Job Duties Custom List 15-2041.00 — Statisticians
- Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.
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- Calculate sample size requirements for clinical studies.
- Design research studies in collaboration with physicians, life scientists, or other professionals.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Plan or direct research studies related to life sciences.
- Design surveys to assess health issues.
- 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.
- 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.
- 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.
- 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.
- Design research studies in collaboration with physicians, life scientists, or other professionals.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Plan or direct research studies related to life sciences.
- Design surveys to assess health issues.
- 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.
- Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.
- Research ways to reduce the ecological footprint of increasingly prevalent megacities.
- Determine ways to mitigate the negative consequences of mineral dust dispersion.
- Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.
- Analyze and interpret geological data, using computer software.
- Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains.
- Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.
- Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.
- Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.
- Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.
- Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.
- Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.
- Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.
- Locate and review research articles or environmental, historical, or technical reports.
- Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.
- Review environmental, historical, or technical reports and publications for accuracy.
- Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites.
- Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.
- Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.
- Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.
- Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.
- Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.
- Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.
- Develop strategies for more environmentally friendly resource extraction and reclamation.
- Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.
- Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.
- Locate potential sources of geothermal energy.
- Collaborate with medical or health researchers to address health problems related to geological materials or processes.
- Develop ways to capture or use gases burned off as waste during oil production processes.
- Research geomechanical or geochemical processes to be used in carbon sequestration projects.
- Develop applied software for the analysis and interpretation of geological data.
- Identify possible sites for carbon sequestration projects.
- Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.
- Research ways to reduce the ecological footprint of increasingly prevalent megacities.
- Determine ways to mitigate the negative consequences of mineral dust dispersion.
- Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.
- Design or perform experiments with equipment, such as lasers, accelerators, or mass spectrometers.
- Develop new methods to study the mechanisms of biological processes.
- Develop or execute tests to detect diseases, genetic disorders, or other abnormalities.
- Share research findings by writing scientific articles or by making presentations at scientific conferences.
- Teach or advise undergraduate or graduate students or supervise their research.
- Study physical principles of living cells or organisms and their electrical or mechanical energy, applying methods and knowledge of mathematics, physics, chemistry, or biology.
- Manage laboratory teams or monitor the quality of a team's work.
- Write grant proposals to obtain funding for research.
- Determine the three-dimensional structure of biological macromolecules.
- Design or build laboratory equipment needed for special research projects.
- Prepare reports or recommendations, based upon research outcomes.
- Study spatial configurations of submicroscopic molecules, such as proteins, using x-rays or electron microscopes.
- Study the chemistry of living processes, such as cell development, breathing and digestion, or living energy changes, such as growth, aging, or death.
- Study the mutations in organisms that lead to cancer or other diseases.
- Research the chemical effects of substances, such as drugs, serums, hormones, or food, on tissues or vital processes.
- Research transformations of substances in cells, using atomic isotopes.
- Develop or test new drugs or medications intended for commercial distribution.
- Isolate, analyze, or synthesize vitamins, hormones, allergens, minerals, or enzymes and determine their effects on body functions.
- Examine the molecular or chemical aspects of immune system functioning.
- Research how characteristics of plants or animals are carried through successive generations.
- Prepare pharmaceutical compounds for commercial distribution.
- Develop methods to process, store, or use foods, drugs, or chemical compounds.
- Investigate the nature, composition, or expression of genes or research how genetic engineering can impact these processes.
- Produce pharmaceutically or industrially useful proteins, using recombinant DNA technology.
- Design or perform experiments with equipment, such as lasers, accelerators, or mass spectrometers.
- Develop new methods to study the mechanisms of biological processes.
- Develop or execute tests to detect diseases, genetic disorders, or other abnormalities.
- Plan laboratory experiments to confirm feasibility of processes and techniques used in the production of materials with special characteristics.
- Devise testing methods to evaluate the effects of various conditions on particular materials.
- Conduct research on the structures and properties of materials, such as metals, alloys, polymers, and ceramics, to obtain information that could be used to develop new products or enhance existing ones.
- Determine ways to strengthen or combine materials or develop new materials with new or specific properties for use in a variety of products and applications.
- Prepare reports, manuscripts, proposals, and technical manuals for use by other scientists and requestors, such as sponsors and customers.
- Perform experiments and computer modeling to study the nature, structure, and physical and chemical properties of metals and their alloys, and their responses to applied forces.
- Recommend materials for reliable performance in various environments.
- Test material samples for tolerance under tension, compression, and shear to determine the cause of metal failures.
- Test metals to determine conformance to specifications of mechanical strength, strength-weight ratio, ductility, magnetic and electrical properties, and resistance to abrasion, corrosion, heat, and cold.
- Write research papers for publication in scientific journals.
- Confer with customers to determine how to tailor materials to their needs.
- Supervise and monitor production processes to ensure efficient use of equipment, timely changes to specifications, and project completion within time frame and budget.
- Visit suppliers of materials or users of products to gather specific information.
- Test individual parts and products to ensure that manufacturer and governmental quality and safety standards are met.
- Teach in colleges and universities.
- Research methods of processing, forming, and firing materials to develop such products as ceramic dental fillings, unbreakable dinner plates, and telescope lenses.
- Plan laboratory experiments to confirm feasibility of processes and techniques used in the production of materials with special characteristics.
- Devise testing methods to evaluate the effects of various conditions on particular materials.
- 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.
- 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.
- Design, conduct, or provide support to nursing informatics research.
- Translate nursing practice information between nurses and systems engineers, analysts, or designers, using object-oriented models or other techniques.
- Apply knowledge of computer science, information science, nursing, and informatics theory to nursing practice, education, administration, or research, in collaboration with other health informatics specialists.
- Design, develop, select, test, implement, and evaluate new or modified informatics solutions, data structures, and decision-support mechanisms to support patients, health care professionals, and their information management and human-computer and human-technology interactions within health care contexts.
- Analyze and interpret patient, nursing, or information systems data to improve nursing services.
- Develop, implement, or evaluate health information technology applications, tools, processes, or structures to assist nurses with data management.
- Identify, collect, record, or analyze data relevant to the nursing care of patients.
- Use informatics science to design or implement health information technology applications for resolution of clinical or health care administrative problems.
- Provide consultation to nurses regarding hardware or software configuration.
- Analyze computer and information technologies to determine applicability to nursing practice, education, administration, and research.
- Develop strategies, policies or procedures for introducing, evaluating, or modifying information technology applied to nursing practice, administration, education, or research.
- Develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information.
- Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in informatics.
- Develop or deliver training programs for health information technology, creating operating manuals as needed.
- Disseminate information about nursing informatics science and practice to the profession, other health care professions, nursing students, and the public.
- Inform local, state, national, and international health policies related to information management and communication, confidentiality and security, patient safety, infrastructure development, and economics.
- Plan, install, repair, or troubleshoot telehealth technology applications or systems in homes.
- Design, conduct, or provide support to nursing informatics research.
- 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.
