- Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
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- Create gameplay prototypes for presentation to creative and technical staff and management.
- Prepare two-dimensional concept layouts or three-dimensional mock-ups.
- Prepare and revise initial game sketches using two- and three-dimensional graphical design software.
- Balance and adjust gameplay experiences to ensure the critical and commercial success of the product.
- Devise missions, challenges, or puzzles to be encountered in game play.
- Create core game features, including storylines, role-play mechanics, and character biographies for a new video game or game franchise.
- Solicit, obtain, and integrate feedback from design and technical staff into original game design.
- Conduct regular design reviews throughout the game development process.
- Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines.
- Document all aspects of formal game design, using mock-up screenshots, sample menu layouts, gameplay flowcharts, and other graphical devices.
- Provide feedback to designers and other colleagues regarding game design features.
- Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff.
- Provide feedback to production staff regarding technical game qualities or adherence to original design.
- Guide design discussions between development teams.
- Oversee gameplay testing to ensure intended gaming experience and game adherence to original vision.
- Present new game design concepts to management and technical colleagues, including artists, animators, and programmers.
- Keep abreast of game design technology and techniques, industry trends, or audience interests, reactions, and needs by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
- Review or evaluate competitive products, film, music, television, and other art forms to generate new game design ideas.
- Collaborate with artists to achieve appropriate visual style.
- Write or supervise the writing of game text and dialogue.
- Consult with multiple stakeholders to define requirements and implement online features.
- Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.
- Create gameplay test plans for internal and external test groups.
- Provide test specifications to quality assurance staff.
- Create gameplay prototypes for presentation to creative and technical staff and management.
- Prepare two-dimensional concept layouts or three-dimensional mock-ups.
- Prepare and revise initial game sketches using two- and three-dimensional graphical design software.
- Develop new visual design concepts and modify concepts based on stakeholder feedback.
- Develop Web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
- Develop system interaction or sequence diagrams.
- Direct and execute pre-production activities, such as creating moodboards or storyboards and establishing a project timeline.
- Research and apply innovative solutions for product design, visuals, and user experience to meet the needs of individual Web development projects.
- 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 searchable indices for Web page content.
- Create Web models or prototypes that include physical, interface, logical, or data models.
- Design, build, or maintain Web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
- Develop and document style guidelines for Web site content.
- Develop or implement procedures for ongoing Web site revision.
- Develop, validate, and document test routines and schedules to ensure that test cases mimic external interfaces and address all browser and device types.
- 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, document, rate, or select alternatives for Web architecture or technologies.
- Respond to user email inquiries, or set up automated systems to send responses.
- Select programming languages, design tools, or applications.
- 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.
- Develop new visual design concepts and modify concepts based on stakeholder feedback.
- Develop Web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards.
- Develop system interaction or sequence diagrams.
- Direct and execute pre-production activities, such as creating moodboards or storyboards and establishing a project timeline.
- Research and apply innovative solutions for product design, visuals, and user experience to meet the needs of individual Web development projects.
- Write materials for research publications, such as maps, tables, and reports, to disseminate findings.
- Analyze ecological data about the impact of pollution, erosion, floods, and other environmental problems on bodies of water.
- Answer technical questions from hydrologists, policymakers, or other customers developing water conservation plans.
- Apply research findings to minimize the environmental impacts of pollution, waterborne diseases, erosion, or sedimentation.
- Assist in designing programs to ensure the proper sealing of abandoned wells.
- Collect water and soil samples to test for physical, chemical, or biological properties, such as pH, oxygen level, temperature, and pollution.
- Develop computer models for hydrologic predictions.
- Estimate the costs and benefits of municipal projects, such as hydroelectric power plants, irrigation systems, and wastewater treatment facilities.
- Investigate complaints or conflicts related to the alteration of public waters by gathering information, recommending alternatives, or preparing legal documents.
- Investigate the properties, origins, or activities of glaciers, ice, snow, or permafrost.
- Locate and deliver information or data as requested by customers, such as contractors, government entities, and members of the public.
- Measure the properties of bodies of water, such as water levels, volume, and flow.
- Perform quality control checks on data to be used by hydrologists.
- Prepare, install, maintain, or repair equipment used for hydrologic study, such as water level recorders, stream flow gauges, and water analyzers.
- Provide real time data to emergency management and weather service personnel during flood events.
- Write groundwater contamination reports on known, suspected, or potential hazardous waste sites.
- Write materials for research publications, such as maps, tables, and reports, to disseminate findings.
- Analyze ecological data about the impact of pollution, erosion, floods, and other environmental problems on bodies of water.
- Develop and organize training manuals, multimedia visual aids, and other educational materials.
- Analyze training needs to develop new training programs or modify and improve existing programs.
- Evaluate instructor performance and the effectiveness of training programs, providing recommendations for improvement.
- Plan, develop, and provide training and staff development programs, using knowledge of the effectiveness of methods such as classroom training, demonstrations, on-the-job training, meetings, conferences, and workshops.
- Prepare training budget for department or organization.
- Confer with management and conduct surveys to identify training needs based on projected production processes, changes, and other factors.
- Develop testing and evaluation procedures.
- Train instructors and supervisors in techniques and skills for training and dealing with employees.
- Conduct orientation sessions and arrange on-the-job training for new hires.
- Conduct or arrange for ongoing technical training and personal development classes for staff members.
- Review and evaluate training and apprenticeship programs for compliance with government standards.
- Coordinate established courses with technical and professional courses provided by community schools, and designate training procedures.
- Develop and organize training manuals, multimedia visual aids, and other educational materials.
- Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.
- Analyze, manipulate, or process large sets of data using statistical software.
- Apply feature selection algorithms to models predicting outcomes of interest, such as sales, attrition, and healthcare use.
- Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
- Clean and manipulate raw data using statistical software.
- Deliver oral or written presentations of the results of mathematical modeling and data analysis to management or other end users.
- Design surveys, opinion polls, or other instruments to collect data.
- Identify business problems or management objectives that can be addressed through data analysis.
- Identify relationships and trends or any factors that could affect the results of research.
- Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.
- Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.
- Read scientific articles, conference papers, or other sources of research to identify emerging analytic trends and technologies.
- Recommend data-driven solutions to key stakeholders.
- Test, validate, and reformulate models to ensure accurate prediction of outcomes of interest.
- Write new functions or applications in programming languages to conduct analyses.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.
- Report results of statistical analyses, including information in the form of graphs, charts, and tables.
- 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.
- 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.
- Prepare and structure data warehouses for storing data.
- Develop software applications or programming for statistical modeling and graphic analysis.
- Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.
- Report results of statistical analyses, including information in the form of graphs, charts, and tables.
- Prepare tables and graphs to present clinical data or results.
- 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.
- Write program code to analyze data with statistical analysis software.
- 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.
- Develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.
- Assign work to biostatistical assistants or programmers.
- Analyze archival data, such as birth, death, and disease records.
- 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.
- Prepare tables and graphs to present clinical data or results.
- Prepare electronic commerce designs or prototypes, such as storyboards, mock-ups, or other content, using graphics design software.
- Manage tracking and reporting of search-related activities and provide analyses to marketing executives.
- Optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (SEO) or for display and usability on internet-connected devices.
- 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.
- 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.
- 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.
- 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 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.
- Conduct financial modeling for online marketing programs or Web site revenue forecasting.
- Implement online customer service processes to ensure positive and consistent user experiences.
- Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).
- 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.
- 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.
- Prepare electronic commerce designs or prototypes, such as storyboards, mock-ups, or other content, using graphics design software.
