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.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
| Define data requirements, and gather and validate information, applying judgment and statistical tests.1h 10m a shift · No AI or robot evidence found | |||||
| Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.59m a shift · Observed in AI useTypical AI request: about 10h 40m alone, 1h with AI | |||||
| Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.47m a shift · No AI or robot evidence found | |||||
| Prepare management reports defining and evaluating problems and recommending solutions.41m a shift · Observed in AI useTypical AI request: about 5h 36m alone, 30m with AI | |||||
| Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.35m a shift · No AI or robot evidence found | |||||
| Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.35m a shift · No AI or robot evidence found | |||||
| Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.35m a shift · Observed in AI useTypical AI request: about 8h 13m alone, 1h 3m with AI | |||||
| Present the results of mathematical modeling and data analysis to management or other end users.29m a shift · No AI or robot evidence found | |||||
| Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.29m a shift · Observed in AI use | |||||
| Analyze information obtained from management to conceptualize and define operational problems.23m a shift · Observed in AI useTypical AI request: about 5h 21m alone, 41m with AI | |||||
| Specify manipulative or computational methods to be applied to models.18m a shift · No AI or robot evidence found | |||||
| Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.18m a shift · No AI or robot evidence found | |||||
| Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.12m a shift · No AI or robot evidence found | |||||
| Review research literature.12m a shift · No AI or robot evidence found | |||||
| Develop and apply time and cost networks to plan, control, and review large projects.6m a shift · No AI or robot evidence found | |||||
| Educate staff in the use of mathematical models.6m a shift · No AI or robot evidence found | |||||
| Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.6m a shift · Observed in AI useTypical AI request: about 9h 5m alone, 1h 5m with AI |
