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Details Report for:
15-2041.00 - Statisticians

Develop or apply mathematical or 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, or economic statistics. Includes mathematical and survey statisticians.

Sample of reported job titles: Assistant Division Chief for Statistical Program Management, Clinical Statistics Manager, Human Resource Statistician, Private Statistical/Psychometric Consultant, Program Research Specialist, Senior Statistician, Statistical Analyst, Statistician, Statistician (Demographer), Trend Investigator

Also see: Biostatisticians, Clinical Data Managers

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Tasks  |  Tools & Technology  |  Knowledge  |  Skills  |  Abilities  |  Work Activities  |  Work Context  |  Job Zone  |  Education  |  Interests  |  Work Styles  |  Work Values  |  Related Occupations  |  Wages & Employment  |  Job Openings  |  Additional Information

Tasks   Save Table (XLS/CSV)


Importance
Category Task
93   Core Identify relationships and trends in data, as well as any factors that could affect the results of research.
90   Core Report results of statistical analyses, including information in the form of graphs, charts, and tables.
88   Core Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
84   Core Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
83   Core Develop software applications or programming to use for statistical modeling and graphic analysis.
81   Core Develop and test experimental designs, sampling techniques, and analytical methods.
78   Core Prepare data for processing by organizing information, checking for any inaccuracies, and adjusting and weighting the raw data.
76   Core Plan data collection methods for specific projects and determine the types and sizes of sample groups to be used.
75   Core Process large amounts of data for statistical modeling and graphic analysis, using computers.
75   Core Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
71   Core Design research projects that apply valid scientific techniques and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
71   Core Present statistical and nonstatistical results using charts, bullets, and graphs in meetings or conferences to audiences such as clients, peers, and students.
68   Core Develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate.
66   Core Supervise and provide instructions for workers collecting and tabulating data.
65   Core Evaluate sources of information to determine any limitations in terms of reliability or usability.
63   Core Apply sampling techniques or use complete enumeration bases to determine and define groups to be surveyed.
62   Core Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.
57   Core Report results of statistical analyses in peer-reviewed papers and technical manuals.

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Tools & Technology   Save Table (XLS/CSV)

Tools used in this occupation:

Desktop computers
Notebook computers — Laptop computers
Personal computers

Technology used in this occupation:

Analytical or scientific software — SAS software; The MathWorks MATLAB; XGobi *; XLISP-STAT * (see all 35 examples)
Data base user interface and query software — IBM DB2; Microsoft Access; Oracle software; Structured query language SQL
Data mining software — Angoss KnowledgeSEEKER; NCR Teradata Warehouse Miner; SAS Enterprise Miner
Development environment software — Common business oriented language COBOL; Formula translation/translator FORTRAN; Microsoft Visual Basic
Enterprise application integration software — SAS/CONNECT
Object or component oriented development software — C++; Python; R *; Sybase PowerBuilder (see all 5 examples)
Object oriented data base management software — Microsoft Visual FoxPro
Office suite software — Microsoft Office software
Operating system software — UNIX
Presentation software — Microsoft PowerPoint
Spreadsheet software — Microsoft Excel
Word processing software — Microsoft Word

* Software developed by a government agency and/or distributed as freeware or shareware.

See all T2 categories and examples

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Knowledge   Save Table (XLS/CSV)


