- 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.
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- Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
- 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.
- 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.
- 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.
- Specify inputs accessed by the system and plan the distribution and use of the results.
- Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
- 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.
- Automate the deployment of software updates over geographically distributed network nodes.
- Develop a maintainable code base using object-oriented design principles, practices, or patterns.
- 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.
- Design and implement dashboard and data visualizations to meet customer reporting needs.
- Assess blockchain threats, such as untested code and unprotected keys.
- Design and implement data repositories to integrate data.
- Design and verify cryptographic protocols to protect private information.
- Determine specifications for, or implement, logging.
- 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.
- Automate the deployment of software updates over geographically distributed network nodes.
- Develop a maintainable code base using object-oriented design principles, practices, or patterns.
- 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.
- Design and implement dashboard and data visualizations to meet customer reporting needs.
- 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.
- Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
- 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.
- 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.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Interpret aerial or ortho photographs.
- Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- 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.
- Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
- Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
- Test programs or databases, correct errors, and make necessary modifications.
- 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 for applications, metadata tables, views or related database structures.
- 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.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- 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.
- 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.
- 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 for applications, metadata tables, views or related database structures.
- 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.
- 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.
- Implement business rules via stored procedures, middleware, or other technologies.
- 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.
- Test programs or databases, correct errors, and make necessary modifications.
- Write and code logical and physical database descriptions and specify identifiers of database to management system, or direct others in coding descriptions.
- 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.
- 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.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- 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.
- Write and code logical and physical database descriptions and specify identifiers of database to management system, or direct others in coding descriptions.
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
- Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.
- 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.
- Determine system performance standards.
- Develop or direct software system testing or validation procedures, programming, or documentation.
- 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.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
- 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.
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
- Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.
- Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).
- Optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (SEO) or for display and usability on internet-connected devices.
- Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility.
- Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.
- Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs).
- Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods.
- Conduct financial modeling for online marketing programs or Web site revenue forecasting.
- Manage tracking and reporting of search-related activities and provide analyses to marketing executives.
- Collect and analyze Web metrics, such as visits, time on site, page views per visit, transaction volume and revenue, traffic mix, click-through rates, conversion rates, cost per acquisition, or cost per click.
- Participate in the development or implementation of online marketing strategy.
- Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.
- Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns.
- Create content strategies for digital media.
- Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.
- Collaborate with other marketing staff to integrate and complement marketing strategies across multiple sales channels.
- Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites.
- Conduct market research analysis to identify search query trends, real-time search and news media activity, popular social media topics, electronic commerce trends, market opportunities, or competitor performance.
- Propose online or multiple-sales-channel campaigns to marketing executives.
- Evaluate new emerging media or technologies and make recommendations for their application within Internet marketing or search marketing campaigns.
- Communicate and collaborate with merchants, Webmasters, bloggers, or online editors to strategically place hyperlinks.
- Identify, evaluate, or procure hardware or software for implementing online marketing campaigns.
- Collaborate with Web, multimedia, or art design staffs to create multimedia Web sites or other internet content that conforms to brand and company visual format.
- Keep abreast of government regulations and emerging Web technology to ensure regulatory compliance by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
- Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies.
- Coordinate sales or other promotional strategies with merchandising, operations, or inventory control staff to ensure product catalogs are current, accurate, and organized for best findability against user intent.
- Execute or manage social media campaigns to inform search marketing tactics.
- Implement online customer service processes to ensure positive and consistent user experiences.
- Identify and develop commercial or technical specifications, such as usability, pricing, checkout, or data security, to promote transactional internet-enabled commerce functionality.
- Define product requirements, based on market research analysis, in collaboration with user interface design and engineering staff.
- Execute or manage banner, video, or other non-text link ad campaigns.
- Assist in the evaluation or negotiation of contracts with vendors or online partners.
- Prepare electronic commerce designs or prototypes, such as storyboards, mock-ups, or other content, using graphics design software.
- Assist in the development of online transaction or security policies.
- Execute and manage communications with digital journalists or bloggers.
- Resolve product availability problems in collaboration with customer service staff.
