# Operations Research Analysts

> 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.
- **Entity Type:** role
- **Schema Version:** role.v1
- **Soc Code:** 15-2031.00
- **Summary:** 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.

## Aliases

- Analytical Strategist
- Operations Research Analyst (Ops Research Analyst)
- Operations Research Scientist (Ops Research Scientist)
- Researcher
- Advanced Analytics Associate
- Decision Analyst
- Optimization Analyst
- Analytics Consultant
- Business Analyst
- Business Operations Analyst
- Business Process Analyst
- Continuous Improvement Specialist

## Tasks

| Text | Type | Iwa |
| --- | --- | --- |
| Present the results of mathematical modeling and data analysis to management or other end users. | Core | 4.A.3.b.6.c |
| Define data requirements, and gather and validate information, applying judgment and statistical tests. | Core | 4.A.2.a.2.a |
| Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary. | Core | 4.A.2.b.2.u |
| Prepare management reports defining and evaluating problems and recommending solutions. | Core | 4.A.3.b.6.h |
| Collaborate with others in the organization to ensure successful implementation of chosen problem solutions. | Core | 4.A.4.b.1.a |
| Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters. | Core | 4.A.2.b.2.u |
| Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources. | Core | 4.A.1.a.1.t |
| Analyze information obtained from management to conceptualize and define operational problems. | Core | 4.A.2.a.4.g |
| Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes. | Core | 4.A.2.a.4.e |
| Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives. | Core | 4.A.4.b.1.a |
| Specify manipulative or computational methods to be applied to models. | Core | 4.A.2.b.1.d |
| Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data. | Core | 4.A.2.b.2.b |

## Emerging Tasks


## Activities

| Name | Iwa |
| --- | --- |
| Present research results to others. | 4.A.3.b.6.c |
| Train others on work processes. | 4.A.4.b.3.d |
| Review professional literature to maintain professional knowledge. | 4.A.2.b.3.a |
| Develop scientific or mathematical models. | 4.A.2.b.2.u |
| Collaborate with others to resolve information technology issues. | 4.A.4.b.1.a |
| Analyze data to identify or resolve operational problems. | 4.A.2.a.4.g |
| Evaluate data quality. | 4.A.2.a.2.a |
| Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields. | 4.A.2.a.4.d |
| Determine appropriate methods for data analysis. | 4.A.2.b.1.d |
| Analyze project data to determine specifications or requirements. | 4.A.2.a.4.e |
| Document operational activities. | 4.A.3.b.6.h |
| Analyze data to identify trends or relationships among variables. | 4.A.2.a.4.d |
| Conduct research to gain information about products or processes. | 4.A.1.a.1.t |
| Troubleshoot issues with computer applications or systems. | 4.A.3.b.1.d |
| Design computer modeling or simulation programs. | 4.A.2.b.2.b |
| Develop detailed project plans. | 4.A.2.b.6.b |
| Manage budgets for appropriate resource allocation. | 4.A.4.b.4.h |
| Apply information technology to solve business or other applied problems. | 4.A.2.b.2.b |