Importance
Knowledge
100   Mathematics — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their applications.
76   Computers and Electronics — Knowledge of circuit boards, processors, chips, electronic equipment, and computer hardware and software, including applications and programming.
63   English Language — Knowledge of the structure and content of the English language including the meaning and spelling of words, rules of composition, and grammar.
42   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.
38   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.
33   Clerical — Knowledge of administrative and clerical procedures and systems such as word processing, managing files and records, stenography and transcription, designing forms, and other office procedures and terminology.
33   Customer and Personal Service — Knowledge of principles and processes for providing customer and personal services. This includes customer needs assessment, meeting quality standards for services, and evaluation of customer satisfaction.
19   Biology — Knowledge of plant and animal organisms, their tissues, cells, functions, interdependencies, and interactions with each other and the environment.
19   Engineering and Technology — Knowledge of the practical application of engineering science and technology. This includes applying principles, techniques, procedures, and equipment to the design and production of various goods and services.
18   Communications and Media — Knowledge of media production, communication, and dissemination techniques and methods. This includes alternative ways to inform and entertain via written, oral, and visual media.
17   Economics and Accounting — Knowledge of economic and accounting principles and practices, the financial markets, banking and the analysis and reporting of financial data.
17   Physics — Knowledge and prediction of physical principles, laws, their interrelationships, and applications to understanding fluid, material, and atmospheric dynamics, and mechanical, electrical, atomic and sub- atomic structures and processes.
16   Personnel and Human Resources — Knowledge of principles and procedures for personnel recruitment, selection, training, compensation and benefits, labor relations and negotiation, and personnel information systems.
15   Production and Processing — Knowledge of raw materials, production processes, quality control, costs, and other techniques for maximizing the effective manufacture and distribution of goods.
15   Psychology — Knowledge of human behavior and performance; individual differences in ability, personality, and interests; learning and motivation; psychological research methods; and the assessment and treatment of behavioral and affective disorders.
15   Public Safety and Security — Knowledge of relevant equipment, policies, procedures, and strategies to promote effective local, state, or national security operations for the protection of people, data, property, and institutions.
14   Design — Knowledge of design techniques, tools, and principles involved in production of precision technical plans, blueprints, drawings, and models.
13   Geography — Knowledge of principles and methods for describing the features of land, sea, and air masses, including their physical characteristics, locations, interrelationships, and distribution of plant, animal, and human life.
13   Law and Government — Knowledge of laws, legal codes, court procedures, precedents, government regulations, executive orders, agency rules, and the democratic political process.
12   Telecommunications — Knowledge of transmission, broadcasting, switching, control, and operation of telecommunications systems.
10   Chemistry — Knowledge of the chemical composition, structure, and properties of substances and of the chemical processes and transformations that they undergo. This includes uses of chemicals and their interactions, danger signs, production techniques, and disposal methods.
  Sales and Marketing — Knowledge of principles and methods for showing, promoting, and selling products or services. This includes marketing strategy and tactics, product demonstration, sales techniques, and sales control systems.
  Foreign Language — Knowledge of the structure and content of a foreign (non-English) language including the meaning and spelling of words, rules of composition and grammar, and pronunciation.
  Sociology and Anthropology — Knowledge of group behavior and dynamics, societal trends and influences, human migrations, ethnicity, cultures and their history and origins.
  Medicine and Dentistry — Knowledge of the information and techniques needed to diagnose and treat human injuries, diseases, and deformities. This includes symptoms, treatment alternatives, drug properties and interactions, and preventive health-care measures.
  Philosophy and Theology — Knowledge of different philosophical systems and religions. This includes their basic principles, values, ethics, ways of thinking, customs, practices, and their impact on human culture.
  Transportation — Knowledge of principles and methods for moving people or goods by air, rail, sea, or road, including the relative costs and benefits.
  Mechanical — Knowledge of machines and tools, including their designs, uses, repair, and maintenance.
  History and Archeology — Knowledge of historical events and their causes, indicators, and effects on civilizations and cultures.
  Fine Arts — Knowledge of the theory and techniques required to compose, produce, and perform works of music, dance, visual arts, drama, and sculpture.
  Food Production — Knowledge of techniques and equipment for planting, growing, and harvesting food products (both plant and animal) for consumption, including storage/handling techniques.
  Therapy and Counseling — Knowledge of principles, methods, and procedures for diagnosis, treatment, and rehabilitation of physical and mental dysfunctions, and for career counseling and guidance.
 Building and Construction — Knowledge of materials, methods, and the tools involved in the construction or repair of houses, buildings, or other structures such as highways and roads.

