- Analyze information from traffic counting programs.
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- Study traffic delays by noting times of delays, the numbers of vehicles affected, and vehicle speed through the delay area.
- Analyze data related to traffic flow, accident rates, or proposed development to determine the most efficient methods to expedite traffic flow.
- Compute time settings for traffic signals or speed restrictions, using standard formulas.
- Study factors affecting traffic conditions, such as lighting or sign and marking visibility, to assess their effectiveness.
- Operate counters and record data to assess the volume, type, and movement of vehicular or pedestrian traffic at specified times.
- Visit development or work sites to determine projects' effect on traffic and the adequacy of traffic control and safety plans or to suggest traffic control measures.
- Interact with the public to answer traffic-related questions, respond to complaints or requests, or discuss traffic control ordinances, plans, policies, or procedures.
- Prepare graphs, charts, diagrams, or other aids to illustrate observations or conclusions.
- Prepare work orders for repair, maintenance, or changes in traffic systems.
- Plan, design, and improve components of traffic control systems to accommodate current or projected traffic and to increase usability and efficiency.
- Prepare drawings of proposed signal installations or other control devices, using drafting instruments or computer-automated drafting equipment.
- Gather and compile data from hand count sheets, machine count tapes, or radar speed checks and code data for computer input.
- Measure and record the speed of vehicular traffic, using electrical timing devices or radar equipment.
- Lay out pavement markings for striping crews.
- Provide technical supervision regarding traffic control devices to other traffic technicians or laborers.
- Place and secure automatic counters, using power tools, and retrieve counters after counting periods end.
- Review traffic control or barricade plans to issue permits for parades or other special events or for construction work that affects rights of way, providing assistance with plan preparation or revision, as necessary.
- Time stoplights or other delays, using stopwatches.
- Maintain or make minor adjustments or field repairs to equipment used in surveys, including the replacement of parts on traffic data gathering devices.
- Establish procedures for street closures or for repair or construction projects.
- Provide traffic information, such as road conditions, to the public.
- Monitor street or utility projects for compliance to traffic control permit conditions.
- Develop plans or long-range strategies for providing adequate parking space.
- Study traffic delays by noting times of delays, the numbers of vehicles affected, and vehicle speed through the delay area.
- Analyze data related to traffic flow, accident rates, or proposed development to determine the most efficient methods to expedite traffic flow.
- Compute time settings for traffic signals or speed restrictions, using standard formulas.
- Study factors affecting traffic conditions, such as lighting or sign and marking visibility, to assess their effectiveness.
- Operate counters and record data to assess the volume, type, and movement of vehicular or pedestrian traffic at specified times.
- Visit development or work sites to determine projects' effect on traffic and the adequacy of traffic control and safety plans or to suggest traffic control measures.
- Draw conclusions or make predictions, based on data summaries or statistical analyses.
- Develop or implement data analysis algorithms.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- 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.
- Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.
- Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.
- Calculate sample size requirements for clinical studies.
- Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.
- Design research studies in collaboration with physicians, life scientists, or other professionals.
- Prepare tables and graphs to present clinical data or results.
- Write program code to analyze data with statistical analysis software.
- Provide biostatistical consultation to clients or colleagues.
- Review clinical or other medical research protocols and recommend appropriate statistical analyses.
- Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
- Plan or direct research studies related to life sciences.
- Prepare articles for publication or presentation at professional conferences.
- Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.
- Write research proposals or grant applications for submission to external bodies.
- Design or maintain databases of biological data.
- Collect data through surveys or experimentation.
- Assign work to biostatistical assistants or programmers.
- Analyze archival data, such as birth, death, and disease records.
- Design surveys to assess health issues.
- Teach graduate or continuing education courses or seminars in biostatistics.
- Draw conclusions or make predictions, based on data summaries or statistical analyses.
- Develop or implement data analysis algorithms.
- Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
- 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.
- Assemble sets of assumptions, and explore the consequences of each set.
- Perform computations and apply methods of numerical analysis to data.
- Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
- Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
- Mentor others on mathematical techniques.
- Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.
- Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
- Disseminate research by writing reports, publishing papers, or presenting at professional conferences.
- Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
- Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
- Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.
- Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
- Assemble sets of assumptions, and explore the consequences of each set.
- Perform computations and apply methods of numerical analysis to data.
- Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.
- Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- Interpret aerial or ortho photographs.
- Create, analyze, report, convert, or transfer data, using specialized applications program 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.
- 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.
- Select cartographic elements needed for effective presentation of information.
- Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
- Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
- Confer with users to analyze, configure, or troubleshoot applications.
- Design, program, or model Geographic Information Systems (GIS) applications or procedures.
- Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.
- Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.
- Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.
- Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.
- Transfer or rescale information from original photographs onto maps or other photographs.
- Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.
- Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
- Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
- Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.
- Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- Interpret aerial or ortho photographs.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- 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.
- 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, including information in the form of graphs, charts, and tables.
- Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Develop and test experimental designs, sampling techniques, and analytical methods.
- Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
- Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
- Evaluate sources of information to determine any limitations, in terms of reliability or usability.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- 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.
- 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.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- Assess the identity, strength, or purity of medications.
- Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions.
- Review prescriptions to assure accuracy, to ascertain the needed ingredients, and to evaluate their suitability.
- Provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage.
- Maintain records, such as pharmacy files, patient profiles, charge system files, inventories, control records for radioactive nuclei, or registries of poisons, narcotics, or controlled drugs.
- Collaborate with other health care professionals to plan, monitor, review, or evaluate the quality or effectiveness of drugs or drug regimens, providing advice on drug applications or characteristics.
- Plan, implement, or maintain procedures for mixing, packaging, or labeling pharmaceuticals, according to policy and legal requirements, to ensure quality, security, and proper disposal.
- Order and purchase pharmaceutical supplies, medical supplies, or drugs, maintaining stock and storing and handling it properly.
- Compound and dispense medications as prescribed by doctors and dentists, by calculating, weighing, measuring, and mixing ingredients, or oversee these activities.
- Contact insurance companies to resolve billing issues.
- Advise customers on the selection of medication brands, medical equipment, or healthcare supplies.
- Teach pharmacy students serving as interns in preparation for their graduation or licensure.
- Provide specialized services to help patients manage conditions, such as diabetes, asthma, smoking cessation, or high blood pressure.
- Refer patients to other health professionals or agencies when appropriate.
- Work in hospitals or clinics or for Health Management Organizations (HMOs), dispensing prescriptions, serving as a medical team consultant, or specializing in specific drug therapy areas, such as oncology or nuclear pharmacotherapy.
- Update or troubleshoot pharmacy information databases.
- Manage pharmacy operations, hiring or supervising staff, performing administrative duties, or buying or selling non-pharmaceutical merchandise.
- Prepare sterile solutions or infusions for use in surgical procedures, emergency rooms, or patients' homes.
- Offer health promotion or prevention activities, such as training people to use blood pressure devices or diabetes monitors.
- Publish educational information for other pharmacists, doctors, or patients.
- Assess the identity, strength, or purity of medications.
- Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions.
- Identify relationships and trends or any factors that could affect the results of research.
- Analyze, manipulate, or process large sets of data using statistical software.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- 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.
- 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.
- 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.
- Identify relationships and trends or any factors that could affect the results of research.
- Analyze, manipulate, or process large sets of data using statistical software.
- Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
- 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.
- Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- Analyze information obtained from management to conceptualize and define operational problems.
- Present the results of mathematical modeling and data analysis to management or other end users.
- Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.
- Prepare management reports defining and evaluating problems and recommending solutions.
- Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.
- Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.
- Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.
- Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
- Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.
- Specify manipulative or computational methods to be applied to models.
- Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.
- Develop and apply time and cost networks to plan, control, and review large projects.
- Educate staff in the use of mathematical models.
- Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
- Review research literature.
- Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
- Define data requirements, and gather and validate information, applying judgment and statistical tests.
- Analyze information obtained from management to conceptualize and define operational problems.
- Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.
- Analyze problems to develop solutions involving computer hardware and software.
- Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.
- Assign or schedule tasks to meet work priorities and goals.
- Meet with managers, vendors, and others to solicit cooperation and resolve problems.
- Design computers and the software that runs them.
- Evaluate project plans and proposals to assess feasibility issues.
- Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.
- Consult with users, management, vendors, and technicians to determine computing needs and system requirements.
- Develop and interpret organizational goals, policies, and procedures.
- Develop performance standards, and evaluate work in light of established standards.
- Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.