## Capabilities

| Name | Family | Value |
| --- | --- | --- |
| Mathematics | knowledge | 4.71 |
| Mathematics | essential_skill | 4.5 |
| Mathematical Reasoning | ability | 4.5 |
| Complex Problem Solving | transferable_skill | 4.12 |
| Deductive Reasoning | ability | 4.12 |
| Inductive Reasoning | ability | 4.12 |
| Computers and Electronics | knowledge | 4.1 |
| Reading Comprehension | essential_skill | 4 |
| Active Listening | essential_skill | 4 |
| Writing | essential_skill | 4 |
| Speaking | essential_skill | 4 |
| Critical Thinking | essential_skill | 4 |
| Oral Comprehension | ability | 4 |
| Written Comprehension | ability | 4 |
| Oral Expression | ability | 4 |
| Written Expression | ability | 4 |
| Problem Sensitivity | ability | 4 |
| Number Facility | ability | 4 |
| Engineering and Technology | knowledge | 3.95 |
| Active Learning | essential_skill | 3.88 |
| Judgment and Decision Making | transferable_skill | 3.88 |
| Systems Analysis | transferable_skill | 3.88 |
| Systems Evaluation | transferable_skill | 3.88 |
| Information Ordering | ability | 3.88 |
| Operations Analysis | transferable_skill | 3.75 |
| Near Vision | ability | 3.75 |
| Production and Processing | knowledge | 3.71 |
| Fluency of Ideas | ability | 3.62 |
| Originality | ability | 3.62 |
| Category Flexibility | ability | 3.62 |
| English Language | knowledge | 3.57 |
| Science | essential_skill | 3.25 |
| Speech Clarity | ability | 3.25 |
| Coordination | transferable_skill | 3.12 |
| Time Management | transferable_skill | 3.12 |
| Flexibility of Closure | ability | 3.12 |
| Speech Recognition | ability | 3.12 |
| Design | knowledge | 3.1 |
| Education and Training | knowledge | 3.05 |
| Learning Strategies | essential_skill | 3 |

## Skills

| Name | Type |
| --- | --- |
| Mathematics | Common Skill |
| Inductive Reasoning | Common Skill |
| Deductive Reasoning | Common Skill |
| Complex Problem Solving | Common Skill |
| Writing | Common Skill |
| Reading Comprehension | Common Skill |
| Critical Thinking | Common Skill |
| Active Listening | Common Skill |
| Systems Analysis | Specialized Skill |
| Information Ordering | Specialized Skill |
| Active Learning | Common Skill |
| English Language | Common Skill |
| Microsoft PowerPoint | Common Skill |
| Microsoft Outlook | Common Skill |
| Microsoft Excel | Common Skill |
| Time Management | Common Skill |
| Speech Recognition | Specialized Skill |
| Unix Shell | Specialized Skill |
| Unix | Specialized Skill |
| Shell Script | Specialized Skill |
| MySQL | Specialized Skill |
| Microsoft Word | Common Skill |
| Microsoft Visio | Specialized Skill |
| Microsoft SharePoint | Specialized Skill |
| Microsoft Project | Specialized Skill |
| Microsoft Access | Specialized Skill |
| Linux | Specialized Skill |
| Learning Strategies | Specialized Skill |
| Instructing | Specialized Skill |
| Google Docs | Specialized Skill |
| Github | Specialized Skill |
| Apache Hive | Specialized Skill |
| Apache Hadoop | Specialized Skill |
| Amazon Redshift | Specialized Skill |
| Social Perceptiveness | Common Skill |
| Visualization | Specialized Skill |
| Negotiation | Common Skill |
| Wireshark | Specialized Skill |
| Promodel | Specialized Skill |
| Oracle Hyperion | Specialized Skill |