- Identify methods for interfacing Web application technologies with enterprise resource planning or other system software.
- Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).
- Optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (SEO) or for display and usability on internet-connected devices.
- Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility.
- Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.
- Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs).
- Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods.
- Conduct financial modeling for online marketing programs or Web site revenue forecasting.
- Write supporting code for Web applications or Web sites.
- Create searchable indices for Web page content.
- Design, build, or maintain Web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
- Select programming languages, design tools, or applications.
- Collaborate with management or users to develop e-commerce strategies and to integrate these strategies with Web sites.
- Collaborate with web development professionals, such as front-end or back-end developers, to complete the full scope of Web development projects.
- Communicate with network personnel or Web site hosting agencies to address hardware or software issues affecting Web sites.
- Conduct user research to determine design requirements and analyze user feedback to improve design quality.
- Confer with management or development teams to prioritize needs, resolve conflicts, develop content criteria, or choose solutions.
- Create Web models or prototypes that include physical, interface, logical, or data models.
- Develop and document style guidelines for Web site content.
- Develop new visual design concepts and modify concepts based on stakeholder feedback.
- Develop or implement procedures for ongoing Web site revision.
- Develop system interaction or sequence diagrams.
- Develop Web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
- Develop, validate, and document test routines and schedules to ensure that test cases mimic external interfaces and address all browser and device types.
- Direct and execute pre-production activities, such as creating moodboards or storyboards and establishing a project timeline.
- Document technical factors such as server load, bandwidth, database performance, and browser and device types.
- Identify or maintain links to and from other Web sites and check links to ensure proper functioning.
- Identify problems uncovered by testing or customer feedback, and correct problems or refer problems to appropriate personnel for correction.
- Incorporate technical considerations into Web site design plans, such as budgets, equipment, performance requirements, or legal issues including accessibility and privacy.
- Maintain understanding of current Web technologies or programming practices through continuing education, reading, or participation in professional conferences, workshops, or groups.
- Perform or direct Web site updates.
- Perform Web site tests according to planned schedules, or after any Web site or product revision.
- Provide clear, detailed descriptions of Web site specifications, such as product features, activities, software, communication protocols, programming languages, and operating systems software and hardware.
- Register Web sites with search engines to increase Web site traffic.
- Research and apply innovative solutions for product design, visuals, and user experience to meet the needs of individual Web development projects.
- Research, document, rate, or select alternatives for Web architecture or technologies.
- Respond to user email inquiries, or set up automated systems to send responses.
- Write and edit technical documentation for digital interface products and designs, such as user manuals, testing protocols, and reports.
- Write supporting code for Web applications or Web sites.
- Create searchable indices for Web page content.
- Design, build, or maintain Web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
- Select programming languages, design tools, or applications.
- Write supporting code for Web applications or Web sites.
- Design, build, or maintain Web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
- Select programming languages, design tools, or applications.
- Back up files from Web sites to local directories for instant recovery in case of problems.
- Evaluate code to ensure that it is valid, is properly structured, meets industry standards, and is compatible with browsers, devices, or operating systems.
- Develop databases that support Web applications and Web sites.
- Perform Web site tests according to planned schedules, or after any Web site or product revision.
- Perform or direct Web site updates.
- Maintain understanding of current Web technologies or programming practices through continuing education, reading, or participation in professional conferences, workshops, or groups.
- Analyze user needs to determine technical requirements.
- Respond to user email inquiries, or set up automated systems to send responses.
- Renew domain name registrations.
- Confer with management or development teams to prioritize needs, resolve conflicts, develop content criteria, or choose solutions.
- Communicate with network personnel or Web site hosting agencies to address hardware or software issues affecting Web sites.
- Collaborate with management or users to develop e-commerce strategies and to integrate these strategies with Web sites.
- Document test plans, testing procedures, or test results.
- Establish appropriate server directory trees.
- Recommend and implement performance improvements.
- Document technical factors such as server load, bandwidth, database performance, and browser and device types.
- Develop or implement procedures for ongoing Web site revision.
