- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
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- Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
- Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.
- Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
- Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.
- Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.
- Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.
- Prepare detailed workflow charts and diagrams that describe input, output, and logical operation, and convert them into a series of instructions coded in a computer language.
- Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
- Consult with and assist computer operators or system analysts to define and resolve problems in running computer programs.
- Perform systems analysis and programming tasks to maintain and control the use of computer systems software as a systems programmer.
- Write or contribute to instructions or manuals to guide end users.
- Investigate whether networks, workstations, the central processing unit of the system, or peripheral equipment are responding to a program's instructions.
- Assign, coordinate, and review work and activities of programming personnel.
- Train subordinates in programming and program coding.
- Train users on the use and function of computer programs.
- Collaborate with computer manufacturers and other users to develop new programming methods.
- Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
- Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.
- Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
- Develop Web sites.
- 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.
- Design, program, or model Geographic Information Systems (GIS) applications or procedures.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- Interpret aerial or ortho photographs.
- Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
- 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.
- Maintain or modify existing Geographic Information Systems (GIS) databases.
- Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
- 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.
- 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.
- 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.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
- Confer with users to analyze, configure, or troubleshoot applications.
- 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.
- 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.
- 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.
- Design, program, or model Geographic Information Systems (GIS) applications or procedures.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- Interpret aerial or ortho photographs.
- Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
- Expand or modify system to serve new purposes or improve work flow.
- Assess the usefulness of pre-developed application packages and adapt them to a user environment.
- Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.
- Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.
- Specify inputs accessed by the system and plan the distribution and use of the results.
- Troubleshoot program and system malfunctions to restore normal functioning.
- Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.
- Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.
- Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.
- Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
- Consult with management to ensure agreement on system principles.
- Train staff and users to work with computer systems and programs.
- Determine computer software or hardware needed to set up or alter systems.
- Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.
- Develop, document, and revise system design procedures, test procedures, and quality standards.
- Recommend new equipment or software packages.
- Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.
- Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
- Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.
- Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.
- Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.
- Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.
- Expand or modify system to serve new purposes or improve work flow.
- Assess the usefulness of pre-developed application packages and adapt them to a user environment.
- Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.
- Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.
- Specify inputs accessed by the system and plan the distribution and use of the results.
- 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.
- Draw conclusions or make predictions, based on data summaries or statistical analyses.
- Develop or implement data analysis algorithms.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- 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.
- Calculate sample size requirements for clinical studies.
- 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.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
- 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.
- 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.
- 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.
- Draw conclusions or make predictions, based on data summaries or statistical analyses.
- Develop or implement data analysis algorithms.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- 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.
- Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
- 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.
- Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
- Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.
- Specify manipulative or computational methods to be applied to models.
- Develop and apply time and cost networks to plan, control, and review large projects.
- Educate staff in the use of mathematical models.
- Review research literature.
- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- 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.
- Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- Develop software applications or programming for statistical modeling and graphic analysis.
- 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.
- Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
- Report results of statistical analyses, including information in the form of graphs, charts, and tables.
- Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Develop and test experimental designs, sampling techniques, and analytical methods.
- Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
- Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
- Evaluate sources of information to determine any limitations, in terms of reliability or usability.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- Report results of statistical analyses in peer-reviewed papers and technical manuals.
- Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.
- Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.
- Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.
- Supervise and provide instructions for workers collecting and tabulating data.
- Prepare and structure data warehouses for storing data.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- Develop software applications or programming for statistical modeling and graphic analysis.
- 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.
- Develop efficient and effective system controllers.
- Develop application-specific software.
- Develop system engineering, software engineering, system integration, or distributed system architectures.
- Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.
- Communicate with staff or clients to understand specific system requirements.
- Investigate system component suitability for specified purposes, and make recommendations regarding component use.
- Provide customers or installation teams guidelines for implementing secure systems.
- Direct the analysis, development, and operation of complete computer systems.
- Direct the installation of operating systems, network or application software, or computer or network hardware.
- Monitor system operation to detect potential problems.