## Tools

| Example | Category | Hot | In Demand |
| --- | --- | --- | --- |
| Microsoft Excel | Spreadsheet software | yes | yes |
| Microsoft Office software | Office suite software | yes | yes |
| Microsoft Outlook | Electronic mail software | yes | yes |
| Microsoft Power BI | Business intelligence and data analysis software | yes | yes |
| Microsoft PowerPoint | Presentation software | yes | yes |
| Python | Object or component oriented development software | yes | yes |
| Salesforce software | Customer relationship management CRM software | yes | yes |
| Structured query language SQL | Data base user interface and query software | yes | yes |
| Tableau | Business intelligence and data analysis software | yes | yes |
| Amazon Redshift | Data base user interface and query software | yes | no |
| Apache Hadoop | Data base management system software | yes | no |
| Apache Hive | Data base management system software | yes | no |
| Apple macOS | Operating system software | yes | no |
| Bash | Operating system software | yes | no |
| C | Development environment software | yes | no |
| C++ | Object or component oriented development software | yes | no |
| ESRI ArcGIS software | Geographic information system | yes | no |
| Extensible markup language XML | Enterprise application integration software | yes | no |
| GitHub | Application server software | yes | no |
| Google Docs | Word processing software | yes | no |
| IBM SPSS Statistics | Analytical or scientific software | yes | no |
| Linux | Operating system software | yes | no |
| Marketo Marketing Automation | Sales and marketing software | yes | no |
| Microsoft Access | Data base user interface and query software | yes | no |
| Microsoft Project | Project management software | yes | no |
| Microsoft SharePoint | Document management software | yes | no |
| Microsoft SQL Server | Data base user interface and query software | yes | no |
| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes | no |
| Microsoft Visio | Process mapping and design software | yes | no |
| Microsoft Visual Basic | Development environment software | yes | no |
| Microsoft Visual Basic for Applications VBA | Development environment software | yes | no |
| Microsoft Word | Word processing software | yes | no |
| MySQL | Data base user interface and query software | yes | no |
| Oracle PeopleSoft | Enterprise resource planning ERP software | yes | no |
| Perl | Object or component oriented development software | yes | no |
| R | Object or component oriented development software | yes | no |
| SAP software | Enterprise resource planning ERP software | yes | no |
| SAS | Analytical or scientific software | yes | no |
| Scala | Object or component oriented development software | yes | no |
| Shell script | Operating system software | yes | no |

## Work Context

| Name | Value |
| --- | --- |
| Indoors, Environmentally Controlled | 4.86 |
| E-Mail | 4.81 |
| Spend Time Sitting | 4.43 |
| Work With or Contribute to a Work Group or Team | 4.33 |
| Face-to-Face Discussions with Individuals and Within Teams | 4.29 |
| Importance of Being Exact or Accurate | 4.24 |
| Telephone Conversations | 4.1 |
| Determine Tasks, Priorities and Goals | 4.05 |
| Freedom to Make Decisions | 3.76 |
| Level of Competition | 3.65 |
| Contact With Others | 3.62 |
| Impact of Decisions on Co-workers or Company Results | 3.57 |
| Time Pressure | 3.57 |
| Coordinate or Lead Others in Accomplishing Work Activities | 3.43 |
| Written Letters and Memos | 3.1 |
| Work Outcomes and Results of Other Workers | 2.95 |
| Frequency of Decision Making | 2.9 |
| Public Speaking | 2.52 |
| Deal With External Customers or the Public in General | 2.38 |
| Consequence of Error | 2.35 |
| Physical Proximity | 2.33 |
| Conflict Situations | 2.29 |
| Degree of Automation | 2.29 |
| Health and Safety of Other Workers | 2.14 |
| Importance of Repeating Same Tasks | 2.1 |
| Spend Time Standing | 1.9 |
| Dealing With Unpleasant, Angry, or Discourteous People | 1.81 |
| Indoors, Not Environmentally Controlled | 1.67 |
| Spend Time Making Repetitive Motions | 1.65 |
| Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable | 1.62 |
| Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls | 1.6 |
| Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets | 1.43 |
| Outdoors, Exposed to All Weather Conditions | 1.38 |
| Outdoors, Under Cover | 1.38 |
| Spend Time Walking or Running | 1.38 |
| In an Enclosed Vehicle or Operate Enclosed Equipment | 1.33 |
| Pace Determined by Speed of Equipment | 1.33 |
| Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection | 1.3 |
| Dealing with Violent or Physically Aggressive People | 1.24 |
| Exposed to Cramped Work Space, Awkward Positions | 1.2 |

## Preparation

- **Job Zone:** 5
- **Job Zone Name:** 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).
- **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.
- **Svp Range:** (8.0 and above)

### Education Distribution

| Label | Percentage |
| --- | --- |
| Master's Degree | 42.86 |
| Bachelor's Degree | 33.33 |
| Doctoral Degree | 14.29 |
| Post-Baccalaureate Certificate | 9.52 |