- Direct daily operations of departments, coordinating project activities with other departments.
- Participate in staffing decisions and direct training of subordinates.
- Approve, prepare, monitor, and adjust operational budgets.
- Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.
- Analyze problems to develop solutions involving computer hardware and software.
- Reconstruct crime scenes to determine relationships among pieces of evidence.
- Interpret laboratory findings or test results to identify and classify substances, materials, or other evidence collected at crime scenes.
- Collect evidence from crime scenes, storing it in conditions that preserve its integrity.
- Keep records and prepare reports detailing findings, investigative methods, and laboratory techniques.
- Use photographic or video equipment to document evidence or crime scenes.
- Testify in court about investigative or analytical methods or findings.
- Use chemicals or other substances to examine latent fingerprint evidence and compare developed prints to those of known persons in databases.
- Measure and sketch crime scenes to document evidence.
- Visit morgues, examine scenes of crimes, or contact other sources to obtain evidence or information to be used in investigations.
- Train new technicians or other personnel on forensic science techniques.
- Operate and maintain laboratory equipment and apparatus.
- Collect impressions of dust from surfaces to obtain and identify fingerprints.
- Examine and analyze blood stain patterns at crime scenes.
- Analyze gunshot residue and bullet paths to determine how shootings occurred.
- Confer with ballistics, fingerprinting, handwriting, documents, electronics, medical, chemical, or metallurgical experts concerning evidence and its interpretation.
- Prepare solutions, reagents, or sample formulations needed for laboratory work.
- Examine footwear, tire tracks, or other types of impressions.
- Examine physical evidence, such as hair, biological fluids, fiber, wood, or soil residues to obtain information about its source and composition.
- Determine types of bullets and specific weapons used in shootings.
- Review forensic analysts' reports for technical merit.
- Compare objects, such as tools, with impression marks to determine whether a specific object is responsible for a specific mark.
- Identify and quantify drugs or poisons found in biological fluids or tissues, in foods, or at crime scenes.
- Examine firearms to determine mechanical condition and legal status, performing restoration work on damaged firearms to obtain information, such as serial numbers.
- Analyze data from computers or other digital media sources for evidence related to criminal activity.
- Enter data into databases.
- Operate drones to capture aerial footage or photographs of crime scenes for further analysis.
- Reconstruct crime scenes to determine relationships among pieces of evidence.
- Interpret laboratory findings or test results to identify and classify substances, materials, or other evidence collected at crime scenes.
- Conduct historical analyses of test results.
- Identify, analyze, and document problems with program function, output, online screen, or content.
- Document software defects, using a bug tracking system, and report defects to software developers.
- Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.
- Design test plans, scenarios, scripts, or procedures.
- Document test procedures to ensure replicability and compliance with standards.
- Provide feedback and recommendations to developers on software usability and functionality.
- Install, maintain, or use software testing programs.
- Test system modifications to prepare for implementation.
- Create or maintain databases of known test defects.
- Develop or specify standards, methods, or procedures to determine product quality or release readiness.
- Monitor bug resolution efforts and track successes.
- Update automated test scripts to ensure currency.
- Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.
- Plan test schedules or strategies in accordance with project scope or delivery dates.
- Monitor program performance to ensure efficient and problem-free operations.
- Conduct software compatibility tests with programs, hardware, operating systems, or network environments.
- Investigate customer problems referred by technical support.
- Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.
- Identify program deviance from standards, and suggest modifications to ensure compliance.
- Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
- Design or develop automated testing tools.
- Install and configure recreations of software production environments to allow testing of software performance.
- Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.
- Coordinate user or third-party testing.
- Visit beta testing sites to evaluate software performance.
- Evaluate or recommend software for testing or bug tracking.
- Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
- Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
- Conduct historical analyses of test results.
- Identify, analyze, and document problems with program function, output, online screen, or content.
- Construct probability tables for events such as fires, natural disasters, and unemployment, based on analysis of statistical data and other pertinent information.
- Ascertain premium rates required and cash reserves and liabilities necessary to ensure payment of future benefits.
- Collaborate with programmers, underwriters, accounts, claims experts, and senior management to help companies develop plans for new lines of business or improvements to existing business.
- Analyze statistical information to estimate mortality, accident, sickness, disability, and retirement rates.
