Job Duties Custom List 15-2041.00 — Statisticians
- Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
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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.
- Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.
- Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.
- Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.
- Present the results of mathematical modeling and data analysis to management or other end users.
- Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.
- Analyze information obtained from management to conceptualize and define operational problems.
- Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
- Prepare management reports defining and evaluating problems and recommending solutions.
- Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.
- Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
- Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.
- Educate staff in the use of mathematical models.
- Develop and apply time and cost networks to plan, control, and review large projects.
- Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- Specify manipulative or computational methods to be applied to models.
- 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.
- 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.
- Design or maintain databases of biological data.
- 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.
- 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.
- Review and approve all systems charts and programs prior to their implementation.
- Evaluate data processing proposals to assess project feasibility and requirements.
- Direct daily operations of department, analyzing workflow, establishing priorities, developing standards and setting deadlines.
- Meet with department heads, managers, supervisors, vendors, and others, to solicit cooperation and resolve problems.
- Review project plans to plan and coordinate project activity.
- Assign and review the work of systems analysts, programmers, and other computer-related workers.
- Provide users with technical support for computer problems.
- Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.
- Recruit, hire, train and supervise staff, or participate in staffing decisions.
- Stay abreast of advances in technology.
- Consult with users, management, vendors, and technicians to assess computing needs and system requirements.
- Develop and interpret organizational goals, policies, and procedures.
- Evaluate the organization's technology use and needs and recommend improvements, such as hardware and software upgrades.
- Prepare and review operational reports or project progress reports.
- Control operational budget and expenditures.
- Purchase necessary equipment.
- Manage backup, security and user help systems.
- Review and approve all systems charts and programs prior to their implementation.
- Evaluate data processing proposals to assess project feasibility and requirements.
- 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.
- 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.
- Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
- Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
- Evaluate project plans and proposals to assess feasibility issues.
- Analyze problems to develop solutions involving computer hardware and software.
- Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.
- Assign or schedule tasks to meet work priorities and goals.
- Meet with managers, vendors, and others to solicit cooperation and resolve problems.
- Design computers and the software that runs them.
- Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.
- Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.
- Consult with users, management, vendors, and technicians to determine computing needs and system requirements.
- Develop and interpret organizational goals, policies, and procedures.
- Develop performance standards, and evaluate work in light of established standards.
- Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.
- Direct daily operations of departments, coordinating project activities with other departments.
- Participate in staffing decisions and direct training of subordinates.
- Approve, prepare, monitor, and adjust operational budgets.
- Evaluate project plans and proposals to assess feasibility issues.
- 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.
- 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.
- 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.
- Review designs, codes, test plans, or documentation to ensure quality.
- Develop data warehouse process models, including sourcing, loading, transformation, and extraction.
- Verify the structure, accuracy, or quality of warehouse data.
- 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.
- Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
- Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.
- Create or implement metadata processes and frameworks.
- 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.
- Review designs, codes, test plans, or documentation to ensure quality.
- 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.
- Test and evaluate hardware and software to determine efficiency, reliability, or compatibility with existing systems.
- Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases.
- Implement system renovation projects in collaboration with technical staff, engineering consultants, installers, and vendors.
- Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
- Review and evaluate requests from engineers, managers, and technicians for system modifications.
- Assess existing facilities' needs for new or modified telecommunications systems.
- Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity.
- Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services.
- Inspect sites to determine physical configuration, such as device locations and conduit pathways.
- Document procedures for hardware and software installation and use.
- Install, or coordinate installation of, new or modified hardware, software, or programming modules of telecommunications systems.
- Instruct in use of voice, video, and data communications systems.
- Implement or perform preventive maintenance, backup, or recovery procedures.
- Prepare purchase requisitions for computer hardware and software, networking and telecommunications equipment, test equipment, cabling, or tools.
- Document technical specifications and operating standards for telecommunications equipment.
- Provide user support by diagnosing network and device problems and implementing technical or procedural solutions.
- Document user support activity, such as system problems, corrective actions, resolution status, and completed equipment installations.
- Estimate costs for system or component implementation and operation.
- Order or maintain inventory of telecommunications equipment for customer premises equipment (CPE), facilities, access networks, or backbone networks.
- Work with personnel and facilities management staff to install, remove, or relocate user connectivity equipment and devices.
- Use computer-aided design (CAD) software to prepare or evaluate network diagrams, floor plans, or site configurations for existing facilities, renovations, or new systems.
- Prepare system activity and performance reports.
- Implement controls to provide security for operating systems, software, and data.
- Manage user access to systems and equipment through account management and password administration.
- Monitor and analyze system performance, such as network traffic, security, and capacity.
- Supervise maintenance of telecommunications equipment.
- Test and evaluate hardware and software to determine efficiency, reliability, or compatibility with existing systems.
- Evaluate network designs to determine whether customer requirements are met efficiently and effectively.
- Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
- Develop disaster recovery plans.
- Monitor and analyze network performance and reports on data input or output to detect problems, identify inefficient use of computer resources, or perform capacity planning.
- Coordinate network or design activities with designers of associated networks.
- Develop conceptual, logical, or physical network designs.
- Develop and implement solutions for network problems.
- Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.
- Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.
- Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology.
- Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing.
- Adjust network sizes to meet volume or capacity demands.
- Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies.
- Develop network-related documentation.
- Estimate time and materials needed to complete projects.
- Supervise engineers or other staff in the design or implementation of network solutions.
- Coordinate network operations, maintenance, repairs, or upgrades.
- Develop procedures to track, project, or report network availability, reliability, capacity, or utilization.
- Research and test new or modified hardware or software products to determine performance and interoperability.
- Communicate with customers, sales staff, or marketing staff to determine customer needs.
- Prepare design presentations and proposals for staff or customers.
- Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems.
- Prepare or monitor project schedules, budgets, or cost control systems.
- Develop plans or budgets for network equipment replacement.
- Coordinate installation of new equipment.
- Explain design specifications to integration or test engineers.
- Develop or maintain project reporting systems.
- Use network computer-aided design (CAD) software packages to optimize network designs.
- Maintain or coordinate the maintenance of network peripherals, such as printers.
- Develop and write procedures for installation, use, or troubleshooting of communications hardware or software.
- Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues.
- Maintain networks by performing activities such as file addition, deletion, or backup.
- Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers.
- Evaluate network designs to determine whether customer requirements are met efficiently and effectively.
