Job Duties Custom List 19-1031.03 — Park Naturalists
- Construct historical, scientific, and nature visitor-center displays.
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- 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.
- Select cartographic elements needed for effective presentation of information.
- 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.
- Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
- Maintain or modify existing Geographic Information Systems (GIS) databases.
- Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
- Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.
- 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.
- 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.
- 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.
- Confer with users to analyze, configure, or troubleshoot applications.
- Design, program, or model Geographic Information Systems (GIS) applications or procedures.
- Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.
- Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.
- Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.
- Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.
- Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
- Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.
- Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use.
- 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.
- Select cartographic elements needed for effective presentation of information.
- 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.
- Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
- 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.
- 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.
- Develop system interaction or sequence diagrams.
- 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.
- 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.
- Develop system interaction or sequence diagrams.
- Key information into computer equipment to create layouts for client or supervisor.
- Develop graphics and layouts for product illustrations, company logos, and Web sites.
- Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.
- Determine size and arrangement of illustrative material and copy, and select style and size of type.
- Use computer software to generate new images.
- Draw and print charts, graphs, illustrations, and other artwork, using computer.
- Mark up, paste, and assemble final layouts to prepare layouts for printer.
- Prepare notes and instructions for workers who assemble and prepare final layouts for printing.
- Prepare illustrations or rough sketches of material, discussing them with clients or supervisors and making necessary changes.
- Produce still and animated graphics for on-air and taped portions of television news broadcasts, using electronic video equipment.
- Review final layouts and suggest improvements, as needed.
- Prepare digital files for printing.
- Confer with clients to discuss and determine layout design.
- Research the target audience of projects.
- Study illustrations and photographs to plan presentation of materials, products, or services.
- Maintain archive of images, photos, or previous work products.
- Research new software or design concepts.
- Photograph layouts, using camera, to make layout prints for supervisors or clients.
- Write or edit copy for clients.
- Key information into computer equipment to create layouts for client or supervisor.
- Develop graphics and layouts for product illustrations, company logos, and Web sites.
- Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.
- Determine size and arrangement of illustrative material and copy, and select style and size of type.
- Use computer software to generate new images.
- Draw and print charts, graphs, illustrations, and other artwork, using computer.
- Mark up, paste, and assemble final layouts to prepare layouts for printer.
- Prepare notes and instructions for workers who assemble and prepare final layouts for printing.
- Prepare illustrations or rough sketches of material, discussing them with clients or supervisors and making necessary changes.
- Produce still and animated graphics for on-air and taped portions of television news broadcasts, using electronic video equipment.
- 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.
- Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines.
- Merge scanned images or build photo mosaics of large areas, using image processing software.
- Participate in the planning or development of mapping projects.
- Collect geospatial data, using technologies such as aerial photography, light and radio wave detection systems, digital satellites, or thermal energy systems.
- Verify integrity and accuracy of data contained in remote sensing image analysis systems.
- Integrate remotely sensed data with other geospatial data.
- Consult with remote sensing scientists, surveyors, cartographers, or engineers to determine project needs.
- Manipulate raw data to enhance interpretation, either on the ground or during remote sensing flights.
- Prepare documentation or presentations, including charts, photos, or graphs.
- Correct raw data for errors due to factors such as skew or atmospheric variation.
- Calibrate data collection equipment.
- Develop or maintain geospatial information databases.
- Monitor raw data quality during collection, and make equipment corrections as necessary.
- Maintain records of survey data.
- Evaluate remote sensing project requirements to determine the types of equipment or computer software necessary to meet project requirements, such as specific image types or output resolutions.
- Collect verification data on the ground, using equipment such as global positioning receivers, digital cameras, or notebook computers.
- Document methods used and write technical reports containing information collected.
- Develop specialized computer software routines to customize and integrate image analysis.
- Collaborate with agricultural workers to apply remote sensing information to efforts to reduce negative environmental impacts of farming practices.
- Collect remote sensing data for forest or carbon tracking activities involved in assessing the impact of environmental change.
- Provide remote sensing data for use in addressing environmental issues, such as surface water modeling or dust cloud detection.
- Operate remote sensing equipment on drones to collect data in areas that are difficult to access or require high-resolution imagery.
- Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines.