- Design, review, and help administer insurance, annuity and pension plans, determining financial soundness and calculating premiums.
- Determine, or help determine, company policy, and explain complex technical matters to company executives, government officials, shareholders, policyholders, or the public.
- Provide advice to clients on a contract basis, working as a consultant.
- Determine equitable basis for distributing surplus earnings under participating insurance and annuity contracts in mutual companies.
- Negotiate terms and conditions of reinsurance with other companies.
- Provide expertise to help financial institutions manage risks and maximize returns associated with investment products or credit offerings.
- Testify before public agencies on proposed legislation affecting businesses.
- Determine policy contract provisions for each type of insurance.
- Testify in court as expert witness or to provide legal evidence on matters such as the value of potential lifetime earnings of a person disabled or killed in an accident.
- Explain changes in contract provisions to customers.
- Manage credit and help price corporate security offerings.
- Construct probability tables for events such as fires, natural disasters, and unemployment, based on analysis of statistical data and other pertinent information.
- Identify groups at risk for specific preventable diseases or injuries.
- Direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine.
- Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.
- Perform epidemiological investigations of acute and chronic diseases.
- Supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members.
- Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks.
- Direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations.
- Evaluate the effectiveness of prescribed risk reduction measures or other interventions.
- Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities.
- Teach or train medical staff regarding preventive medicine issues.
- Coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve community health.
- Prepare preventive health reports, including problem descriptions, analyses, alternative solutions, and recommendations.
- Design, implement, or evaluate health service delivery systems to improve the health of targeted populations.
- Develop or implement interventions to address behavioral causes of diseases.
- Deliver presentations to lay or professional audiences.
- Identify groups at risk for specific preventable diseases or injuries.
- 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.
- Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
- 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.
- Implement business rules via stored procedures, middleware, or other technologies.
- Prepare functional or technical documentation for data warehouses.
- Test software systems or applications for software enhancements or new products.
- Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- Modify existing databases and database management systems or direct programmers and analysts to make changes.
- Plan, coordinate, and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.
- Plan and install upgrades of database management system software to enhance database performance.
- Specify users and user access levels for each segment of database.
- Test changes to database applications or systems.
- Test programs or databases, correct errors, and make necessary modifications.
- Train users and answer questions.
- Provide technical support to junior staff or clients.
- Approve, schedule, plan, and supervise the installation and testing of new products and improvements to computer systems, such as the installation of new databases.
- Develop standards and guidelines for the use and acquisition of software and to protect vulnerable information.
- Write and code logical and physical database descriptions and specify identifiers of database to management system, or direct others in coding descriptions.
- Develop data models describing data elements and how they are used, following procedures and using pen, template, or computer software.
- Select and enter codes to monitor database performance and to create production databases.
- Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
- Review procedures in database management system manuals to make changes to database.
- Review workflow charts developed by programmer analyst to understand tasks computer will perform, such as updating records.
- Revise company definition of data as defined in data dictionary.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- Perform web service network traffic analysis or waveform analysis to detect anomalies, such as unusual events or trends.
- 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.
- 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 and execute scripts to automate tasks, such as parsing large data files.
- 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.
- Perform web service network traffic analysis or waveform analysis to detect anomalies, such as unusual events or trends.
- Prepare project status reports by collecting, analyzing, and summarizing information and trends.
- Manage project execution to ensure adherence to budget, schedule, and scope.
- Confer with project personnel to identify and resolve problems.
- Monitor or track project milestones and deliverables.
- Submit project deliverables, ensuring adherence to quality standards.
- Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.
- Initiate, review, or approve modifications to project plans.
- Schedule and facilitate meetings related to information technology projects.
- Direct or coordinate activities of project personnel.
- Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).
- Identify need for initial or supplemental project resources.
- Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.
- Perform risk assessments to develop response strategies.
- Identify, review, or select vendors or consultants to meet project needs.
- Develop and manage annual budgets for information technology projects.
- Establish and execute a project communication plan.
- Develop and manage work breakdown structure (WBS) of information technology projects.
- Monitor the performance of project team members, providing and documenting performance feedback.
- Coordinate recruitment or selection of project personnel.
- Assign duties, responsibilities, and spans of authority to project personnel.
- Negotiate with project stakeholders or suppliers to obtain resources or materials.