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Skills   Save Table (XLS/CSV)


Importance
Skill
97   Mathematics — Using mathematics to solve problems.
75   Critical Thinking — Using logic and reasoning to identify the strengths and weaknesses of alternative solutions, conclusions or approaches to problems.
75   Reading Comprehension — Understanding written sentences and paragraphs in work related documents.
72   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.
69   Active Learning — Understanding the implications of new information for both current and future problem-solving and decision-making.
66   Complex Problem Solving — Identifying complex problems and reviewing related information to develop and evaluate options and implement solutions.
63   Judgment and Decision Making — Considering the relative costs and benefits of potential actions to choose the most appropriate one.
63   Science — Using scientific rules and methods to solve problems.
63   Speaking — Talking to others to convey information effectively.
60   Programming — Writing computer programs for various purposes.
60   Writing — Communicating effectively in writing as appropriate for the needs of the audience.
56   Systems Analysis — Determining how a system should work and how changes in conditions, operations, and the environment will affect outcomes.
50   Learning Strategies — Selecting and using training/instructional methods and procedures appropriate for the situation when learning or teaching new things.
50   Monitoring — Monitoring/Assessing performance of yourself, other individuals, or organizations to make improvements or take corrective action.
50   Systems Evaluation — Identifying measures or indicators of system performance and the actions needed to improve or correct performance, relative to the goals of the system.
47   Coordination — Adjusting actions in relation to others' actions.
47   Instructing — Teaching others how to do something.
47   Operations Analysis — Analyzing needs and product requirements to create a design.
47   Time Management — Managing one's own time and the time of others.
44   Persuasion — Persuading others to change their minds or behavior.
44   Social Perceptiveness — Being aware of others' reactions and understanding why they react as they do.
41   Management of Personnel Resources — Motivating, developing, and directing people as they work, identifying the best people for the job.
38   Service Orientation — Actively looking for ways to help people.
28   Negotiation — Bringing others together and trying to reconcile differences.
19   Management of Financial Resources — Determining how money will be spent to get the work done, and accounting for these expenditures.
19   Management of Material Resources — Obtaining and seeing to the appropriate use of equipment, facilities, and materials needed to do certain work.
19   Operation Monitoring — Watching gauges, dials, or other indicators to make sure a machine is working properly.
19   Quality Control Analysis — Conducting tests and inspections of products, services, or processes to evaluate quality or performance.
16   Technology Design — Generating or adapting equipment and technology to serve user needs.
  Operation and Control — Controlling operations of equipment or systems.
 Equipment Maintenance — Performing routine maintenance on equipment and determining when and what kind of maintenance is needed.
 Equipment Selection — Determining the kind of tools and equipment needed to do a job.
 Installation — Installing equipment, machines, wiring, or programs to meet specifications.
 Repairing — Repairing machines or systems using the needed tools.
 Troubleshooting — Determining causes of operating errors and deciding what to do about it.

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Abilities   Save Table (XLS/CSV)