- Merge scanned images or build photo mosaics of large areas, using image processing software.
- Participate in the planning or development of mapping projects.
- Produce three-dimensional models, using computer-aided design (CAD) software.
- Develop detailed design drawings and specifications for mechanical equipment, dies, tools, and controls, using computer-assisted drafting (CAD) equipment.
- Lay out and draw schematic, orthographic, or angle views to depict functional relationships of components, assemblies, systems, and machines.
- Design scale or full-size blueprints of specialty items, such as furniture and automobile body or chassis components.
- Position instructions and comments onto drawings.
- Lay out, draw, and reproduce illustrations for reference manuals and technical publications to describe operation and maintenance of mechanical systems.
- Draw freehand sketches of designs, trace finished drawings onto designated paper for the reproduction of blueprints, and reproduce working drawings on copy machines.
- Shade or color drawings to clarify and emphasize details and dimensions or eliminate background, using ink, crayon, airbrush, and overlays.
- Modify and revise designs to correct operating deficiencies or to reduce production problems.
- Review and analyze specifications, sketches, drawings, ideas, and related data to assess factors affecting component designs and the procedures and instructions to be followed.
- Check dimensions of materials to be used and assign numbers to the materials.
- Compute mathematical formulas to develop and design detailed specifications for components or machinery, using computer-assisted equipment.
- Coordinate with and consult other workers to design, lay out, or detail components and systems and to resolve design or other problems.
- Confer with customer representatives to review schematics and answer questions pertaining to installation of systems.
- Supervise and train other drafters, technologists, and technicians.
- Create bills of materials.
- Produce three-dimensional models, using computer-aided design (CAD) software.
- Develop detailed design drawings and specifications for mechanical equipment, dies, tools, and controls, using computer-assisted drafting (CAD) equipment.
- Lay out and draw schematic, orthographic, or angle views to depict functional relationships of components, assemblies, systems, and machines.
- Design scale or full-size blueprints of specialty items, such as furniture and automobile body or chassis components.
- Position instructions and comments onto drawings.
- Lay out, draw, and reproduce illustrations for reference manuals and technical publications to describe operation and maintenance of mechanical systems.
- Draw freehand sketches of designs, trace finished drawings onto designated paper for the reproduction of blueprints, and reproduce working drawings on copy machines.
- Shade or color drawings to clarify and emphasize details and dimensions or eliminate background, using ink, crayon, airbrush, and overlays.
- Formulate basic layout design or presentation approach and specify material details, such as style and size of type, photographs, graphics, animation, video, and sound.
- Create custom illustrations or other graphic elements.
- Mark up, paste, and complete layouts and write typography instructions to prepare materials for typesetting or printing.
- Prepare detailed storyboards showing sequence and timing of story development for television production.
- Work with creative directors to develop design solutions.
- Present final layouts to clients for approval.
- Manage own accounts and projects, working within budget and scheduling requirements.
- Confer with creative, art, copywriting, or production department heads to discuss client requirements and presentation concepts and to coordinate creative activities.
- Confer with clients to determine objectives, budget, background information, and presentation approaches, styles, and techniques.
- Review and approve art materials, copy materials, and proofs of printed copy developed by staff members.
- Attend photo shoots and printing sessions to ensure that the products needed are obtained.
- Review illustrative material to determine if it conforms to standards and specifications.
- Hire, train, and direct staff members who develop design concepts into art layouts or who prepare layouts for printing.
- Research current trends and new technology, such as printing production techniques, computer software, and design trends.
- Conceptualize and help design interfaces for multimedia games, products, and devices.
- Negotiate with printers and estimators to determine what services will be performed.
- Formulate basic layout design or presentation approach and specify material details, such as style and size of type, photographs, graphics, animation, video, and sound.
- Create custom illustrations or other graphic elements.
- Mark up, paste, and complete layouts and write typography instructions to prepare materials for typesetting or printing.
- Prepare detailed storyboards showing sequence and timing of story development for television production.
- Design and build scale models of set designs, or miniature sets used in filming backgrounds or special effects.
- Prepare rough drafts and scale working drawings of sets, including floor plans, scenery, and properties to be constructed.
- Prepare preliminary renderings of proposed exhibits, including detailed construction, layout, and material specifications, and diagrams relating to aspects such as special effects or lighting.