- Create Web models or prototypes that include physical, interface, logical, or data models.
- Provide clear, detailed descriptions of Web site specifications, such as product features, activities, software, communication protocols, programming languages, and operating systems software and hardware.
- Evaluate or recommend server hardware or software.
- Monitor security system performance logs to identify problems and notify security specialists when problems occur.
- Install and configure hypertext transfer protocol (HTTP) servers and associated operating systems.
- Research, document, rate, or select alternatives for Web architecture or technologies.
- Develop system interaction or sequence diagrams.
- Design and implement Web site security measures, such as firewalls and message encryption.
- Incorporate technical considerations into Web site design plans, such as budgets, equipment, performance requirements, and legal issues including accessibility and privacy.
- Write supporting code for Web applications or Web sites.
- Design, build, or maintain Web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
- Select programming languages, design tools, or applications.
- Prepare and structure data warehouses for storing data.
- 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.
- 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.
- 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.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- 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.
- Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.
- Prepare and structure data warehouses for storing data.
- Develop software applications or programming for statistical modeling and graphic analysis.
- Write program code to analyze data with statistical analysis software.
- 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.
- 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.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Develop or implement data analysis algorithms.
- Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- Plan or direct research studies related to life sciences.
- Prepare articles for publication or presentation at professional conferences.
- Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.
- Design or maintain databases of biological data.
- Apply research or simulation results to extend biological theory or recommend new research projects.
- Assign work to biostatistical assistants or programmers.
- Analyze archival data, such as birth, death, and disease records.
- Design surveys to assess health issues.
- Teach graduate or continuing education courses or seminars in biostatistics.
- Provide biostatistical consultation to clients or colleagues.
- Write research proposals or grant applications for submission to external bodies.
- Collect data through surveys or experimentation.
- Write program code to analyze data with statistical analysis software.
- Develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.
- 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 or recommend network security measures, such as firewalls, network security audits, or automated security probes.
- Develop disaster recovery plans.
- Monitor and analyze network performance and reports on data input or output to detect problems, identify inefficient use of computer resources, or perform capacity planning.
- Coordinate network or design activities with designers of associated networks.
- Develop conceptual, logical, or physical network designs.
- Develop and implement solutions for network problems.
- Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas.
- Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.
- Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology.
- Evaluate network designs to determine whether customer requirements are met efficiently and effectively.
- Adjust network sizes to meet volume or capacity demands.
- Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies.
- Develop network-related documentation.
- Estimate time and materials needed to complete projects.
- Supervise engineers or other staff in the design or implementation of network solutions.
- Coordinate network operations, maintenance, repairs, or upgrades.
- Develop procedures to track, project, or report network availability, reliability, capacity, or utilization.
- Research and test new or modified hardware or software products to determine performance and interoperability.
- Communicate with customers, sales staff, or marketing staff to determine customer needs.
- Prepare design presentations and proposals for staff or customers.
- Prepare or monitor project schedules, budgets, or cost control systems.
- Develop plans or budgets for network equipment replacement.
- Coordinate installation of new equipment.
- Explain design specifications to integration or test engineers.
- Develop or maintain project reporting systems.
- Use network computer-aided design (CAD) software packages to optimize network designs.
- Maintain or coordinate the maintenance of network peripherals, such as printers.
- Develop and write procedures for installation, use, or troubleshooting of communications hardware or software.
- Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues.
- Maintain networks by performing activities such as file addition, deletion, or backup.
- Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers.
- 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.
- 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.
- Write new functions or applications in programming languages to conduct analyses.
- 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 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.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- Write new functions or applications in programming languages to conduct analyses.
- Write and execute scripts to automate tasks, such as parsing large data files.
- Adhere to legal policies and procedures related to handling digital media.
- Analyze log files or other digital information to identify the perpetrators of network intrusions.
- Conduct predictive or reactive analyses on security measures to support cyber security initiatives.
- Create system images or capture network settings from information technology environments to preserve as evidence.
- Develop plans for investigating alleged computer crimes, violations, or suspicious activity.
- Develop policies or requirements for data collection, processing, or reporting.
