Job Duties Custom List 15-2051.00 — Data Scientists
- Clean and manipulate raw data using statistical software.
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- 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.
- Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
- 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.
- 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.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
- Identify relationships and trends in data, as well as any factors that could affect the results of research.
- Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
- Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
- Report results of statistical analyses, including information in the form of graphs, charts, and tables.
- Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
- Report results of statistical analyses in peer-reviewed papers and technical manuals.
- Evaluate sources of information to determine any limitations, in terms of reliability or usability.
- Develop and test experimental designs, sampling techniques, and analytical methods.
- Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.
- Supervise and provide instructions for workers collecting and tabulating data.
- Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.
- Prepare and structure data warehouses for storing data.
- Develop software applications or programming for statistical modeling and graphic analysis.
- Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- Process clinical data, including receipt, entry, verification, or filing of information.
- Prepare appropriate formatting to data sets as requested.
- Design and validate clinical databases, including designing or testing logic checks.
- 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.
- Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.
- 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.
- Process clinical data, including receipt, entry, verification, or filing of information.
- Prepare appropriate formatting to data sets as requested.
- 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.
- 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.
- 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.