- Develop set designs, based on evaluation of scripts, budgets, research information, and available locations.
- Read scripts to determine location, set, and design requirements.
- Submit plans for approval, and adapt plans to serve intended purposes, or to conform to budget or fabrication restrictions.
- Attend rehearsals and production meetings to obtain and share information related to sets.
- Confer with clients and staff to gather information about exhibit space, proposed themes and content, timelines, budgets, materials, or promotion requirements.
- Research architectural and stylistic elements appropriate to the time period to be depicted, consulting experts for information, as necessary.
- Observe sets during rehearsals in order to ensure that set elements do not interfere with performance aspects such as cast movement and camera angles.
- Collaborate with those in charge of lighting and sound so that those production aspects can be coordinated with set designs or exhibit layouts.
- Select set props, such as furniture, pictures, lamps, and rugs.
- Examine objects to be included in exhibits to plan where and how to display them.
- Assign staff to complete design ideas and prepare sketches, illustrations, and detailed drawings of sets, or graphics and animation.
- Inspect installed exhibits for conformance to specifications and satisfactory operation of special-effects components.
- Estimate set- or exhibit-related costs, including materials, construction, and rental of props or locations.
- Plan for location-specific issues, such as space limitations, traffic flow patterns, and safety concerns.
- Acquire, or arrange for acquisition of, specimens or graphics required to complete exhibits.
- Design and produce displays and materials that can be used to decorate windows, interior displays, or event locations, such as streets and fairgrounds.
- Direct and coordinate construction, erection, or decoration activities to ensure that sets or exhibits meet design, budget, and schedule requirements.
- Coordinate the transportation of sets that are built off-site, and coordinate their setup at the site of use.
- Confer with conservators to determine how to handle an exhibit's environmental aspects, such as lighting, temperature, and humidity, so that objects will be protected and exhibits will be enhanced.
- Select and purchase lumber and hardware necessary for set construction.
- Arrange for outside contractors to construct exhibit structures.
- Incorporate security systems into exhibit layouts.
- Coordinate the removal of sets, props, and exhibits after productions or events are complete.
- Provide supportive materials for exhibits and displays, such as press kits, advertising, publicity notices, posters, brochures, catalogues, and invitations.
- Design and build scale models of set designs, or miniature sets used in filming backgrounds or special effects.
- Prepare rough drafts and scale working drawings of sets, including floor plans, scenery, and properties to be constructed.
- Prepare preliminary renderings of proposed exhibits, including detailed construction, layout, and material specifications, and diagrams relating to aspects such as special effects or lighting.
- 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.
- Confer with management and conduct surveys to identify training needs based on projected production processes, changes, and other factors.
- Conduct orientation sessions and arrange on-the-job training for new hires.
- Train instructors and supervisors in techniques and skills for training and dealing with employees.
- Prepare training budget for department or organization.
- Develop testing and evaluation procedures.
- 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.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- 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.
- Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.
- 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.
- Give buyers virtual tours of properties in which they are interested, using computers.
- Sell, for a fee, real estate owned by others.
- Obtain agreements from property owners to place properties for sale with real estate firms.
- Act as an intermediary in negotiations between buyers and sellers over property prices and settlement details and during the closing of sales.
- Generate lists of properties for sale, their locations, descriptions, and available financing options, using computers.
- Manage or operate real estate offices, handling associated business details.
- Compare a property with similar properties that have recently sold to determine its competitive market price.
- Maintain knowledge of real estate law, local economies, fair housing laws, types of available mortgages, financing options, and government programs.
- Monitor fulfillment of purchase contract terms to ensure that they are handled in a timely manner.
- Check work completed by loan officers, attorneys, or other professionals to ensure that it is performed properly.
- Rent properties or manage rental properties.
- Maintain awareness of current income tax regulations, local zoning, building and tax laws, and growth possibilities of a property's area.
- Arrange for title searches of properties being sold.
- Appraise property values, assessing income potential when relevant.
- Supervise agents who handle real estate transactions.
- Arrange for financing of property purchases.
- Review property details to ensure that environmental regulations are met.
- Give buyers virtual tours of properties in which they are interested, using computers.
- 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.
- Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
- 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.