Importance
Ability
94   Mathematical Reasoning — The ability to choose the right mathematical methods or formulas to solve a problem.
78   Deductive Reasoning — The ability to apply general rules to specific problems to produce answers that make sense.
78   Inductive Reasoning — The ability to combine pieces of information to form general rules or conclusions (includes finding a relationship among seemingly unrelated events).
78   Number Facility — The ability to add, subtract, multiply, or divide quickly and correctly.
75   Information Ordering — The ability to arrange things or actions in a certain order or pattern according to a specific rule or set of rules (e.g., patterns of numbers, letters, words, pictures, mathematical operations).
75   Near Vision — The ability to see details at close range (within a few feet of the observer).
72   Oral Comprehension — The ability to listen to and understand information and ideas presented through spoken words and sentences.
72   Oral Expression — The ability to communicate information and ideas in speaking so others will understand.
72   Written Comprehension — The ability to read and understand information and ideas presented in writing.
69   Problem Sensitivity — The ability to tell when something is wrong or is likely to go wrong. It does not involve solving the problem, only recognizing there is a problem.
69   Written Expression — The ability to communicate information and ideas in writing so others will understand.
66   Category Flexibility — The ability to generate or use different sets of rules for combining or grouping things in different ways.
60   Speech Clarity — The ability to speak clearly so others can understand you.
56   Fluency of Ideas — The ability to come up with a number of ideas about a topic (the number of ideas is important, not their quality, correctness, or creativity).
56   Speech Recognition — The ability to identify and understand the speech of another person.
53   Originality — The ability to come up with unusual or clever ideas about a given topic or situation, or to develop creative ways to solve a problem.
50   Perceptual Speed — The ability to quickly and accurately compare similarities and differences among sets of letters, numbers, objects, pictures, or patterns. The things to be compared may be presented at the same time or one after the other. This ability also includes comparing a presented object with a remembered object.
50   Selective Attention — The ability to concentrate on a task over a period of time without being distracted.
50   Speed of Closure — The ability to quickly make sense of, combine, and organize information into meaningful patterns.
47   Flexibility of Closure — The ability to identify or detect a known pattern (a figure, object, word, or sound) that is hidden in other distracting material.
47   Visualization — The ability to imagine how something will look after it is moved around or when its parts are moved or rearranged.
44   Memorization — The ability to remember information such as words, numbers, pictures, and procedures.
41   Finger Dexterity — The ability to make precisely coordinated movements of the fingers of one or both hands to grasp, manipulate, or assemble very small objects.
38   Far Vision — The ability to see details at a distance.
35   Time Sharing — The ability to shift back and forth between two or more activities or sources of information (such as speech, sounds, touch, or other sources).
22   Auditory Attention — The ability to focus on a single source of sound in the presence of other distracting sounds.
22   Hearing Sensitivity — The ability to detect or tell the differences between sounds that vary in pitch and loudness.
22   Visual Color Discrimination — The ability to match or detect differences between colors, including shades of color and brightness.
19   Depth Perception — The ability to judge which of several objects is closer or farther away from you, or to judge the distance between you and an object.
  Manual Dexterity — The ability to quickly move your hand, your hand together with your arm, or your two hands to grasp, manipulate, or assemble objects.
  Arm-Hand Steadiness — The ability to keep your hand and arm steady while moving your arm or while holding your arm and hand in one position.
  Control Precision — The ability to quickly and repeatedly adjust the controls of a machine or a vehicle to exact positions.
  Trunk Strength — The ability to use your abdominal and lower back muscles to support part of the body repeatedly or continuously over time without 'giving out' or fatiguing.
 Dynamic Flexibility — The ability to quickly and repeatedly bend, stretch, twist, or reach out with your body, arms, and/or legs.
 Dynamic Strength — The ability to exert muscle force repeatedly or continuously over time. This involves muscular endurance and resistance to muscle fatigue.
 Explosive Strength — The ability to use short bursts of muscle force to propel oneself (as in jumping or sprinting), or to throw an object.
 Extent Flexibility — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs.
 Glare Sensitivity — The ability to see objects in the presence of glare or bright lighting.
 Gross Body Coordination — The ability to coordinate the movement of your arms, legs, and torso together when the whole body is in motion.
 Gross Body Equilibrium — The ability to keep or regain your body balance or stay upright when in an unstable position.
 Multilimb Coordination — The ability to coordinate two or more limbs (for example, two arms, two legs, or one leg and one arm) while sitting, standing, or lying down. It does not involve performing the activities while the whole body is in motion.
 Night Vision — The ability to see under low light conditions.
 Peripheral Vision — The ability to see objects or movement of objects to one's side when the eyes are looking ahead.
 Rate Control — The ability to time your movements or the movement of a piece of equipment in anticipation of changes in the speed and/or direction of a moving object or scene.
 Reaction Time — The ability to quickly respond (with the hand, finger, or foot) to a signal (sound, light, picture) when it appears.
 Response Orientation — The ability to choose quickly between two or more movements in response to two or more different signals (lights, sounds, pictures). It includes the speed with which the correct response is started with the hand, foot, or other body part.
 Sound Localization — The ability to tell the direction from which a sound originated.
 Spatial Orientation — The ability to know your location in relation to the environment or to know where other objects are in relation to you.
 Speed of Limb Movement — The ability to quickly move the arms and legs.
 Stamina — The ability to exert yourself physically over long periods of time without getting winded or out of breath.
 Static Strength — The ability to exert maximum muscle force to lift, push, pull, or carry objects.
 Wrist-Finger Speed — The ability to make fast, simple, repeated movements of the fingers, hands, and wrists.