## Person Fit

| Name | Family | Value |
| --- | --- | --- |
| Dependability | work_style | 7 |
| Mathematics/Statistics | specific_interest_area | 6.42 |
| Investigative | career_interest_type | 6.26 |
| Attention to Detail | work_style | 6 |
| Conventional | career_interest_type | 5.76 |
| Integrity | work_style | 5 |
| Cautiousness | work_style | 4 |
| Information Technology | specific_interest_area | 3.55 |
| Enterprising | career_interest_type | 3.14 |
| Intellectual Curiosity | work_style | 3 |
| Management/Administration | specific_interest_area | 2.8 |
| Accounting | specific_interest_area | 2.78 |
| Business Initiatives | specific_interest_area | 2.72 |
| Finance | specific_interest_area | 2.64 |
| Office Work | specific_interest_area | 2.6 |
| Public Speaking | specific_interest_area | 2.45 |

## Related Roles

| Soc Code | Slug | Title | Tier |
| --- | --- | --- | --- |
| 15-2051.00 | role-15-2051-00 | Data Scientists | Primary-Short |
| 13-1111.00 | role-13-1111-00 | Management Analysts | Primary-Short |
| 15-1252.00 | role-15-1252-00 | Software Developers | Primary-Short |
| 15-1243.00 | role-15-1243-00 | Database Architects | Primary-Short |
| 15-1211.00 | role-15-1211-00 | Computer Systems Analysts | Primary-Short |
| 15-2041.00 | role-15-2041-00 | Statisticians | Primary-Long |
| 15-1221.00 | role-15-1221-00 | Computer and Information Research Scientists | Primary-Long |
| 15-2051.01 | role-15-2051-01 | Business Intelligence Analysts | Primary-Long |
| 15-1299.08 | role-15-1299-08 | Computer Systems Engineers/Architects | Primary-Long |
| 15-2021.00 | role-15-2021-00 | Mathematicians | Primary-Long |
| 13-1082.00 | role-13-1082-00 | Project Management Specialists | Supplemental |
| 17-2112.00 | role-17-2112-00 | Industrial Engineers | Supplemental |

## Career Clusters

| Cluster | Slug |
| --- | --- |
| Management & Entrepreneurship | management-entrepreneurship |

## Education Level

- **Category:** Bachelor's degree

## Study Programs

| Title | Slug |
| --- | --- |
| Business, Management, Marketing, and Related Support Services | business-management-marketing-and-related-support-services |
| Engineering | engineering |

## Market

- **Median Wage:** 91290
- **Mean Wage:** 99120
- **Pct10Wage:** 53910
- **Pct25Wage:** 66910
- **Pct75Wage:** 124120
- **Pct90Wage:** 159280
- **Employment:** 107760
- **Area Title:** U.S.

## Industries


### Top

| Naics | Slug | Title | Level | Employment | Median Wage | Lq |
| --- | --- | --- | --- | --- | --- | --- |
| 52 | 52 | Finance and Insurance | Sector | 25040 | 82790 | 5.75 |
| 54 | 54 | Professional, Scientific, and Technical Services | Sector | 24310 | 99600 | 3.23 |
| 55 | 55 | Management of Companies and Enterprises | Sector | 11770 | 96310 | 5.99 |
| 61 | 61 | Educational Services | Sector | 6770 | 74520 | 0.71 |
| 51 | 51 | Information | Sector | 6140 | 97970 | 3.02 |
| 56 | 56 | Administrative and Support and Waste Management and Remediation Services | Sector | 5080 | 80040 | 0.8 |
| 31-33 | 31-33 | Manufacturing | Sector | 4610 | 107360 | 0.52 |
| 524114 | 524114 | Direct Health and Medical Insurance Carriers | National industry | 3880 | 89620 | 12.36 |
| 62 | 62 | Health Care and Social Assistance | Sector | 3850 | 78670 | 0.24 |
| 42 | 42 | Wholesale Trade | Sector | 2720 | 101800 | 0.64 |
| 561320 | 561320 | Temporary Help Services | National industry | 2200 | 70670 | 1.19 |
| 541720 | 541720 | Research and Development in the Social Sciences and Humanities | National industry | 1300 | 105940 | 30.6 |

