Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decisionmaking, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, services, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation.
Sample of reported job titles:
Advanced Analytics Associate, Analytical Strategist, Decision Analyst, Operations Research Analyst (Ops Research Analyst), Operations Research Scientist (Ops Research Scientist), Optimization Analyst, Researcher
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Tasks
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Present the results of mathematical modeling and data analysis to management or other end users.
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Define data requirements, and gather and validate information, applying judgment and statistical tests.
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Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.
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Prepare management reports defining and evaluating problems and recommending solutions.
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Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.
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Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.
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Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.
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Analyze information obtained from management to conceptualize and define operational problems.
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Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
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Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.
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Specify manipulative or computational methods to be applied to models.
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Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.
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Develop and apply time and cost networks to plan, control, and review large projects.
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Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
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Educate staff in the use of mathematical models.
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Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
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Review research literature.
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Technology Skills
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Access software — Citrix cloud computing software
-
Accounting software — Fund accounting software
-
Analytical or scientific software — IBM SPSS Statistics
; ILOG OPL-CPLEX Development System; Minitab; The MathWorks MATLAB
; 17 more
-
Application server software — GitHub
-
Backup or archival software — Veritas NetBackup
-
Business intelligence and data analysis software — IBM Cognos Impromptu; Oracle Business Intelligence Enterprise Edition; Qlik Tech QlikView; Tableau
; 1 more
-
Cloud-based data access and sharing software — Google Drive; Microsoft SharePoint
-
Cloud-based management software — Splunk Enterprise
-
Communications server software — IBM Domino
-
Computer aided design CAD software — Dassault Systemes CATIA; Mathsoft Mathcad
-
Customer relationship management CRM software — Blackbaud The Raiser's Edge; Oracle Eloqua; Salesforce software
-
Data base management system software — Apache Hadoop
; Apache Hive
; Apache Pig; Teradata Database
-
Data base reporting software — Microsoft SQL Server Reporting Services SSRS
; SAP Crystal Reports; Strategic Reporting Systems ReportSmith
-
Data base user interface and query software — Amazon Redshift
; Microsoft SQL Server
; MySQL
; Structured query language SQL
; 4 more
-
Desktop communications software — Eko
-
Development environment software — C
; Microsoft Visual Basic
; Microsoft Visual Basic for Applications VBA
; National Instruments LabVIEW
; 1 more
-
Electronic mail software — IBM Notes; Microsoft Exchange
-
Enterprise application integration software — Extensible markup language XML
-
Enterprise resource planning ERP software — Microsoft Dynamics
; Oracle JD Edwards EnterpriseOne; Oracle PeopleSoft
; SAP software
; 3 more
-
Enterprise system management software — IBM Power Systems software
-
Financial analysis software — Business Forecast Systems Forecast Pro; Oracle E-Business Suite Financials
-
Geographic information system — ESRI ArcExplorer; ESRI ArcGIS software
; Geographic information system GIS software
-
Human resources software — Human resource management software HRMS; Oracle Taleo
-
Information retrieval or search software — LexisNexis
-
Map creation software — Microsoft MapPoint
-
Network monitoring software — Wireshark
-
Object or component oriented development software — Perl
; R
; Scala
; Swift
; 5 more
-
Office suite software — Microsoft Office software
-
Operating system software — Apple macOS
; Bash
; Shell script
; UNIX Shell
; 6 more
-
Presentation software — Google Slides; Microsoft PowerPoint
-
Process mapping and design software — Microsoft Visio
; ProModel
-
Project management software — Microsoft Project
-
Risk management data and analysis software — iGrafx
-
Sales and marketing software — Marketo Marketing Automation
-
Spreadsheet software — Microsoft Excel
-
Transaction security and virus protection software — McAfee
-
Word processing software — Google Docs
; Microsoft Word
Hot Technologies are requirements most frequently included across all employer job postings.
In Demand skills are frequently included in employer job postings for this occupation.
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Work Activities
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Getting Information — Observing, receiving, and otherwise obtaining information from all relevant sources.
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Analyzing Data or Information — Identifying the underlying principles, reasons, or facts of information by breaking down information or data into separate parts.
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Making Decisions and Solving Problems — Analyzing information and evaluating results to choose the best solution and solve problems.
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Working with Computers — Using computers and computer systems (including hardware and software) to program, write software, set up functions, enter data, or process information.
-
Processing Information — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying information or data.
-
Identifying Objects, Actions, and Events — Identifying information by categorizing, estimating, recognizing differences or similarities, and detecting changes in circumstances or events.
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Interpreting the Meaning of Information for Others — Translating or explaining what information means and how it can be used.
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Updating and Using Relevant Knowledge — Keeping up-to-date technically and applying new knowledge to your job.
-
Thinking Creatively — Developing, designing, or creating new applications, ideas, relationships, systems, or products, including artistic contributions.