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Work Activities   Save Table (XLS/CSV)


Importance
Work Activity
97   Analyzing Data or Information — Identifying the underlying principles, reasons, or facts of information by breaking down information or data into separate parts.
  • Analyze data to identify trends or relationships among variables.
  • Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields.
94   Interacting With Computers — Using computers and computer systems (including hardware and software) to program, write software, set up functions, enter data, or process information.
  • Prepare data for analysis.
91   Processing Information — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying information or data.
  • Evaluate data quality.
85   Communicating with Supervisors, Peers, or Subordinates — Providing information to supervisors, co-workers, and subordinates by telephone, in written form, e-mail, or in person.
85   Interpreting the Meaning of Information for Others — Translating or explaining what information means and how it can be used.
84   Making Decisions and Solving Problems — Analyzing information and evaluating results to choose the best solution and solve problems.
  • Determine appropriate methods for data analysis.
83   Getting Information — Observing, receiving, and otherwise obtaining information from all relevant sources.
75   Updating and Using Relevant Knowledge — Keeping up-to-date technically and applying new knowledge to your job.
  • Update knowledge about emerging industry or technology trends.
71   Thinking Creatively — Developing, designing, or creating new applications, ideas, relationships, systems, or products, including artistic contributions.
  • Design research studies to obtain scientific information.
  • Design software applications.
  • Prepare graphics or other visual representations of information.
69   Documenting/Recording Information — Entering, transcribing, recording, storing, or maintaining information in written or electronic/magnetic form.
  • Prepare analytical reports.
  • Present research results to others.
68   Provide Consultation and Advice to Others — Providing guidance and expert advice to management or other groups on technical, systems-, or process-related topics.
66   Communicating with Persons Outside Organization — Communicating with people outside the organization, representing the organization to customers, the public, government, and other external sources. This information can be exchanged in person, in writing, or by telephone or e-mail.
66   Organizing, Planning, and Prioritizing Work — Developing specific goals and plans to prioritize, organize, and accomplish your work.
63   Establishing and Maintaining Interpersonal Relationships — Developing constructive and cooperative working relationships with others, and maintaining them over time.
63   Estimating the Quantifiable Characteristics of Products, Events, or Information — Estimating sizes, distances, and quantities; or determining time, costs, resources, or materials needed to perform a work activity.
63   Identifying Objects, Actions, and Events — Identifying information by categorizing, estimating, recognizing differences or similarities, and detecting changes in circumstances or events.
55   Training and Teaching Others — Identifying the educational needs of others, developing formal educational or training programs or classes, and teaching or instructing others.
54   Developing Objectives and Strategies — Establishing long-range objectives and specifying the strategies and actions to achieve them.
52   Scheduling Work and Activities — Scheduling events, programs, and activities, as well as the work of others.
51   Evaluating Information to Determine Compliance with Standards — Using relevant information and individual judgment to determine whether events or processes comply with laws, regulations, or standards.
50   Coaching and Developing Others — Identifying the developmental needs of others and coaching, mentoring, or otherwise helping others to improve their knowledge or skills.
47   Guiding, Directing, and Motivating Subordinates — Providing guidance and direction to subordinates, including setting performance standards and monitoring performance.
  • Supervise information technology personnel.
47   Judging the Qualities of Things, Services, or People — Assessing the value, importance, or quality of things or people.
  • Evaluate project designs to determine adequacy or feasibility.
43   Monitor Processes, Materials, or Surroundings — Monitoring and reviewing information from materials, events, or the environment, to detect or assess problems.
40   Coordinating the Work and Activities of Others — Getting members of a group to work together to accomplish tasks.
39   Developing and Building Teams — Encouraging and building mutual trust, respect, and cooperation among team members.
38   Resolving Conflicts and Negotiating with Others — Handling complaints, settling disputes, and resolving grievances and conflicts, or otherwise negotiating with others.
36   Selling or Influencing Others — Convincing others to buy merchandise/goods or to otherwise change their minds or actions.
35   Performing Administrative Activities — Performing day-to-day administrative tasks such as maintaining information files and processing paperwork.
33   Monitoring and Controlling Resources — Monitoring and controlling resources and overseeing the spending of money.
31   Staffing Organizational Units — Recruiting, interviewing, selecting, hiring, and promoting employees in an organization.
20   Inspecting Equipment, Structures, or Material — Inspecting equipment, structures, or materials to identify the cause of errors or other problems or defects.
14   Assisting and Caring for Others — Providing personal assistance, medical attention, emotional support, or other personal care to others such as coworkers, customers, or patients.
  Performing for or Working Directly with the Public — Performing for people or dealing directly with the public. This includes serving customers in restaurants and stores, and receiving clients or guests.
  Handling and Moving Objects — Using hands and arms in handling, installing, positioning, and moving materials, and manipulating things.
  Repairing and Maintaining Electronic Equipment — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines, devices, and equipment that operate primarily on the basis of electrical or electronic (not mechanical) principles.
  Controlling Machines and Processes — Using either control mechanisms or direct physical activity to operate machines or processes (not including computers or vehicles).
  Performing General Physical Activities — Performing physical activities that require considerable use of your arms and legs and moving your whole body, such as climbing, lifting, balancing, walking, stooping, and handling of materials.
  Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment — Providing documentation, detailed instructions, drawings, or specifications to tell others about how devices, parts, equipment, or structures are to be fabricated, constructed, assembled, modified, maintained, or used.
  Operating Vehicles, Mechanized Devices, or Equipment — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, such as forklifts, passenger vehicles, aircraft, or water craft.
  Repairing and Maintaining Mechanical Equipment — Servicing, repairing, adjusting, and testing machines, devices, moving parts, and equipment that operate primarily on the basis of mechanical (not electronic) principles.