### Concentrated

| Naics | Slug | Title | Level | Employment | Lq |
| --- | --- | --- | --- | --- | --- |
| 541720 | 541720 | Research and Development in the Social Sciences and Humanities | National industry | 1300 | 30.6 |
| 524114 | 524114 | Direct Health and Medical Insurance Carriers | National industry | 3880 | 12.36 |
| 55 | 55 | Management of Companies and Enterprises | Sector | 11770 | 5.99 |
| 52 | 52 | Finance and Insurance | Sector | 25040 | 5.75 |
| 221112 | 221112 | Fossil Fuel Electric Power Generation | National industry | 190 | 3.81 |
| 54 | 54 | Professional, Scientific, and Technical Services | Sector | 24310 | 3.23 |
| 51 | 51 | Information | Sector | 6140 | 3.02 |
| 22 | 22 | Utilities | Sector | 1130 | 2.79 |
- **Count:** 28

## Ai Signals

| Source | Label | Score | Scale | Release |
| --- | --- | --- | --- | --- |
| frey_osborne | Computerization probability | 0.035 | 0-1 probability | 2013-baseline-2016-employment-snapshot |
| felten_aioe | AI occupational exposure | 1.40002 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_image_generation_aioe | Image generation occupational exposure | 1.535044 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_language_modeling_aioe | Language modeling occupational exposure | 1.233633 | relative exposure score | 2021-plus-generative-ai-workbooks |

## Ai Outlook


### Index

- **Value:** 94
- **Percentile:** 99
- **Band:** High
- **Version:** ai-exposure-index-v1

#### Components

| Percentile | Source |
| --- | --- |
| 96 | felten_aioe |
| 95 | openai_gpts_are_gpts |
| 90 | microsoft_working_with_ai |
- **Component Count:** 3

### Exposure

| Source | Label | Value | Percentile | Band | Note |
| --- | --- | --- | --- | --- | --- |
| felten_aioe | Overall AI exposure (Felten et al.) | 1.40002 | 96 | High | How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss. |
| eloundou_gamma | LLM task exposure, γ (OpenAI / Eloundou) | 1 | 95 | High | Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank. |
| microsoft_applicability | AI assistant applicability (Microsoft) | 0.3074955646855726 | 90 | High | How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement. |

### Frey Historical

- **Source:** frey
- **Label:** Computerization probability (Frey & Osborne, 2013)
- **Value:** 0.035
- **Percentile:** 20
- **Band:** Low
- **Note:** A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking.
- **Teleworkable:** yes

### Eloundou

- **Alpha:** 0.25806451612903225
- **Beta:** 0.6290322580645161
- **Gamma:** 1

### Usage Tasks

| Task | Usage Percent | Importance |
| --- | --- | --- |
| Prepare management reports defining and evaluating problems and recommending solutions. | 0.05351075761372833 | 4.5 |
| Analyze information obtained from management to conceptualize and define operational problems. | 0.02290383675213324 | 4.33 |
| Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters. | 0.019411771955843867 | 4.38 |
| Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes. | 0.012119518998886646 | 4.29 |
| Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives. | 0.009346408719480382 | 4.25 |
| Collaborate with others in the organization to ensure successful implementation of chosen problem solutions. | 0.008011207473840326 | 4.43 |
- **Usage Release:** 2026-01-15-v4-plus-2025-03-27-v2

### Bls

- **Growth Percent:** 21.5
- **Growth Percentile:** 99
- **Direction:** Growing fast
- **Annual Openings Thousands:** 9.6
- **Annual Openings Percentile:** 63
- **Employment2024Thousands:** 112.1
- **Employment2034Thousands:** 136.2