- Identify relationships and trends in data, as well as any factors that could affect the results of research.
- 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.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- 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.
- Develop software applications or programming for statistical modeling and graphic analysis.
- 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.
- Report results of statistical analyses, including information in the form of graphs, charts, and tables.
- Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.
- Develop environmental restoration project schedules and budgets.
- Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.
- Create habitat management or restoration plans, such as native tree restoration and weed control.
- Conduct site assessments to certify a habitat or to ascertain environmental damage or restoration needs.
- Collect and analyze data to determine environmental conditions and restoration needs.
- Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.
- Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.
- Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.
- Apply for permits required for the implementation of environmental remediation projects.
- Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations.
- Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.
- Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.
- Identify short- and long-term impacts of environmental remediation activities.
- Notify regulatory or permitting agencies of deviations from implemented remediation plans.
- Write grants to obtain funding for restoration projects.
- Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.
- Review existing environmental remediation designs.
- Develop and communicate recommendations for landowners to maintain or restore environmental conditions.
- Conduct feasibility and cost-benefit studies for environmental remediation projects.
- Conduct environmental impact studies to examine the ecological effects of pollutants, disease, human activities, nature, and climate change.
- Create environmental models or simulations, using geographic information system (GIS) data and knowledge of particular ecosystems or ecological regions.
- Develop environmental management or restoration plans for sites with power transmission lines, natural gas pipelines, fuel refineries, geothermal plants, wind farms, or solar farms.
- Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.
- Recommend actions related to historical art, such as which items to add to a collection or which items to display in an exhibit.
- Gather historical data from sources such as archives, court records, diaries, news files, and photographs, as well as from books, pamphlets, and periodicals.
- Organize data, and analyze and interpret its authenticity and relative significance.
- Prepare publications and exhibits, or review those prepared by others, to ensure their historical accuracy.
- Organize information for publication and for other means of dissemination, such as via storage media or the Internet.
- Conduct historical research as a basis for the identification, conservation, and reconstruction of historic places and materials.
- Conserve and preserve manuscripts, records, and other artifacts.
- Present historical accounts in terms of individuals or social, ethnic, political, economic, or geographic groupings.
- Research the history of a particular country or region, or of a specific time period.
- Conduct historical research, and publish or present findings and theories.
- Determine which topics to research, or pursue research topics specified by clients or employers.
- Research and prepare manuscripts in support of public programming and the development of exhibits at historic sites, museums, libraries, and archives.
- Speak to various groups, organizations, and clubs to promote the aims and activities of historical societies.
- Advise or consult with individuals and institutions regarding issues such as the historical authenticity of materials or the customs of a specific historical period.
- Interview people to gather information about historical events and to record oral histories.
- Trace historical development in a particular field, such as social, cultural, political, or diplomatic history.
- Coordinate activities of workers engaged in cataloging and filing materials.
- Collect detailed information on individuals for use in biographies.
- Teach and conduct research in colleges, universities, museums, and other research agencies and schools.
- Edit historical society publications.
- Translate or request translation of reference materials.
- Coordinate artifact donations on behalf of a museum.
- Create and revise scripts for the tour guides.
- Write policies and procedures for archival collection care and research protocols.
- Recommend actions related to historical art, such as which items to add to a collection or which items to display in an exhibit.
- Coordinate art showcases to display artwork produced by clients.
- Observe and document client reactions, progress, or other outcomes related to art therapy.
- Design art therapy sessions or programs to meet client's goals or objectives.
- Conduct art therapy sessions, providing guided self-expression experiences to help clients recover from, or cope with, cognitive, emotional, or physical impairments.
- Confer with other professionals on client's treatment team to develop, coordinate, or integrate treatment plans.
- Assess client needs or disorders, using drawing, painting, sculpting, or other artistic processes.
- Talk with clients during art or other therapy sessions to build rapport, acknowledge their progress, or reflect upon their reactions to the artistic process.
- Develop individualized treatment plans that incorporate studio art therapy, counseling, or psychotherapy techniques.
- Write treatment plans, case summaries, or progress or other reports related to individual clients or client groups.
- Select or prepare artistic media or related equipment or devices to accomplish therapy session objectives.
- Analyze or synthesize client data to draw conclusions or make recommendations for art therapy.