-
Communicating with Supervisors, Peers, or Subordinates — Providing information to supervisors, co-workers, and subordinates by telephone, in written form, e-mail, or in person.
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Developing Objectives and Strategies — Establishing long-range objectives and specifying the strategies and actions to achieve them.
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Providing Consultation and Advice to Others — Providing guidance and expert advice to management or other groups on technical, systems-, or process-related topics.
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Organizing, Planning, and Prioritizing Work — Developing specific goals and plans to prioritize, organize, and accomplish your work.
-
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.
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Scheduling Work and Activities — Scheduling events, programs, and activities, as well as the work of others.
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Monitoring Processes, Materials, or Surroundings — Monitoring and reviewing information from materials, events, or the environment, to detect or assess problems.
-
Establishing and Maintaining Interpersonal Relationships — Developing constructive and cooperative working relationships with others, and maintaining them over time.
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Documenting/Recording Information — Entering, transcribing, recording, storing, or maintaining information in written or electronic/magnetic form.
-
Communicating with People Outside the 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.
-
Developing and Building Teams — Encouraging and building mutual trust, respect, and cooperation among team members.
-
Judging the Qualities of Objects, Services, or People — Assessing the value, importance, or quality of things or people.
-
Training and Teaching Others — Identifying the educational needs of others, developing formal educational or training programs or classes, and teaching or instructing others.
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Detailed Work Activities
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Present research results to others.
-
Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields.
-
Determine appropriate methods for data analysis.
-
-
Develop scientific or mathematical models.
-
Document operational activities.
-
Collaborate with others to resolve information technology issues.
-
Conduct research to gain information about products or processes.
-
Troubleshoot issues with computer applications or systems.
-
Analyze data to identify or resolve operational problems.
-
Analyze project data to determine specifications or requirements.
-
Design computer modeling or simulation programs.
-
Develop detailed project plans.
-
Manage budgets for appropriate resource allocation.
-
Analyze data to identify trends or relationships among variables.
-
Train others on work processes.
-
Apply information technology to solve business or other applied problems.
-
Review professional literature to maintain professional knowledge.
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Work Context
-
Indoors, Environmentally Controlled — 86% responded “Every day.”
-
Electronic Mail — 90% responded “Every day.”
-
Spend Time Sitting — 71% responded “Continually or almost continually.”
-
Work With Work Group or Team — 48% responded “Extremely important.”
-
Face-to-Face Discussions — 52% responded “Once a week or more but not every day.”
-
Importance of Being Exact or Accurate — 43% responded “Extremely important.”
-
Duration of Typical Work Week — 57% responded “More than 40 hours.”
-
Telephone — 57% responded “Once a week or more but not every day.”
-
Structured versus Unstructured Work — 57% responded “Some freedom.”
-
Freedom to Make Decisions — 62% responded “Some freedom.”
-
Contact With Others — 43% responded “Contact with others about half the time.”
-
Level of Competition — 35% responded “Highly competitive.”
-
Impact of Decisions on Co-workers or Company Results — 43% responded “Important results.”
-
Time Pressure — 38% responded “Once a week or more but not every day.”
-
Coordinate or Lead Others — 52% responded “Very important.”
-
Letters and Memos — 52% responded “Once a month or more but not every week.”
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Job Zone
- 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 pharmacists, lawyers, astronomers, biologists, clergy, physician assistants, and veterinarians.
- SVP Range
- (8.0 and above)
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Training & Credentials
- State training
-
- Local training
-
- Certifications
-
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Apprenticeship Opportunities
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Skills
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Mathematics — Using mathematics to solve problems.
-
Complex Problem Solving — Identifying complex problems and reviewing related information to develop and evaluate options and implement solutions.
-
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.
-
Critical Thinking — Using logic and reasoning to identify the strengths and weaknesses of alternative solutions, conclusions, or approaches to problems.
-
Reading Comprehension — Understanding written sentences and paragraphs in work-related documents.
-
Speaking — Talking to others to convey information effectively.
-
Writing — Communicating effectively in writing as appropriate for the needs of the audience.
-
Active Learning — Understanding the implications of new information for both current and future problem-solving and decision-making.
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Judgment and Decision Making — Considering the relative costs and benefits of potential actions to choose the most appropriate one.
-
Systems Analysis — Determining how a system should work and how changes in conditions, operations, and the environment will affect outcomes.
-
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.
-
Operations Analysis — Analyzing needs and product requirements to create a design.
-
Science — Using scientific rules and methods to solve problems.
-
Coordination — Adjusting actions in relation to others' actions.
-
Time Management — Managing one's own time and the time of others.
-
Instructing — Teaching others how to do something.
-
Learning Strategies — Selecting and using training/instructional methods and procedures appropriate for the situation when learning or teaching new things.