- Identify system data, hardware, or software components required to meet user needs.
- Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.
- Verify stability, interoperability, portability, security, or scalability of system architecture.
- Research, test, or verify proper functioning of software patches and fixes.
- Configure servers to meet functional specifications.
- Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.
- Design and conduct hardware or software tests.
- Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.
- Document design specifications, installation instructions, and other system-related information.
- Perform security analyses of developed or packaged software components.
- Provide technical guidance or support for the development or troubleshooting of systems.
- Define and analyze objectives, scope, issues, or organizational impact of information systems.
- Establish functional or system standards to address operational requirements, quality requirements, and design constraints.
- Provide advice on project costs, design concepts, or design changes.
- Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.
- Develop or approve project plans, schedules, or budgets.
- Communicate project information through presentations, technical reports, or white papers.
- Train system users in system operation or maintenance.
- Develop efficient and effective system controllers.
- Develop application-specific software.
- Develop system engineering, software engineering, system integration, or distributed system architectures.
- Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.
- Identify relationships and trends or any factors that could affect the results of research.
- 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.
- 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 solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.
- 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.
- Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.
- Identify relationships and trends or any factors that could affect the results of research.
- Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
- Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
- Implement business rules via stored procedures, middleware, or other technologies.
- 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.
- 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.
- 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.
- Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
- Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
- Implement business rules via stored procedures, middleware, or other technologies.
- Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
- Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
- 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.
- 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.
- Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
- Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
- Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
- Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
- Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
- Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
- 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.
- Design and implement dashboard and data visualizations to meet customer reporting needs.
- Design and deploy blockchain design patterns to make transactions secure, transparent, and immutable.
- Design and develop blockchain technologies for industries such as finance and music.
- Assess blockchain threats, such as untested code and unprotected keys.
- Automate the deployment of software updates over geographically distributed network nodes.
- Design and implement data repositories to integrate data.
- Design and verify cryptographic protocols to protect private information.
- Determine specifications for, or implement, logging.
- Develop a maintainable code base using object-oriented design principles, practices, or patterns.
- Discuss and plan systems with solution architects, system engineers, or cybersecurity experts to meet customer requirements.
- Discuss data needs with engineers, product managers, or data scientists to identify blockchain requirements.
- Evaluate blockchain processes or risks based on security assessments or control matrix reviews.
- Evaluate new blockchain technologies and vendor products.
- Implement catastrophic failure handlers to identify security breaches and prevent serious damage.
- Run infrastructure tests to examine the behavior of large peer-to-peer networks.
- Test the security and performance of blockchain infrastructures.
- Update client and server applications responsible for integration and business logic.
- Design and implement dashboard and data visualizations to meet customer reporting needs.
- Design and deploy blockchain design patterns to make transactions secure, transparent, and immutable.
- Design and develop blockchain technologies for industries such as finance and music.
- Test programs or databases, correct errors, and make necessary modifications.
- Develop data models for applications, metadata tables, views or related database structures.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- Develop and document database architectures.
- Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.
- Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.
- Design databases to support business applications, ensuring system scalability, security, performance, and reliability.
- Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure.
- Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs.
- Create and enforce database development standards.
- Document and communicate database schemas, using accepted notations.
- Develop data model describing data elements and their use, following procedures and using pen, template or computer software.
- Work as part of a project team to coordinate database development and determine project scope and limitations.
- Set up database clusters, backup, or recovery processes.
- Demonstrate database technical functionality, such as performance, security and reliability.
- Develop load-balancing processes to eliminate down time for backup processes.
- Plan and install upgrades of database management system software to enhance database performance.
- Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
- Identify and correct deviations from database development standards.
- Review project requests describing database user needs to estimate time and cost required to accomplish project.
- Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions.
- Develop or maintain archived procedures, procedural codes, or queries for applications.
- Provide technical support to junior staff or clients.
- Establish and calculate optimum values for database parameters, using manuals and calculators.
- Train users and answer questions.
