in industrial settings, such as metal refining facilities, smelting or foundry operations, or nonmetallic materials production operations.
- Solve problems in a number of engineering fields, such as mechanical, chemical, electrical, civil, nuclear, and aerospace.
- Conduct training sessions on new material products, applications, or manufacturing methods for customers and their employees.
- Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.
- Present technical information at conferences.
- Replicate the characteristics of materials and their components, using computers.
- Design processing plants and equipment.
- Write for technical magazines, journals, and trade association publications.
- Teach in colleges and universities.
- Evaluate technical specifications and economic factors relating to process or product design objectives.
- Determine appropriate methods for fabricating and joining materials.
- Review development plans to determine potential traffic impact.
- Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.
- Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.
- Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.
- Plan alteration or modification of existing transportation structures to improve safety or function.
- Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.
- Present data, maps, or other information at construction-related public hearings or meetings.
- Prepare final project layout drawings that include details such as stress calculations.
- Investigate traffic problems and recommend methods to improve traffic flow or safety.
- Estimate transportation project costs.
- Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.
- Evaluate traffic control devices or lighting systems to determine need for modification or expansion.
- Prepare project budgets, schedules, or specifications for labor or materials.
- Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations.
- Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion.
- Analyze environmental impact statements for transportation projects.
- Supervise the maintenance or repair of transportation systems or system components.
- Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems.
- Inspect completed transportation projects to ensure compliance with environmental regulations.
- Participate in contract bidding, negotiation, or administration.
- Evaluate construction project materials for compliance with environmental standards.
- Direct the surveying, staking, or laying-out of construction projects.
- Design transportation systems or structures with sustainable materials or products, such as porous pavement or bioretention structures.
- Investigate or test specific construction project materials to determine compliance to specifications or standards.
- Develop or assist in the development of transportation-related computer software or computer processes.
- Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development.
- Review development plans to determine potential traffic impact.
- Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.
- 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.
- 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.
- Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
- Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
- Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
- Perform computations and apply methods of numerical analysis to data.
- Assemble sets of assumptions, and explore the consequences of each set.
- 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.
- Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
- Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.
- Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.
- Manage and direct the construction, operations, or maintenance activities at project site.
- Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.
- Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.
- Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools.
- Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.
- Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.
- Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.
- Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.
- Design energy-efficient or environmentally sound civil structures.
- Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.
- Identify environmental risks and develop risk management strategies for civil engineering projects.
- Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact.
- Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites.
- Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes.
- Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.
- Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
- 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.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- 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 relationships and trends or any factors that could affect the results of research.
- Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.
- Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.
- 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.
- Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
- Conduct automotive design reviews.
- Conduct or direct system-level automotive testing.
- Provide technical direction to other engineers or engineering support personnel.
- Perform failure, variation, or root cause analyses.
- Calibrate vehicle systems, including control algorithms or other software systems.
- Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics.
- Prepare or present technical or project status reports.
- Conduct research studies to develop new concepts in the field of automotive engineering.
- Establish production or quality control standards.
- Alter or modify designs to obtain specified functional or operational performance.
- Research or implement green automotive technologies involving alternative fuels, electric or hybrid cars, or lighter or more fuel-efficient vehicles.
- Develop calibration methodologies, test methodologies, or tools.
- Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency.
- Develop or implement operating methods or procedures.
- Develop engineering specifications or cost estimates for automotive design concepts.
- Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.
- Write, review, or maintain engineering documentation.
- Develop specifications for vehicles powered by alternative fuels or alternative power methods.
- Build models for algorithm or control feature verification testing.
- Coordinate production activities with other functional units, such as procurement, maintenance, or quality control.
- Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance.
- Develop or integrate control feature requirements.
- Research computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.
- Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products.
- Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction.
- Conduct automotive design reviews.
- Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.
- 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.
- Compile laboratory test data and perform appropriate analyses.
- 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.
- Review data from contract laboratories to ensure accuracy and regulatory compliance.
- Develop and qualify new testing methods.
- Coordinate testing with contract laboratories and vendors.
- Evaluate new technologies and methods to make recommendations regarding their use.
- Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.