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Knowledge
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Mathematics — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their applications.
-
Computers and Electronics — Knowledge of circuit boards, processors, chips, electronic equipment, and computer hardware and software, including applications and programming.
-
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.
-
Production and Processing — Knowledge of raw materials, production processes, quality control, costs, and other techniques for maximizing the effective manufacture and distribution of goods.
-
English Language — Knowledge of the structure and content of the English language including the meaning and spelling of words, rules of composition, and grammar.
-
Design — Knowledge of design techniques, tools, and principles involved in production of precision technical plans, blueprints, drawings, and models.
-
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.
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Education
How much education does a new hire need to perform a job in this occupation? Respondents said:
-
responded:
Master’s degree required
-
responded:
Bachelor’s degree required
-
responded:
Doctoral degree required
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Abilities
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Mathematical Reasoning — The ability to choose the right mathematical methods or formulas to solve a problem.
-
Deductive Reasoning — The ability to apply general rules to specific problems to produce answers that make sense.
-
Inductive Reasoning — The ability to combine pieces of information to form general rules or conclusions (includes finding a relationship among seemingly unrelated events).
-
Number Facility — The ability to add, subtract, multiply, or divide quickly and correctly.
-
Oral Comprehension — The ability to listen to and understand information and ideas presented through spoken words and sentences.
-
Oral Expression — The ability to communicate information and ideas in speaking so others will understand.
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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 that there is a problem.
-
Written Comprehension — The ability to read and understand information and ideas presented in writing.
-
Written Expression — The ability to communicate information and ideas in writing so others will understand.
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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).
-
Near Vision — The ability to see details at close range (within a few feet of the observer).
-
Category Flexibility — The ability to generate or use different sets of rules for combining or grouping things in different ways.
-
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).
-
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.
-
Speech Clarity — The ability to speak clearly so others can understand you.
-
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.
-
Speech Recognition — The ability to identify and understand the speech of another person.
-
Selective Attention — The ability to concentrate on a task over a period of time without being distracted.
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Interests
-
Investigative — Work involves studying and researching non-living objects, living organisms, disease or other forms of impairment, or human behavior. Investigative occupations are often associated with physical, life, medical, or social sciences, and can be found in the fields of humanities, mathematics/statistics, information technology, or health care service.
-
Conventional — Work involves following procedures and regulations to organize information or data, typically in a business setting. Conventional occupations are often associated with office work, accounting, mathematics/statistics, information technology, finance, or human resources.
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Work Values
-
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.
-
Independence — Occupations that satisfy this work value allow employees to work on their own and make decisions. Corresponding needs are Creativity, Responsibility and Autonomy.
-
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.
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Work Styles
-
Analytical Thinking — Job requires analyzing information and using logic to address work-related issues and problems.
-
Attention to Detail — Job requires being careful about detail and thorough in completing work tasks.
-
Integrity — Job requires being honest and ethical.
-
Initiative — Job requires a willingness to take on responsibilities and challenges.
-
Innovation — Job requires creativity and alternative thinking to develop new ideas for and answers to work-related problems.
-
Persistence — Job requires persistence in the face of obstacles.
-
Achievement/Effort — Job requires establishing and maintaining personally challenging achievement goals and exerting effort toward mastering tasks.
-
Adaptability/Flexibility — Job requires being open to change (positive or negative) and to considerable variety in the workplace.
-
Dependability — Job requires being reliable, responsible, and dependable, and fulfilling obligations.
-
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.
-
Cooperation — Job requires being pleasant with others on the job and displaying a good-natured, cooperative attitude.
-
Self-Control — Job requires maintaining composure, keeping emotions in check, controlling anger, and avoiding aggressive behavior, even in very difficult situations.
-
Stress Tolerance — Job requires accepting criticism and dealing calmly and effectively with high-stress situations.
-
Leadership — Job requires a willingness to lead, take charge, and offer opinions and direction.
-
Concern for Others — Job requires being sensitive to others' needs and feelings and being understanding and helpful on the job.
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Wages & Employment Trends
- Median wages (2023)
- $40.21 hourly, $83,640 annual
- State wages
-
- Local wages
-
- Employment (2022)
- 109,900 employees
- Projected growth (2022-2032)
-
Much faster than average (9% or higher)
- Projected job openings (2022-2032)
- 9,800
- State trends
-
- Top industries (2022)
-
Source: Bureau of Labor Statistics 2023 wage data
external site and 2022-2032 employment projections
external site.
“Projected growth” represents the estimated change in total employment over the projections period (2022-2032). “Projected job openings” represent openings due to growth and replacement.
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Job Openings on the Web
- State job openings
-
- Local job openings
-
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Professional Associations
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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Accreditation, Certification, & Unions
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