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Work Context   Save Table (XLS/CSV)


Context
Work Context
98   Spend Time Sitting — How much does this job require sitting?
94   Electronic Mail — How often do you use electronic mail in this job?
93   Importance of Being Exact or Accurate — How important is being very exact or highly accurate in performing this job?
85   Freedom to Make Decisions — How much decision making freedom, without supervision, does the job offer?
84   Face-to-Face Discussions — How often do you have to have face-to-face discussions with individuals or teams in this job?
81   Indoors, Environmentally Controlled — How often does this job require working indoors in environmentally controlled conditions?
80   Telephone — How often do you have telephone conversations in this job?
76   Structured versus Unstructured Work — To what extent is this job structured for the worker, rather than allowing the worker to determine tasks, priorities, and goals?
70   Duration of Typical Work Week — Number of hours typically worked in one week.
70   Impact of Decisions on Co-workers or Company Results — How do the decisions an employee makes impact the results of co-workers, clients or the company?
70   Work With Work Group or Team — How important is it to work with others in a group or team in this job?
59   Contact With Others — How much does this job require the worker to be in contact with others (face-to-face, by telephone, or otherwise) in order to perform it?
58   Letters and Memos — How often does the job require written letters and memos?
54   Level of Competition — To what extent does this job require the worker to compete or to be aware of competitive pressures?
54   Time Pressure — How often does this job require the worker to meet strict deadlines?
53   Frequency of Decision Making — How frequently is the worker required to make decisions that affect other people, the financial resources, and/or the image and reputation of the organization?
44   Coordinate or Lead Others — How important is it to coordinate or lead others in accomplishing work activities in this job?
42   Importance of Repeating Same Tasks — How important is repeating the same physical activities (e.g., key entry) or mental activities (e.g., checking entries in a ledger) over and over, without stopping, to performing this job?
42   Responsibility for Outcomes and Results — How responsible is the worker for work outcomes and results of other workers?
39   Consequence of Error — How serious would the result usually be if the worker made a mistake that was not readily correctable?
39   Physical Proximity — To what extent does this job require the worker to perform job tasks in close physical proximity to other people?
33   Public Speaking — How often do you have to perform public speaking in this job?
32   Degree of Automation — How automated is the job?
32   Spend Time Making Repetitive Motions — How much does this job require making repetitive motions?
28   Frequency of Conflict Situations — How often are there conflict situations the employee has to face in this job?
27   Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls — How much does this job require using your hands to handle, control, or feel objects, tools or controls?
25   Deal With External Customers — How important is it to work with external customers or the public in this job?
24   Sounds, Noise Levels Are Distracting or Uncomfortable — How often does this job require working exposed to sounds and noise levels that are distracting or uncomfortable?
22   Deal With Unpleasant or Angry People — How frequently does the worker have to deal with unpleasant, angry, or discourteous individuals as part of the job requirements?
20   Spend Time Standing — How much does this job require standing?
13   Spend Time Walking and Running — How much does this job require walking and running?
12   Work Schedules — How regular are the work schedules for this job?
  Responsible for Others' Health and Safety — How much responsibility is there for the health and safety of others in this job?
  Exposed to Contaminants — How often does this job require working exposed to contaminants (such as pollutants, gases, dust or odors)?
  In an Enclosed Vehicle or Equipment — How often does this job require working in a closed vehicle or equipment (e.g., car)?
  Indoors, Not Environmentally Controlled — How often does this job require working indoors in non-controlled environmental conditions (e.g., warehouse without heat)?
  Deal With Physically Aggressive People — How frequently does this job require the worker to deal with physical aggression of violent individuals?
  Outdoors, Under Cover — How often does this job require working outdoors, under cover (e.g., structure with roof but no walls)?
  Outdoors, Exposed to Weather — How often does this job require working outdoors, exposed to all weather conditions?
  Spend Time Bending or Twisting the Body — How much does this job require bending or twisting your body?
  Spend Time Kneeling, Crouching, Stooping, or Crawling — How much does this job require kneeling, crouching, stooping or crawling?
  Very Hot or Cold Temperatures — How often does this job require working in very hot (above 90 F degrees) or very cold (below 32 F degrees) temperatures?
  Cramped Work Space, Awkward Positions — How often does this job require working in cramped work spaces that requires getting into awkward positions?
  Exposed to Disease or Infections — How often does this job require exposure to disease/infections?
  Exposed to Hazardous Equipment — How often does this job require exposure to hazardous equipment?
  Spend Time Keeping or Regaining Balance — How much does this job require keeping or regaining your balance?
  Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets — How much does this job require wearing common protective or safety equipment such as safety shoes, glasses, gloves, hard hats or life jackets?
 Exposed to Hazardous Conditions — How often does this job require exposure to hazardous conditions?
 Exposed to High Places — How often does this job require exposure to high places?
 Exposed to Minor Burns, Cuts, Bites, or Stings — How often does this job require exposure to minor burns, cuts, bites, or stings?
 Exposed to Radiation — How often does this job require exposure to radiation?
 Exposed to Whole Body Vibration — How often does this job require exposure to whole body vibration (e.g., operate a jackhammer)?
 Extremely Bright or Inadequate Lighting — How often does this job require working in extremely bright or inadequate lighting conditions?
 In an Open Vehicle or Equipment — How often does this job require working in an open vehicle or equipment (e.g., tractor)?
 Pace Determined by Speed of Equipment — How important is it to this job that the pace is determined by the speed of equipment or machinery? (This does not refer to keeping busy at all times on this job.)
 Spend Time Climbing Ladders, Scaffolds, or Poles — How much does this job require climbing ladders, scaffolds, or poles?
 Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection — How much does this job require wearing specialized protective or safety equipment such as breathing apparatus, safety harness, full protection suits, or radiation protection?

