Job Duties Custom List 15-2041.00 — Statisticians
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
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- Design and validate clinical databases, including designing or testing logic checks.
- Process clinical data, including receipt, entry, verification, or filing of information.
- Prepare appropriate formatting to data sets as requested.
- 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.
- 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.
- Prepare appropriate formatting to data sets as requested.
- Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.
- Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Maintain or modify existing Geographic Information Systems (GIS) databases.
- 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.
- 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.
- 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.
- 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.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- 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.
- Interpret aerial or ortho photographs.
- 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.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Maintain or modify existing Geographic Information Systems (GIS) databases.
- 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.
- Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval.
- Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.
- Assist in determining document management policies to facilitate efficient, legal, and secure access to electronic content.
- Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.
- Develop, document, or maintain standards, best practices, or system usage procedures.
- Administer document and system access rights and revision control to ensure security of system and integrity of master documents.
- Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff.
- Write, review, or execute plans for testing new or established document management systems.
- Monitor regulatory activity to maintain compliance with records and document management laws.
- Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary.
- Keep abreast of developments in document management technologies and techniques by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
- Conduct needs assessments to identify document management requirements of departments or end users.
- Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.
- Document technical functions and specifications for new or proposed content management systems.
- Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving.
- Consult with end users regarding problems in accessing electronic content.
- Propose recommendations for improving content management system capabilities.
- Operate data capture technology to import digitized documents into document management system.
- Prepare support documentation and training materials for end users of document management systems.
- Search electronic sources, such as databases or repositories, or manual sources for information.
- Implement scanning or other automated data entry procedures, using imaging devices and document imaging software.
- Analyze, interpret, or disseminate system performance data.
- Assist in the assessment, acquisition, or deployment of new electronic document management systems.
- Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval.
- Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.
- Clean and manipulate raw data using statistical software.
- 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.
- Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
- 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.
- Clean and manipulate raw data using statistical software.
- 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.
- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- 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.
- Specify manipulative or computational methods to be applied to 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.
- Verify the structure, accuracy, or quality of warehouse data.
- 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.
- 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.
- 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.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
- 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.
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
- 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.
- 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.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
- 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.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
- Identify, analyze, and document problems with program function, output, online screen, or content.
- Document software defects, using a bug tracking system, and report defects to software developers.
- Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.
- Design test plans, scenarios, scripts, or procedures.
- Document test procedures to ensure replicability and compliance with standards.
- Provide feedback and recommendations to developers on software usability and functionality.
- Install, maintain, or use software testing programs.
- Test system modifications to prepare for implementation.
- Create or maintain databases of known test defects.
- Develop or specify standards, methods, or procedures to determine product quality or release readiness.
- Monitor bug resolution efforts and track successes.
- Update automated test scripts to ensure currency.
- Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.
- Plan test schedules or strategies in accordance with project scope or delivery dates.
- Monitor program performance to ensure efficient and problem-free operations.
- Conduct software compatibility tests with programs, hardware, operating systems, or network environments.
- Investigate customer problems referred by technical support.
- Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.
- Identify program deviance from standards, and suggest modifications to ensure compliance.
- Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
- Design or develop automated testing tools.
- Install and configure recreations of software production environments to allow testing of software performance.
- Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.
- Coordinate user or third-party testing.
- Visit beta testing sites to evaluate software performance.
- Conduct historical analyses of test results.
- Evaluate or recommend software for testing or bug tracking.
- Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
- Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