- Interpret the artistic creations of clients to assess their functioning, needs, or progress.
- Customize art therapy programs for specific client populations, such as those in schools, nursing homes, wellness centers, prisons, shelters, or hospitals.
- Communicate client assessment findings and recommendations in oral, written, audio, video, or other forms.
- Establish goals or objectives for art therapy sessions in consultation with clients or site administrators.
- Recommend or purchase needed art supplies or equipment.
- Supervise staff, volunteers, practicum students, or interns.
- Gather client information from sources such as case documentation, client observation, or interviews of client or family members.
- Instruct individuals or groups in the use of art media, such as paint, clay, or yarn.
- Analyze data to determine the effectiveness of treatments or therapy approaches.
- Review research or literature in art therapy, psychology, or related disciplines.
- Conduct information sharing sessions, such as in-service workshops for other professionals, potential client groups, or the general community.
- Teach art therapy techniques or processes to artists, interns, volunteers, or others.
- Photograph or videotape client artwork for inclusion in client records or for promotional purposes.
- Coordinate field trips for client groups to museums or other public displays of art.
- Coordinate art showcases to display artwork produced by clients.
- 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.
- Provide biostatistical consultation to clients or colleagues.
- 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.
- Write research proposals or grant applications for submission to external bodies.
- Design or maintain databases of biological data.
- Collect data through surveys or experimentation.
- 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.
- Prepare tables and graphs to present clinical data or results.
- Compile and format image data to increase its usefulness.
- Manage or analyze data obtained from remote sensing systems to obtain meaningful results.
- Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).
- Integrate other geospatial data sources into projects.
- Organize and maintain geospatial data and associated documentation.
- Prepare or deliver reports or presentations of geospatial project information.
- Discuss project goals, equipment requirements, or methodologies with colleagues or team members.
- Process aerial or satellite imagery to create products such as land cover maps.
- Design or implement strategies for collection, analysis, or display of geographic data.
- Develop or build databases for remote sensing or related geospatial project information.
- Collect supporting data, such as climatic or field survey data, to corroborate remote sensing data analyses.
- Monitor quality of remote sensing data collection operations to determine if procedural or equipment changes are necessary.
- Train technicians in the use of remote sensing technology.
- Set up or maintain remote sensing data collection systems.
- Direct all activity associated with implementation, operation, or enhancement of remote sensing hardware or software.
- Attend meetings or seminars or read current literature to maintain knowledge of developments in the field of remote sensing.
- Conduct research into the application or enhancement of remote sensing technology.
- Recommend new remote sensing hardware or software acquisitions.
- Use remote sensing data for forest or carbon tracking activities to assess the impact of environmental change.
- Develop automated routines to correct for the presence of image distorting artifacts, such as ground vegetation.
- Develop new analytical techniques or sensor systems.
- Participate in fieldwork.
- Apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.
- Direct installation or testing of new remote sensing hardware or software.
- Develop protocols and procedures for planning and executing drone-based remote sensing missions to ensure they comply with standards and requirements.
- Compile and format image data to increase its usefulness.
- Create visualizations to illustrate historical or future changes in the Earth's climate, using paleoclimate or climate geographic information systems (GIS) databases.
- Develop or use mathematical or computer models for weather forecasting.
- 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.
- Conduct meteorological research into the processes or determinants of atmospheric phenomena, weather, or climate.
- Formulate predictions by interpreting environmental data, such as meteorological, atmospheric, oceanic, paleoclimate, climate, or related 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.
- Prepare forecasts or briefings to meet the needs of industry, business, government, or other groups.
- Gather data from sources such as surface or upper air stations, satellites, weather bureaus, or radar for use in meteorological reports or forecasts.
- Develop computer programs to collect meteorological data or to present meteorological information.
- Prepare weather reports or maps for analysis, distribution, or use in weather broadcasts, using computer graphics.
- Develop and deliver training on weather topics.
- Prepare scientific atmospheric or climate reports, articles, or texts.
- Analyze climate data sets, using techniques such as geophysical fluid dynamics, data assimilation, or numerical modeling.
- Analyze historical climate information, such as precipitation or temperature records, to help predict future weather or climate trends.