### Sources

| Source | Version |
| --- | --- |
| bls_employment_projections | 2024-2034 |
| dingel_neiman | dingel-neiman-workathome |
| felten_aioe | felten-raj-seamans-aioe |
| frey_osborne | frey-osborne-automation |
| microsoft_working_with_ai | working-with-ai |
| openai_gpts_are_gpts | gpts-are-gpts |

## Ai Playbook

- **Trusted Task Count:** 8
- **Task Count:** 9
- **Total Sample:** 3712
- **Autonomy Median:** 4
- **Dominant Collaboration:** task iteration
- **Automation Share:** 40.64
- **Augmentation Share:** 55.23
- **Work Use Percent:** 71.08

### Collaboration

| Label | Percent |
| --- | --- |
| task iteration | 38.36 |
| directive | 30.33 |
| learning | 11.91 |
| feedback loop | 10.31 |
| validation | 4.96 |
| none | 0.46 |

### Use Case

| Label | Percent |
| --- | --- |
| work | 71.08 |
| personal | 15.38 |
| coursework | 11.91 |

### Delegated Tasks

| Task | Usage Percent | Collaboration | Autonomy Median | Sample Count |
| --- | --- | --- | --- | --- |
| Prepare management reports defining and evaluating problems and recommending solutions. | 0.09661207650956369 | task iteration | 4 | 966 |
| Break systems into their component parts, assign numerical values to each component, and examine the mathematical relationships between them. | 0.07390923865483186 | feedback loop | 4 | 739 |
| Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules. | 0.07250906363295412 | task iteration | 4 | 725 |
| Analyze information obtained from management to conceptualize and define operational problems. | 0.05270658832354045 | task iteration | 4 | 527 |
| Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes. | 0.030803850481310166 | task iteration | 4 | 308 |
| Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives. | 0.029303662957869733 | task iteration | 4 | 293 |
| Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters. | 0.008901112639079885 | directive | 4 | 89 |
| Define data requirements and gather and validate information, applying judgment and statistical tests. | 0.0039004875609451183 |  | 3 | 39 |

### Boundary Tasks

| Task | Human Needed Percent | Sample Count |
| --- | --- | --- |
| Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives. | 96.9283276450512 | 293 |
| Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes. | 96.1038961038961 | 308 |
| Analyze information obtained from management to conceptualize and define operational problems. | 93.35863377609108 | 527 |
| Prepare management reports defining and evaluating problems and recommending solutions. | 93.2712215320911 | 966 |
| Define data requirements and gather and validate information, applying judgment and statistical tests. | 92.3076923076923 | 39 |
| Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules. | 88.41379310344828 | 725 |

### Seed Prompts

| Prompt | Collaboration |
| --- | --- |
| Let's work through this together, step by step: prepare management reports defining and evaluating problems and recommending solutions. I'll give feedback as we go. | task iteration |
| Help me break systems into their component parts, assign numerical values to each component, and examine the mathematical relationships between them. Share a first pass, then we'll refine it together. | feedback loop |
| Let's work through this together, step by step: develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules. I'll give feedback as we go. | task iteration |
| Let's work through this together, step by step: analyze information obtained from management to conceptualize and define operational problems. I'll give feedback as we go. | task iteration |
| Let's work through this together, step by step: study and analyze information about alternative courses of action to determine which plan will offer the best outcomes. I'll give feedback as we go. | task iteration |
- **Release:** 2026-01-15-v4-plus-2025-03-27-v2

## Counts

- **Tasks:** 17
- **Skills:** 69
- **Capabilities:** 120
- **Tools:** 114
- **Related Roles:** 20

## Source

- **Dataset:** gold.onet_role_starter_surface
- **Version:** 30.3
- **Generated At:** 2026-06-02T21:00:32.945303+00:00
- **Content Hash:** 1c359402c8046517