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Job Zone   Save Table (XLS/CSV)

Title Job Zone Five: Extensive Preparation Needed
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).
Related 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.
Job 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.
Job Zone Examples These occupations often involve coordinating, training, supervising, or managing the activities of others to accomplish goals. Very advanced communication and organizational skills are required. Examples include librarians, lawyers, aerospace engineers, wildlife biologists, school psychologists, surgeons, treasurers, and controllers.
SVP Range (8.0 and above)

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Education


Percentage of Respondents
Education Level Required
48   Master's degree
28   Bachelor's degree
20   Doctoral degree

This occupation may require a background in the following science, technology, engineering, and mathematics (STEM) educational disciplines:

Life Sciences — Biostatistics
Mathematics — Applied Mathematics; Business Statistics; Mathematical Statistics and Probability; Mathematics; Mathematics, General; Statistics (see all 7 programs)

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Interests   Save Table (XLS/CSV)


Occupational Interest
Interest
89   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.
83   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.
22   Realistic — Realistic occupations frequently involve work activities that include practical, hands-on problems and solutions. They often deal with plants, animals, and real-world materials like wood, tools, and machinery. Many of the occupations require working outside, and do not involve a lot of paperwork or working closely with others.
17   Artistic — Artistic occupations frequently involve working with forms, designs and patterns. They often require self-expression and the work can be done without following a clear set of rules.
17   Enterprising — Enterprising occupations frequently involve starting up and carrying out projects. These occupations can involve leading people and making many decisions. Sometimes they require risk taking and often deal with business.
 Social — Social occupations frequently involve working with, communicating with, and teaching people. These occupations often involve helping or providing service to others.