- Prepare project status reports by collecting, analyzing, and summarizing information and trends.
- Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards.
- Recommend measures to help protect workers from potentially hazardous work methods, processes, or materials.
- Develop or maintain hygiene programs, such as noise surveys, continuous atmosphere monitoring, ventilation surveys, or asbestos management plans.
- Order suspension of activities that pose threats to workers' health or safety.
- Investigate accidents to identify causes or to determine how such accidents might be prevented in the future.
- Inspect or evaluate workplace environments, equipment, or practices to ensure compliance with safety standards and government regulations.
- Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis.
- Collaborate with engineers or physicians to institute control or remedial measures for hazardous or potentially hazardous conditions or equipment.
- Investigate the adequacy of ventilation, exhaust equipment, lighting, or other conditions that could affect employee health, comfort, or performance.
- Conduct safety training or education programs and demonstrate the use of safety equipment.
- Investigate health-related complaints and inspect facilities to ensure that they comply with public health legislation and regulations.
- Write reports.
- Inspect specified areas to ensure the presence of fire prevention equipment, safety equipment, or first-aid supplies.
- Provide new-employee health and safety orientations and develop materials for these presentations.
- Maintain or update emergency response plans or procedures.
- Coordinate "right-to-know" programs regarding hazardous chemicals or other substances.
- Conduct audits at hazardous waste sites or industrial sites or participate in hazardous waste site investigations.
- Develop or maintain medical monitoring programs for employees.
- Collect samples of hazardous materials or arrange for sample collection.
- Maintain inventories of hazardous materials or hazardous wastes, using waste tracking systems to ensure that materials are handled properly.
- Prepare hazardous, radioactive, or mixed waste samples for transportation or storage by treating, compacting, packaging, and labeling them.
- Perform laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness.
- Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards.
- Program and use computers to store, process, and analyze data.
- Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
- Supervise biological technicians and technologists and other scientists.
- Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings.
- Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.
- Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.
- Collect and analyze biological data about relationships among and between organisms and their environment.
- Review reports and proposals, such as those relating to land use classifications and recreational development, for accuracy, adequacy, or adherence to policies, regulations, or scientific standards.
- Write grant proposals to obtain funding for biological research.
- Teach or supervise students and perform research at universities and colleges.
- Prepare requests for proposals or statements of work.
- Communicate test results to state and federal representatives and general public.
- Represent employer in a technical capacity at conferences.
- Research environmental effects of present and potential uses of land and water areas, determining methods of improving environmental conditions or such outputs as crop yields.
- Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution.
- Study and manage wild animal populations.
- Prepare plans for management of renewable resources.
- Measure salinity, acidity, light, oxygen content, and other physical conditions of water to determine their relationship to aquatic life.
- Develop pest management and control measures, and conduct risk assessments related to pest exclusion, using scientific methods.
- Develop methods and apparatus for securing representative plant, animal, aquatic, or soil samples.
- Plan and administer biological research programs for government, research firms, medical industries, or manufacturing firms.
- Study reactions of plants, animals, and marine species to parasites.
- Inventory and order lab supplies.
- Program and use computers to store, process, and analyze data.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
- Develop and document database architectures.
- Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.
- Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.
- Design databases to support business applications, ensuring system scalability, security, performance, and reliability.
- Develop data models for applications, metadata tables, views or related database structures.
- Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure.
- Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs.
- Create and enforce database development standards.
- Document and communicate database schemas, using accepted notations.
- Develop data model describing data elements and their use, following procedures and using pen, template or computer software.
- Work as part of a project team to coordinate database development and determine project scope and limitations.
- Set up database clusters, backup, or recovery processes.
- Demonstrate database technical functionality, such as performance, security and reliability.
- Develop load-balancing processes to eliminate down time for backup processes.
- Plan and install upgrades of database management system software to enhance database performance.
- Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
- Test programs or databases, correct errors, and make necessary modifications.
- Identify and correct deviations from database development standards.
- Review project requests describing database user needs to estimate time and cost required to accomplish project.
- Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions.
- Develop or maintain archived procedures, procedural codes, or queries for applications.
- Provide technical support to junior staff or clients.
- Establish and calculate optimum values for database parameters, using manuals and calculators.
- Train users and answer questions.
- Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