- Test programs or databases, correct errors, and make necessary modifications.
- Develop data models for applications, metadata tables, views or related database structures.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- Test programs or databases, correct errors, and make necessary modifications.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- Modify existing databases and database management systems or direct programmers and analysts to make changes.
- Plan, coordinate, and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.
- Plan and install upgrades of database management system software to enhance database performance.
- Specify users and user access levels for each segment of database.
- Test changes to database applications or systems.
- Train users and answer questions.
- Provide technical support to junior staff or clients.
- Approve, schedule, plan, and supervise the installation and testing of new products and improvements to computer systems, such as the installation of new databases.
- Develop standards and guidelines for the use and acquisition of software and to protect vulnerable information.
- Write and code logical and physical database descriptions and specify identifiers of database to management system, or direct others in coding descriptions.
- Develop data models describing data elements and how they are used, following procedures and using pen, template, or computer software.
- Select and enter codes to monitor database performance and to create production databases.
- Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
- Review procedures in database management system manuals to make changes to database.
- Review workflow charts developed by programmer analyst to understand tasks computer will perform, such as updating records.
- Revise company definition of data as defined in data dictionary.
- Test programs or databases, correct errors, and make necessary modifications.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
- Conduct historical analyses of test results.
- 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.
- Evaluate or recommend software for testing or bug tracking.
- 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.
- Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
- Conduct historical analyses of test results.
- Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing.
- Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems.
- Develop disaster recovery plans.
- Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes.
- Develop and implement solutions for network problems.
- Maintain networks by performing activities such as file addition, deletion, or backup.
- Coordinate network operations, maintenance, repairs, or upgrades.
- Coordinate installation of new equipment.
- 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.
- Develop network-related documentation.
- Develop and write procedures for installation, use, or troubleshooting of communications hardware or software.
- Adjust network sizes to meet volume or capacity demands.
- Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.
- Develop conceptual, logical, or physical network designs.
- Evaluate network designs to determine whether customer requirements are met efficiently and effectively.
- Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues.
- Develop plans or budgets for network equipment replacement.
- Communicate with customers, sales staff, or marketing staff to determine customer needs.
- Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.
- Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies.
- Supervise engineers or other staff in the design or implementation of network solutions.
- Research and test new or modified hardware or software products to determine performance and interoperability.
- Estimate time and materials needed to complete projects.
- Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers.
- Explain design specifications to integration or test engineers.
- Develop procedures to track, project, or report network availability, reliability, capacity, or utilization.
- Coordinate network or design activities with designers of associated networks.
- Prepare or monitor project schedules, budgets, or cost control systems.
- Prepare design presentations and proposals for staff or customers.
- Use network computer-aided design (CAD) software packages to optimize network designs.
- Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology.
- Develop or maintain project reporting systems.
- Maintain or coordinate the maintenance of network peripherals, such as printers.
- Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing.
- Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems.
- Back up or modify applications and related data to provide for disaster recovery.
- Set up or maintain monitoring tools on Web servers or Web sites.
- Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.
- Identify or document backup or recovery plans.
- Correct testing-identified problems, or recommend actions for their resolution.
- Identify, standardize, and communicate levels of access and security.
- Determine sources of Web page or server problems, and take action to correct such problems.
- Implement updates, upgrades, and patches in a timely manner to limit loss of service.
- Implement Web site security measures, such as firewalls or message encryption.
- Collaborate with development teams to discuss, analyze, or resolve usability issues.
- Test issues such as system integration, performance, and system security on a regular schedule or after any major program modifications.
- Perform user testing or usage analyses to determine Web sites' effectiveness or usability.
- Document application and Web site changes or change procedures.
- Track, compile, and analyze Web site usage data.
- Test backup or recovery plans regularly and resolve any problems.
- Recommend Web site improvements, and develop budgets to support recommendations.
- Review or update Web page content or links in a timely manner, using appropriate tools.
- Install or configure Web server software or hardware to ensure that directory structure is well-defined, logical, and secure, and that files are named properly.
