Details for Statisticians
Engage in the development of mathematical theory or apply statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields, such as bio-statistics, agricultural statistics, business statistics, economic statistics, or other fields.
- Identify relationships and trends in data, as well as any factors that could affect the results of research.
- 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.
- Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- Develop software applications or programming to use for statistical modeling and graphic analysis.
- Develop and test experimental designs, sampling techniques, and analytical methods.
- Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- Plan data collection methods for specific projects and determine the types and sizes of sample groups to be used.
- Process large amounts of data for statistical modeling and graphic analysis, using computers.
- Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
- Design research projects that apply valid scientific techniques and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
- Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
- Develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate.
- Supervise and provide instructions for workers collecting and tabulating data.
- Evaluate sources of information to determine any limitations, in terms of reliability or usability.
- 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.
- Report results of statistical analyses in peer-reviewed papers and technical manuals.
- Investigative - Investigative occupations frequently involve working with ideas, and require an extensive amount of thinking. These occupations can involve searching for facts and figuring out problems mentally.
- Conventional - Conventional occupations frequently involve following set procedures and routines. These occupations can include working with data and details more than with ideas. Usually there is a clear line of authority to follow.
Education, training, experience
- Education - Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree).
- Training - Employees may need some on-the-job training, but most of these occupations assume that the person will already have the required skills, knowledge, work-related experience, and/or training.
- Experience - Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additional five to seven years of specialized medical training to be able to do their job.
- Administration and Management - Knowledge of business and management principles involved in strategic planning, resource allocation, human resources modeling, leadership technique, production methods, and coordination of people and resources.
- Education and Training - Knowledge of principles and methods for curriculum and training design, teaching and instruction for individuals and groups, and the measurement of training effects.
- English Language - Knowledge of the structure and content of the English language including the meaning and spelling of words, rules of composition, and grammar.
- Computers and Electronics - Knowledge of circuit boards, processors, chips, electronic equipment, and computer hardware and software, including applications and programming.
- Mathematics - Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their applications.
- Reading Comprehension - Understanding written sentences and paragraphs in work related documents.
- Active Listening - Giving full attention to what other people are saying, taking time to understand the points being made, asking questions as appropriate, and not interrupting at inappropriate times.
- Writing - Communicating effectively in writing as appropriate for the needs of the audience.
- Speaking - Talking to others to convey information effectively.
- Mathematics - Using mathematics to solve problems.
- Science - Using scientific rules and methods to solve problems.
- Critical Thinking - Using logic and reasoning to identify the strengths and weaknesses of alternative solutions, conclusions or approaches to problems.
- Active Learning - Understanding the implications of new information for both current and future problem-solving and decision-making.
- Learning Strategies - Selecting and using training/instructional methods and procedures appropriate for the situation when learning or teaching new things.
- Complex Problem Solving - Identifying complex problems and reviewing related information to develop and evaluate options and implement solutions.
- Operations Analysis - Analyzing needs and product requirements to create a design.
- Programming - Writing computer programs for various purposes.
- Judgment and Decision Making - Considering the relative costs and benefits of potential actions to choose the most appropriate one.
- Compensation, Benefits, and Job Analysis Specialists
- Cost Estimators
- Mathematical Technicians
- Numerical Tool and Process Control Programmers
- Operations Research Analysts
- Traffic Technicians