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Work Styles   Save Table (XLS/CSV)


Importance
Work Style
94   Analytical Thinking — Job requires analyzing information and using logic to address work-related issues and problems.
93   Attention to Detail — Job requires being careful about detail and thorough in completing work tasks.
89   Integrity — Job requires being honest and ethical.
79   Dependability — Job requires being reliable, responsible, and dependable, and fulfilling obligations.
77   Independence — Job requires developing one's own ways of doing things, guiding oneself with little or no supervision, and depending on oneself to get things done.
76   Persistence — Job requires persistence in the face of obstacles.
73   Achievement/Effort — Job requires establishing and maintaining personally challenging achievement goals and exerting effort toward mastering tasks.
73   Initiative — Job requires a willingness to take on responsibilities and challenges.
69   Cooperation — Job requires being pleasant with others on the job and displaying a good-natured, cooperative attitude.
67   Innovation — Job requires creativity and alternative thinking to develop new ideas for and answers to work-related problems.
59   Stress Tolerance — Job requires accepting criticism and dealing calmly and effectively with high stress situations.
57   Leadership — Job requires a willingness to lead, take charge, and offer opinions and direction.
55   Adaptability/Flexibility — Job requires being open to change (positive or negative) and to considerable variety in the workplace.
52   Self Control — Job requires maintaining composure, keeping emotions in check, controlling anger, and avoiding aggressive behavior, even in very difficult situations.
45   Concern for Others — Job requires being sensitive to others' needs and feelings and being understanding and helpful on the job.
42   Social Orientation — Job requires preferring to work with others rather than alone, and being personally connected with others on the job.

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Work Values   Save Table (XLS/CSV)


Extent
Work Value
78   Independence — Occupations that satisfy this work value allow employees to work on their own and make decisions. Corresponding needs are Creativity, Responsibility and Autonomy.
72   Achievement — Occupations that satisfy this work value are results oriented and allow employees to use their strongest abilities, giving them a feeling of accomplishment. Corresponding needs are Ability Utilization and Achievement.
67   Recognition — Occupations that satisfy this work value offer advancement, potential for leadership, and are often considered prestigious. Corresponding needs are Advancement, Authority, Recognition and Social Status.
61   Relationships — Occupations that satisfy this work value allow employees to provide service to others and work with co-workers in a friendly non-competitive environment. Corresponding needs are Co-workers, Moral Values and Social Service.
61   Working Conditions — Occupations that satisfy this work value offer job security and good working conditions. Corresponding needs are Activity, Compensation, Independence, Security, Variety and Working Conditions.
33   Support — Occupations that satisfy this work value offer supportive management that stands behind employees. Corresponding needs are Company Policies, Supervision: Human Relations and Supervision: Technical.

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Related Occupations   Save Table (XLS/CSV)

13-1161.00 Market Research Analysts and Marketing Specialists Bright Outlook
15-2021.00 Mathematicians Bright Outlook
15-2031.00 Operations Research Analysts Bright Outlook
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15-2041.02 Clinical Data Managers Bright Outlook
19-2099.01 Remote Sensing Scientists and Technologists Bright Outlook   Green Occupation Green
19-3011.00 Economists
19-3022.00 Survey Researchers
19-4061.00 Social Science Research Assistants
25-1063.00 Economics Teachers, Postsecondary

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Wages & Employment Trends

National

Median wages (2012) $36.33 hourly, $75,560 annual
Employment (2012) 28,000 employees
Projected growth (2012-2022) Much faster than average (22% or higher) Much faster than average (22% or higher)
Projected job openings (2012-2022) 16,100
Top industries (2012)
Government (27% employed in this sector)

State & National

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Source: Bureau of Labor Statistics 2012 wage data external site and 2012-2022 employment projections external site. "Projected growth" represents the estimated change in total employment over the projections period (2012-2022). "Projected job openings" represent openings due to growth and replacement.

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Job Openings on the Web

Find Jobs
for Statisticians

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State & National Job Banks

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Sources of Additional Information

Disclaimer: Sources are listed to provide additional information on related jobs, specialties, and/or industries. Links to non-DOL Internet sites are provided for your convenience and do not constitute an endorsement.

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