- Gather, analyze, or document user feedback to locate or resolve sources of problems.
- Monitor Web developments through continuing education, reading, or participation in professional conferences, workshops, or groups.
- Develop or document style guidelines for Web site content.
- Develop Web site performance metrics.
- Collaborate with Web developers to create and operate internal and external Web sites, or to manage projects, such as e-marketing campaigns.
- Identify or address interoperability requirements.
- Develop or implement procedures for ongoing Web site revision.
- Check and analyze operating system or application log files regularly to verify proper system performance.
- Provide training or technical assistance in Web site implementation or use.
- Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness.
- Inform Web site users of problems, problem resolutions, or application changes and updates.
- Document installation or configuration procedures to allow maintenance and repetition.
- Develop testing routines and procedures.
- Test new software packages for use in Web operations or other applications.
- Develop and implement marketing plans for home pages, including print advertising or advertisement rotation.
- Evaluate or recommend server hardware or software.
- Administer internet or intranet infrastructure, including Web, file, and mail servers.
- Back up or modify applications and related data to provide for disaster recovery.
- Set up or maintain monitoring tools on Web servers or Web sites.
- Perform complex calculations as part of the analysis and evaluation of data, using computers.
- Analyze data from research conducted to detect and measure physical phenomena.
- Design computer simulations to model physical data so that it can be better understood.
- Write research proposals to receive funding.
- Teach physics to students.
- Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.
- Observe the structure and properties of matter, and the transformation and propagation of energy, using equipment such as masers, lasers, and telescopes, to explore and identify the basic principles governing these phenomena.
- Develop theories and laws on the basis of observation and experiments, and apply these theories and laws to problems in areas such as nuclear energy, optics, and aerospace technology.
- Collaborate with other scientists in the design, development, and testing of experimental, industrial, or medical equipment, instrumentation, and procedures.
- Describe and express observations and conclusions in mathematical terms.
- Perform complex calculations as part of the analysis and evaluation of data, using computers.
- Modify and customize commercial programs for internal needs.
- Oversee the daily performance of computer systems.
- Set up equipment for employee use, performing or ensuring proper installation of cables, operating systems, or appropriate software.
- Read technical manuals, confer with users, or conduct computer diagnostics to investigate and resolve problems or to provide technical assistance and support.
- Answer user inquiries regarding computer software or hardware operation to resolve problems.
- Install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.
- Confer with staff, users, and management to establish requirements for new systems or modifications.
- Enter commands and observe system functioning to verify correct operations and detect errors.
- Maintain records of daily data communication transactions, problems and remedial actions taken, or installation activities.
- Refer major hardware or software problems or defective products to vendors or technicians for service.
- Prepare evaluations of software or hardware, and recommend improvements or upgrades.
- Develop training materials and procedures, or train users in the proper use of hardware or software.
- Inspect equipment and read order sheets to prepare for delivery to users.
- Read trade magazines and technical manuals, or attend conferences and seminars to maintain knowledge of hardware and software.
- Conduct office automation feasibility studies, including workflow analysis, space design, or cost comparison analysis.
- Hire, supervise, and direct workers engaged in special project work, problem-solving, monitoring, and installation of data communication equipment and software.
- Modify and customize commercial programs for internal needs.
- Develop or select specific software programs for various research scenarios.
- Design and validate clinical databases, including designing or testing logic checks.
- Process clinical data, including receipt, entry, verification, or filing of information.
- 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.
- Prepare appropriate formatting to data sets as requested.
- 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.
- Track the flow of work forms, including in-house data flow or electronic forms transfer.
- 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.
- Provide support and information to functional areas such as marketing, clinical monitoring, and medical affairs.
- Develop or select specific software programs for various research scenarios.
- Compile laboratory test data and perform appropriate analyses.
- 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.
- 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.
- Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.
- 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.
- Compile laboratory test data and perform appropriate analyses.