- Consult with other offices, agencies, professionals, or researchers regarding the use and interpretation of climatological information for weather predictions and warnings.
- Speak to the public to discuss weather topics or answer questions.
- Apply meteorological knowledge to issues such as global warming, pollution control, or ozone depletion.
- Perform managerial duties, such as creating work schedules, creating or implementing staff training, matching staff expertise to situations, or analyzing performance of offices.
- 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.
- Collect air samples from planes or ships over land or sea to study atmospheric composition.
- Teach college-level courses on topics such as atmospheric and space science, meteorology, or global climate change.
- Design or develop new equipment or methods for meteorological data collection, remote sensing, or related applications.
- Research the impact of industrial projects or pollution on climate, air quality, or weather phenomena.
- Conduct wind assessment, integration, or validation studies.
- Conduct numerical simulations of climate conditions to understand and predict global or regional weather patterns.
- Estimate or predict the effects of global warming over time for specific geographic regions.
- Create visualizations to illustrate historical or future changes in the Earth's climate, using paleoclimate or climate geographic information systems (GIS) databases.
- Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
- Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.
- Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.
- Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.
- Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.
- Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.
- Recommend design modifications to eliminate machine or system malfunctions.
- Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.
- Provide technical customer service.
- Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.
- Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.
- Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
- Provide feedback to design engineers on customer problems or needs.
- Write performance requirements for product development or engineering projects.
- Estimate costs or submit bids for engineering, construction, or extraction projects.
- Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.
- Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.
- Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.
- Recommend the use of utility or energy services that minimize carbon footprints.
- Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.
- Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.
- Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.
- Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.
- Evaluate mechanical designs or prototypes for energy performance or environmental impact.
- Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.
- Design test control apparatus or equipment or develop procedures for testing products.
- Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.
- Solicit new business.
- Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
- Perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.
- Use gestures to shape the music being played, communicating desired tempo, phrasing, tone, color, pitch, volume, and other performance aspects.
- Direct groups at rehearsals and live or recorded performances to achieve desired effects such as tonal and harmonic balance dynamics, rhythm, and tempo.
- Study scores to learn the music in detail, and to develop interpretations.
- Apply elements of music theory to create musical and tonal structures, including harmonies and melodies.
- Consider such factors as ensemble size and abilities, availability of scores, and the need for musical variety, to select music to be performed.
- Determine voices, instruments, harmonic structures, rhythms, tempos, and tone balances required to achieve the effects desired in a musical composition.
- Experiment with different sounds, and types and pieces of music, using synthesizers and computers as necessary to test and evaluate ideas.
- Transcribe ideas for musical compositions into musical notation, using instruments, pen and paper, or computers.
- Audition and select performers for musical presentations.
- Plan and schedule rehearsals and performances, and arrange details such as locations, accompanists, and instrumentalists.
- Write musical scores for orchestras, bands, choral groups, or individual instrumentalists or vocalists, using knowledge of music theory and of instrumental and vocal capabilities.
- Position members within groups to obtain balance among instrumental or vocal sections.
- Confer with producers and directors to define the nature and placement of film or television music.
- Meet with soloists and concertmasters to discuss and prepare for performances.
- Fill in details of orchestral sketches, such as adding vocal parts to scores.
- Explore and develop musical ideas based on sources such as imagination or sounds in the environment.
- Write music for commercial mediums, including advertising jingles or film soundtracks.
- Transpose music from one voice or instrument to another to accommodate particular musicians.
- Rewrite original musical scores in different musical styles by changing rhythms, harmonies, or tempos.
- Arrange music composed by others, changing the music to achieve desired effects.
- Assign and review staff work in such areas as scoring, arranging, and copying music, and vocal coaching.
- Study films or scripts to determine how musical scores can be used to create desired effects or moods.
- Transcribe musical compositions and melodic lines to adapt them to a particular group, or to create a particular musical style.
- Create original musical forms, or write within circumscribed musical forms such as sonatas, symphonies, or operas.
- Collaborate with other colleagues, such as copyists, to complete final scores.
- Copy parts from scores for individual performers.
- Coordinate and organize tours, or hire touring companies to arrange concert dates, venues, accommodations, and transportation for longer tours.
- Produce recordings of music.
- Stay abreast of the latest trends in music and music technology.
- Perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.
- 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.