- Duplicate digital evidence to use for data recovery and analysis procedures.
- Identify or develop reverse-engineering tools to improve system capabilities or detect vulnerabilities.
- Maintain cyber defense software or hardware to support responses to cyber incidents.
- Maintain knowledge of laws, regulations, policies or other issuances pertaining to digital forensics or information privacy.
- Perform file signature analysis to verify files on storage media or discover potential hidden files.
- Perform forensic investigations of operating or file systems.
- Perform web service network traffic analysis or waveform analysis to detect anomalies, such as unusual events or trends.
- Preserve and maintain digital forensic evidence for analysis.
- Recommend cyber defense software or hardware to support responses to cyber incidents.
- Recover data or decrypt seized data.
- Write cyber defense recommendations, reports, or white papers using research or experience.
- Write reports, sign affidavits, or give depositions for legal proceedings.
- Write technical summaries to report findings.
- Write and execute scripts to automate tasks, such as parsing large data files.
- Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.
- Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.
- Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists.
- Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.
- Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools.
- Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.
- Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.
- Change worn machine accessories, such as cutting tools or brushes, using hand tools.
- Set machine stops or guides to specified lengths as indicated by scales, rules, or templates.
- Select the proper coolants and lubricants and start their flow.
- Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools.
- Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs.
- Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.
- Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.
- Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms.
- Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles.
- Instruct other workers in machine set-up and operation.
- Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds.
- Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars.
- Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules.
- Align layout marks with dies or blades.
- Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.
- Develop computer programs to collect meteorological data or to present meteorological information.
- Broadcast weather conditions, forecasts, or severe weather warnings to the public via television, radio, or the Internet or provide this information to the news media.
- Gather data from sources such as surface or upper air stations, satellites, weather bureaus, or radar for use in meteorological reports or forecasts.
- Develop or use mathematical or computer models for weather forecasting.
- Prepare weather reports or maps for analysis, distribution, or use in weather broadcasts, using computer graphics.
- Interpret data, reports, maps, photographs, or charts to predict long- or short-range weather conditions, using computer models and knowledge of climate theory, physics, and mathematics.
- Prepare forecasts or briefings to meet the needs of industry, business, government, or other groups.
- Analyze historical climate information, such as precipitation or temperature records, to help predict future weather or climate trends.
- Analyze climate data sets, using techniques such as geophysical fluid dynamics, data assimilation, or numerical modeling.
- Conduct numerical simulations of climate conditions to understand and predict global or regional weather patterns.
- Conduct meteorological research into the processes or determinants of atmospheric phenomena, weather, or climate.
- Consult with other offices, agencies, professionals, or researchers regarding the use and interpretation of climatological information for weather predictions and warnings.
- Prepare scientific atmospheric or climate reports, articles, or texts.
- Speak to the public to discuss weather topics or answer questions.
- Develop and deliver training on weather topics.
- Apply meteorological knowledge to issues such as global warming, pollution control, or ozone depletion.
- Design or develop new equipment or methods for meteorological data collection, remote sensing, or related applications.
- Measure wind, temperature, and humidity in the upper atmosphere, using weather balloons.
- Direct forecasting services at weather stations or at radio or television broadcasting facilities.
- Research the impact of industrial projects or pollution on climate, air quality, or weather phenomena.
- Collect air samples from planes or ships over land or sea to study atmospheric composition.
- Conduct wind assessment, integration, or validation studies.
- Teach college-level courses on topics such as atmospheric and space science, meteorology, or global climate change.
- Create visualizations to illustrate historical or future changes in the Earth's climate, using paleoclimate or climate geographic information systems (GIS) databases.
- Estimate or predict the effects of global warming over time for specific geographic regions.
- Formulate predictions by interpreting environmental data, such as meteorological, atmospheric, oceanic, paleoclimate, climate, or related information.
- Perform managerial duties, such as creating work schedules, creating or implementing staff training, matching staff expertise to situations, or analyzing performance of offices.
- Develop computer programs to collect meteorological data or to present meteorological information.
- Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
- 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.
- 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.
